diff --git a/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Dataset/fraud_oracle.csv b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Dataset/fraud_oracle.csv
new file mode 100644
index 00000000..8cf189a9
--- /dev/null
+++ b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Dataset/fraud_oracle.csv	
@@ -0,0 +1,15421 @@
+Month,WeekOfMonth,DayOfWeek,Make,AccidentArea,DayOfWeekClaimed,MonthClaimed,WeekOfMonthClaimed,Sex,MaritalStatus,Age,Fault,PolicyType,VehicleCategory,VehiclePrice,FraudFound_P,PolicyNumber,RepNumber,Deductible,DriverRating,Days_Policy_Accident,Days_Policy_Claim,PastNumberOfClaims,AgeOfVehicle,AgeOfPolicyHolder,PoliceReportFiled,WitnessPresent,AgentType,NumberOfSuppliments,AddressChange_Claim,NumberOfCars,Year,BasePolicy,,,Statement
+Dec,5,Wednesday,Honda,Urban,Tuesday,Jan,1,Female,Single,21,Policy Holder,Sport - Liability,Sport,more than 69000,0,1,12,300,1,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,1 year,3 to 4,1994,Liability, - ,Sport - Liability,TRUE
+Jan,3,Wednesday,Honda,Urban,Monday,Jan,4,Male,Single,34,Policy Holder,Sport - Collision,Sport,more than 69000,0,2,15,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,5,Friday,Honda,Urban,Thursday,Nov,2,Male,Married,47,Policy Holder,Sport - Collision,Sport,more than 69000,0,3,7,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,2,Saturday,Toyota,Rural,Friday,Jul,1,Male,Married,65,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4,4,400,2,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Honda,Urban,Tuesday,Feb,2,Female,Single,27,Third Party,Sport - Collision,Sport,more than 69000,0,5,3,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,4,Friday,Honda,Urban,Wednesday,Nov,1,Male,Single,20,Third Party,Sport - Collision,Sport,more than 69000,0,6,12,400,3,more than 30,more than 30,none,5 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Saturday,Honda,Urban,Monday,Feb,3,Male,Married,36,Third Party,Sport - Collision,Sport,more than 69000,0,7,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,1,Friday,Honda,Urban,Tuesday,Mar,4,Male,Single,0,Policy Holder,Sport - Collision,Sport,more than 69000,0,8,1,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,4,Saturday,Honda,Urban,Wednesday,Dec,5,Male,Single,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,9,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,Yes,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,3,Tuesday,Ford,Urban,Wednesday,Apr,3,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10,7,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,2,Sunday,Mazda,Urban,Wednesday,Mar,3,Male,Single,71,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11,7,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Honda,Urban,Monday,Mar,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Ford,Urban,Friday,Jan,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13,11,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Honda,Rural,Wednesday,Feb,1,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,14,12,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Ford,Urban,Thursday,Feb,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15,3,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Ford,Urban,Monday,Aug,5,Male,Single,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,16,16,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Ford,Urban,Wednesday,May,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,17,15,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Sunday,Chevrolet,Urban,Wednesday,Aug,1,Female,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,18,6,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Pontiac,Urban,Monday,May,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,19,6,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Honda,Urban,Tuesday,May,1,Male,Married,30,Third Party,Sedan - Liability,Sport,more than 69000,0,20,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Mazda,Urban,Tuesday,May,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,21,3,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Chevrolet,Urban,Monday,Jan,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,22,13,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Mazda,Urban,Thursday,Aug,5,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,23,8,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Pontiac,Urban,Tuesday,Jun,3,Male,Single,31,Third Party,Sedan - Liability,Sport,30000 to 39000,0,24,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Mazda,Urban,Friday,Sep,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,25,12,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,26,16,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Honda,Urban,Thursday,Jun,4,Male,Married,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,27,1,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Accura,Urban,Friday,May,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,28,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Honda,Urban,Tuesday,Sep,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,29,9,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Mazda,Urban,Wednesday,May,4,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,30,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Dodge,Urban,Saturday,Mar,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,31,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Honda,Urban,Tuesday,Mar,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,32,6,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Chevrolet,Urban,Wednesday,Mar,2,Male,Single,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,33,2,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Urban,Tuesday,Jan,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,34,2,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Ford,Urban,Wednesday,Jan,4,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,35,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,2,Wednesday,Chevrolet,Urban,Thursday,Oct,2,Male,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,36,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Honda,Urban,Thursday,Oct,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,37,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Mazda,Urban,Friday,Sep,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,38,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Honda,Urban,Thursday,Nov,4,Male,Married,55,Policy Holder,Sport - Collision,Sport,more than 69000,0,39,12,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,4,Thursday,Toyota,Urban,Tuesday,Jan,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,40,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Chevrolet,Urban,Wednesday,Apr,1,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,41,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,42,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Toyota,Urban,Monday,Jul,1,Female,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,43,12,400,4,more than 30,more than 30,none,4 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Honda,Urban,Monday,Jan,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,44,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Toyota,Urban,Wednesday,Jan,4,Male,Married,72,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,45,16,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Thursday,Feb,2,Female,Married,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,46,8,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Pontiac,Urban,Monday,Feb,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,47,9,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Mazda,Urban,Friday,Nov,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,48,13,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Chevrolet,Urban,Thursday,May,1,Female,Married,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,49,10,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,50,9,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Pontiac,Urban,Friday,May,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,51,14,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Pontiac,Urban,Friday,Jun,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,52,4,500,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Sunday,Honda,Rural,Wednesday,Jan,4,Male,Married,21,Policy Holder,Sport - Collision,Sport,more than 69000,1,53,4,400,4,more than 30,more than 30,none,4 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,4,Saturday,Honda,Urban,Wednesday,Aug,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,54,13,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Tuesday,Jun,4,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,55,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Urban,Wednesday,Dec,3,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,56,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Honda,Urban,Thursday,Jun,5,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,57,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Accura,Urban,Monday,Nov,2,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,58,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Honda,Rural,Wednesday,May,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,59,15,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Chevrolet,Urban,Monday,May,2,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,60,4,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Monday,Toyota,Urban,Monday,Nov,3,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,61,5,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Friday,Jan,4,Male,Married,49,Policy Holder,Utility - Collision,Utility,40000 to 59000,0,62,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Nov,4,Sunday,Honda,Urban,Friday,Jan,3,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,63,3,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Monday,Toyota,Urban,Tuesday,Mar,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,64,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Pontiac,Urban,Tuesday,Dec,2,Male,Single,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,65,1,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Mazda,Urban,Monday,Jan,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,66,6,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Mercury,Urban,Friday,Mar,3,Male,Single,40,Third Party,Sedan - Collision,Sedan,more than 69000,0,67,16,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Mazda,Urban,Monday,Aug,5,Male,Married,65,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,68,12,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Toyota,Urban,Tuesday,Jan,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,69,5,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Honda,Urban,Wednesday,Jan,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,70,12,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Honda,Urban,Wednesday,Jan,1,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,71,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Mazda,Urban,Thursday,Jan,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,72,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Monday,Jan,5,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,73,5,400,3,15 to 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Honda,Urban,Tuesday,Jan,1,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,74,7,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Mazda,Urban,Tuesday,May,1,Male,Married,60,Third Party,Sedan - Collision,Sedan,more than 69000,0,75,12,400,3,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Ford,Urban,Wednesday,Aug,4,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,76,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Monday,Jan,1,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,77,1,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Honda,Urban,Tuesday,Feb,3,Female,Married,47,Third Party,Sport - Collision,Sport,more than 69000,0,78,12,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,2,Friday,Jaguar,Rural,Tuesday,Feb,3,Female,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,79,16,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Toyota,Urban,Friday,Mar,1,Female,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,80,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,81,13,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Mazda,Urban,Friday,Jan,4,Male,Single,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,82,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,36,Third Party,Sedan - All Perils,Sedan,more than 69000,0,83,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Toyota,Urban,Friday,Feb,1,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,84,9,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Wednesday,Honda,Urban,Monday,Jan,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,85,6,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Chevrolet,Rural,Tuesday,Mar,1,Male,Married,27,Policy Holder,Utility - Liability,Utility,more than 69000,0,86,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+May,4,Tuesday,Toyota,Urban,Wednesday,May,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,87,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Mazda,Urban,Wednesday,May,4,Male,Single,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,88,1,400,2,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Pontiac,Urban,Monday,Oct,5,Male,Married,74,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,89,13,400,4,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Sunday,Honda,Urban,Monday,Oct,4,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,90,8,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Honda,Urban,Tuesday,Oct,4,Female,Single,25,Third Party,Sport - Collision,Sport,more than 69000,0,91,2,400,1,more than 30,more than 30,none,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Wednesday,Jan,2,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,92,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Honda,Urban,Monday,Jan,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,93,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Pontiac,Urban,Monday,Aug,5,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,94,13,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Honda,Urban,Friday,Jan,3,Male,Single,34,Policy Holder,Sport - Collision,Sport,more than 69000,1,95,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,2,Tuesday,Honda,Urban,Thursday,May,2,Male,Married,61,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,96,15,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Toyota,Urban,Tuesday,Jan,1,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,97,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Toyota,Urban,Monday,Jan,4,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,98,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,99,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Pontiac,Urban,Monday,Jan,5,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,100,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Chevrolet,Urban,Wednesday,Jan,2,Male,Married,31,Policy Holder,Utility - All Perils,Utility,more than 69000,1,101,2,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,5,Saturday,Pontiac,Urban,Monday,Jan,5,Female,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,102,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Ford,Urban,Monday,Feb,1,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,103,14,500,2,more than 30,more than 30,2 to 4,6 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Mazda,Urban,Tuesday,Jan,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,104,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Pontiac,Urban,Thursday,Jan,1,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,105,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Dodge,Urban,Saturday,Dec,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,106,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Mazda,Urban,Thursday,Aug,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,107,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Pontiac,Urban,Thursday,Apr,2,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,108,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Chevrolet,Urban,Thursday,Oct,4,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,109,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Honda,Urban,Friday,Mar,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,110,16,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Toyota,Urban,Friday,Sep,1,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,111,4,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Pontiac,Urban,Thursday,May,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,112,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Honda,Urban,Thursday,Dec,5,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,113,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Accura,Rural,Tuesday,Jan,2,Male,Married,56,Policy Holder,Utility - All Perils,Utility,more than 69000,1,114,10,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,4,Monday,Chevrolet,Urban,Wednesday,Jan,1,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,115,2,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Honda,Urban,Wednesday,Jan,2,Male,Single,16,Third Party,Sport - Collision,Sport,more than 69000,0,116,2,400,1,more than 30,more than 30,2 to 4,4 years,18 to 20,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Tuesday,Nov,5,Male,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,117,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,Yes,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Pontiac,Urban,Tuesday,Aug,5,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,118,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Mazda,Urban,Wednesday,Dec,1,Male,Single,68,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,119,9,400,3,more than 30,more than 30,2 to 4,5 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Honda,Rural,Friday,Dec,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,120,7,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Honda,Rural,Friday,Mar,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,121,8,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Honda,Rural,Monday,Oct,3,Female,Married,18,Third Party,Sport - Collision,Sport,more than 69000,0,122,12,400,4,more than 30,more than 30,none,2 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,3,Monday,Pontiac,Urban,Monday,Jun,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,123,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Honda,Urban,Tuesday,Apr,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,124,1,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Toyota,Urban,Monday,Feb,2,Male,Single,22,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,125,6,400,3,more than 30,more than 30,none,6 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Monday,Feb,2,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,126,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Dodge,Urban,Monday,Mar,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,127,15,400,2,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Mazda,Urban,Tuesday,Jan,5,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,128,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Chevrolet,Rural,Monday,Jan,4,Male,Married,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,129,9,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Honda,Urban,Tuesday,Nov,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,130,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Pontiac,Urban,Friday,Jul,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,131,10,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Honda,Urban,Friday,Apr,4,Male,Single,18,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,132,14,400,3,more than 30,more than 30,none,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Urban,Thursday,Oct,4,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,133,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Ford,Urban,Friday,Oct,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,134,12,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Honda,Urban,Friday,Apr,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,135,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Pontiac,Urban,Monday,Mar,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,136,6,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Toyota,Urban,Tuesday,Mar,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,137,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Toyota,Urban,Wednesday,Mar,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,138,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Mercury,Urban,Thursday,Jan,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,139,2,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Toyota,Urban,Friday,Feb,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,140,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Honda,Urban,Tuesday,Jul,3,Male,Married,51,Policy Holder,Sport - Collision,Sport,more than 69000,0,141,11,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,4,Monday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,142,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Monday,Chevrolet,Urban,Friday,Mar,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,143,10,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,Internal,3 to 5,no change,5 to 8,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Toyota,Urban,Friday,Feb,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,144,8,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Toyota,Rural,Friday,Feb,4,Male,Single,25,Third Party,Sedan - Liability,Sport,20000 to 29000,0,145,1,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Mazda,Urban,Friday,Nov,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,146,6,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Mazda,Urban,Tuesday,Sep,3,Male,Single,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,147,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Toyota,Rural,Tuesday,May,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,148,1,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,under 6 months,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Tuesday,Accura,Urban,Thursday,Jun,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,149,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Mazda,Urban,Monday,May,4,Male,Widow,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,150,15,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Pontiac,Urban,Friday,Jan,2,Female,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,151,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Pontiac,Urban,Tuesday,Jan,2,Male,Single,23,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,152,8,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Pontiac,Urban,Friday,Jan,2,Male,Single,31,Third Party,Sedan - Liability,Sport,30000 to 39000,0,153,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Honda,Urban,Monday,Oct,1,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,154,2,500,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Honda,Urban,Monday,Jan,5,Female,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,155,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Accura,Urban,Tuesday,Feb,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,156,6,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Mazda,Urban,Thursday,Feb,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,157,13,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Chevrolet,Urban,Tuesday,Feb,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,158,13,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Honda,Urban,Wednesday,Feb,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,159,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Honda,Urban,Friday,Jan,5,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,160,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Chevrolet,Urban,Friday,Jan,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,161,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Honda,Urban,Wednesday,Jan,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,162,3,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Chevrolet,Urban,Wednesday,Jan,4,Female,Single,37,Third Party,Sedan - Liability,Sport,more than 69000,0,163,5,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Toyota,Urban,Thursday,Jan,4,Male,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,164,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Monday,Jan,4,Female,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,165,14,400,1,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Toyota,Urban,Thursday,Jan,2,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,166,4,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Honda,Urban,Monday,Jan,3,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,167,8,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Toyota,Urban,Monday,Oct,2,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,168,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Nisson,Rural,Wednesday,Jul,2,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,169,6,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Utility - All Perils,TRUE
+May,3,Thursday,Honda,Urban,Monday,May,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,170,7,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Pontiac,Urban,Wednesday,Mar,5,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,171,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Mazda,Urban,Monday,Mar,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,172,7,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,VW,Urban,Tuesday,Feb,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,173,2,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Toyota,Urban,Monday,Feb,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,174,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Monday,Honda,Urban,Tuesday,Feb,2,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,175,14,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Chevrolet,Urban,Thursday,Feb,2,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,176,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Saab,Urban,Wednesday,Feb,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,177,1,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Tuesday,Honda,Urban,Wednesday,Feb,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,178,16,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,179,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Mercury,Rural,Tuesday,Jan,3,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,180,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Ford,Urban,Tuesday,Jan,3,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,181,8,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Tuesday,Pontiac,Urban,Thursday,Jul,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,182,3,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Mazda,Urban,Friday,Jun,2,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,183,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Toyota,Urban,Tuesday,Feb,1,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,184,7,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Chevrolet,Urban,Tuesday,Jan,1,Female,Single,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,185,2,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,186,10,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Honda,Urban,Wednesday,Jan,2,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,187,8,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Pontiac,Urban,Friday,Jan,2,Male,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,188,10,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Saturday,Chevrolet,Urban,Monday,Jan,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,189,14,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Mazda,Urban,Monday,Jan,1,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,190,10,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Mazda,Urban,Tuesday,Jan,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,191,1,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Toyota,Urban,Wednesday,Feb,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,192,6,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Chevrolet,Urban,Monday,Jan,2,Male,Married,26,Policy Holder,Utility - All Perils,Utility,more than 69000,1,193,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,2,Sunday,Toyota,Urban,Monday,Feb,3,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,194,1,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Honda,Urban,Monday,Jan,1,Male,Married,39,Policy Holder,Sport - Collision,Sport,more than 69000,1,195,13,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Friday,Chevrolet,Urban,Wednesday,Feb,2,Male,Married,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,196,4,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Honda,Urban,Monday,Oct,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,197,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Mazda,Urban,Thursday,Sep,2,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,198,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Pontiac,Urban,Friday,Mar,2,Female,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,199,4,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Pontiac,Urban,Monday,Jan,2,Male,Married,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,200,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Mazda,Urban,Monday,Jan,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,201,10,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Mazda,Urban,Tuesday,Jan,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,202,2,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Honda,Rural,Friday,Jan,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,203,14,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Honda,Rural,Tuesday,Sep,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,204,6,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,less than 20000,1,205,16,500,3,none,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Pontiac,Urban,Tuesday,May,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,206,15,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Pontiac,Urban,Monday,Jan,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,207,11,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Mazda,Urban,Monday,Oct,1,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,208,5,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Toyota,Urban,Tuesday,Oct,2,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,209,5,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Pontiac,Rural,Wednesday,Mar,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,210,16,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Pontiac,Urban,Monday,Apr,3,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,211,3,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Honda,Rural,Monday,Feb,5,Female,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,212,1,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Accura,Urban,Tuesday,Feb,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,213,11,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Pontiac,Urban,Wednesday,Aug,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,214,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Mazda,Rural,Monday,Jun,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,215,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Chevrolet,Urban,Monday,Sep,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,216,12,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Toyota,Urban,Tuesday,Jun,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,217,9,400,2,15 to 30,more than 30,none,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Tuesday,Mazda,Urban,Tuesday,Jan,5,Male,Married,69,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,218,3,700,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Tuesday,Honda,Urban,Thursday,Feb,2,Male,Married,67,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,219,11,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Chevrolet,Urban,Monday,Feb,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,220,1,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Toyota,Urban,Thursday,Sep,1,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,221,15,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Pontiac,Urban,Friday,Jun,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,less than 20000,0,222,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Wednesday,Jan,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,223,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Honda,Urban,Tuesday,Jan,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,224,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Tuesday,Jan,2,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,225,4,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Pontiac,Urban,Monday,Nov,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,226,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Saab,Urban,Wednesday,Oct,4,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,227,5,400,2,15 to 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,more than 8,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,VW,Urban,Tuesday,Oct,5,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,228,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Pontiac,Rural,Wednesday,Jan,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,229,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Thursday,Oct,4,Male,Married,65,Policy Holder,Sedan - Liability,Sport,more than 69000,0,230,14,400,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Pontiac,Urban,Thursday,Jun,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,231,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Mazda,Urban,Friday,Apr,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,232,10,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Chevrolet,Urban,Monday,Jan,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,233,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,VW,Urban,Tuesday,Apr,1,Male,Married,32,Third Party,Sedan - Collision,Sedan,more than 69000,0,234,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Mercury,Urban,Friday,Mar,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,235,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Chevrolet,Urban,Tuesday,Jan,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,236,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Pontiac,Rural,Thursday,Mar,1,Female,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,237,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,Yes,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Pontiac,Urban,Friday,Mar,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,238,11,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Pontiac,Urban,Saturday,Jan,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,239,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Mazda,Urban,Tuesday,Jan,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,240,5,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Chevrolet,Urban,Tuesday,Jan,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,241,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Mazda,Urban,Monday,Jan,3,Female,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,242,1,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,1 to 2,under 6 months,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Mazda,Urban,Wednesday,Jan,3,Female,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,243,12,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Honda,Urban,Thursday,Mar,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,244,7,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Pontiac,Urban,Monday,Mar,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,less than 20000,0,245,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,246,3,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Ford,Urban,Tuesday,Feb,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,247,14,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Accura,Rural,Friday,Feb,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,248,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Toyota,Urban,Monday,Feb,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,249,16,700,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Accura,Urban,Thursday,Feb,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,250,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Honda,Urban,Tuesday,Jan,3,Male,Single,19,Third Party,Sport - Collision,Sport,more than 69000,0,251,12,400,4,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,3,Monday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,252,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Pontiac,Urban,Monday,Jan,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,253,3,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Thursday,Jan,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,254,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Mazda,Urban,Tuesday,Jan,1,Male,Married,29,Third Party,Sport - Collision,Sport,more than 69000,0,255,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Monday,Jan,1,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,256,9,500,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Saturday,VW,Urban,Wednesday,Jan,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,257,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Saturday,Toyota,Urban,Tuesday,Jan,1,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,258,12,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Mazda,Urban,Thursday,Aug,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,259,16,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Pontiac,Urban,Tuesday,Jun,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,260,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Pontiac,Urban,Friday,Jun,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,261,9,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Accura,Urban,Monday,May,2,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,262,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Pontiac,Urban,Friday,Apr,5,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,263,3,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Toyota,Urban,Tuesday,Apr,1,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,264,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Pontiac,Urban,Monday,Aug,5,Female,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,265,16,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,VW,Urban,Monday,Jan,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,more than 69000,0,266,5,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Pontiac,Urban,Saturday,Feb,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,267,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Chevrolet,Urban,Tuesday,Feb,2,Female,Married,30,Third Party,Sedan - All Perils,Sedan,more than 69000,0,268,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Honda,Urban,Monday,Feb,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,269,5,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Honda,Urban,Monday,Feb,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,270,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Chevrolet,Urban,Wednesday,Jan,2,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,271,2,400,3,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Pontiac,Urban,Monday,Jan,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,272,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Toyota,Rural,Monday,Jan,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,273,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,78,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,274,11,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Honda,Urban,Friday,Jan,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,275,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Honda,Urban,Friday,Jan,3,Male,Single,39,Policy Holder,Sport - Collision,Sport,more than 69000,0,276,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,1,Wednesday,Toyota,Urban,Monday,Jan,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,277,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Honda,Urban,Tuesday,Jan,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,278,16,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Pontiac,Urban,Monday,Dec,4,Female,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,279,1,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Honda,Urban,Monday,Jan,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,280,12,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Sunday,Honda,Urban,Wednesday,Feb,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,281,11,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Friday,Jan,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,282,4,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Honda,Urban,Wednesday,Jan,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,283,10,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Thursday,Jan,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,284,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Tuesday,Toyota,Urban,Tuesday,Jan,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,285,7,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Tuesday,Honda,Urban,Tuesday,Jan,1,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,286,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Mazda,Urban,Monday,Jan,1,Female,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,287,1,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Honda,Urban,Friday,Jan,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,288,11,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,289,15,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Chevrolet,Urban,Friday,Jan,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,290,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Pontiac,Urban,Thursday,Jan,2,Male,Married,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,291,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Toyota,Urban,Wednesday,Jan,2,Female,Married,60,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,292,1,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Honda,Rural,Tuesday,Jan,2,Male,Married,72,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,293,2,400,2,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Ford,Urban,Wednesday,Jan,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,294,5,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Honda,Urban,Monday,Jan,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,295,11,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Pontiac,Urban,Wednesday,Jan,4,Female,Single,77,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,296,10,400,1,more than 30,more than 30,none,6 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Honda,Urban,Monday,Jan,4,Male,Single,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,297,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,Pontiac,Urban,Wednesday,Jan,1,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,298,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Honda,Urban,Monday,Jan,4,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,299,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Chevrolet,Urban,Wednesday,Mar,2,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,300,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Pontiac,Urban,Monday,Jan,3,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,301,7,400,3,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Honda,Urban,Tuesday,Jan,1,Female,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,302,2,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Pontiac,Urban,Monday,Jan,5,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,303,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Pontiac,Urban,Monday,Feb,3,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,304,1,400,2,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Sunday,Toyota,Rural,Monday,May,2,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,305,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,VW,Urban,Monday,May,5,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,306,9,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Honda,Urban,Tuesday,Apr,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,307,2,500,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Rural,Monday,Apr,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,308,5,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Pontiac,Rural,Tuesday,Jan,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,309,7,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,under 6 months,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,310,6,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Honda,Urban,Monday,Oct,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,311,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Pontiac,Urban,Friday,Oct,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,312,11,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Mercury,Urban,Friday,Mar,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,313,13,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Honda,Urban,Thursday,Apr,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,314,15,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Pontiac,Rural,Tuesday,Apr,1,Female,Married,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,315,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Honda,Urban,Monday,Jan,2,Male,Single,0,Policy Holder,Utility - All Perils,Utility,more than 69000,1,316,14,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Utility - All Perils,TRUE
+May,4,Thursday,Accura,Urban,Monday,Jun,2,Male,Single,50,Policy Holder,Utility - All Perils,Utility,more than 69000,0,317,12,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Saturday,Honda,Urban,Wednesday,Jan,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,318,16,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Pontiac,Urban,Thursday,May,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,319,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Mazda,Urban,Monday,Apr,4,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,320,2,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Ford,Urban,Thursday,Mar,3,Male,Married,49,Third Party,Sedan - Collision,Sedan,more than 69000,0,321,2,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Saturn,Urban,Monday,Mar,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,322,4,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,323,15,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Honda,Urban,Wednesday,Apr,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,324,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Honda,Urban,Thursday,Jun,4,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,325,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Mazda,Urban,Tuesday,Jun,2,Female,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,326,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Honda,Rural,Tuesday,Nov,3,Female,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,327,7,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Honda,Urban,Friday,Jul,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,328,13,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Toyota,Urban,Tuesday,Jun,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,329,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Chevrolet,Urban,Friday,Mar,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,330,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Toyota,Urban,Monday,Nov,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,331,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Pontiac,Urban,Tuesday,Nov,2,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,332,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Toyota,Urban,Thursday,Jun,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,333,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,VW,Urban,Friday,Jun,4,Male,Single,55,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,334,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Honda,Urban,Thursday,Mar,5,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,335,9,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Toyota,Urban,Monday,Aug,5,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,336,14,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Honda,Urban,Wednesday,Aug,3,Male,Single,25,Policy Holder,Sport - Collision,Sport,more than 69000,0,337,9,400,1,more than 30,more than 30,none,6 years,26 to 30,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sport - Collision,TRUE
+Apr,3,Monday,Toyota,Urban,Monday,Apr,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,338,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Toyota,Urban,Tuesday,Apr,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,339,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Pontiac,Urban,Tuesday,Mar,1,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,340,6,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Friday,Feb,4,Male,Married,47,Third Party,Sedan - Collision,Sedan,more than 69000,0,341,3,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Toyota,Urban,Tuesday,Oct,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,342,4,700,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Honda,Urban,Tuesday,Jul,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,343,4,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Honda,Urban,Friday,Jan,4,Male,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,344,13,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Chevrolet,Urban,Wednesday,Sep,4,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,345,5,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Pontiac,Urban,Thursday,Sep,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,346,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Ford,Rural,Thursday,Sep,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,347,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Chevrolet,Rural,Wednesday,Mar,4,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,348,5,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Honda,Urban,Thursday,Mar,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,349,6,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,VW,Urban,Friday,Nov,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,350,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Toyota,Urban,Friday,Nov,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,351,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Honda,Urban,Wednesday,Oct,1,Male,Married,67,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,352,7,400,2,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Pontiac,Urban,Wednesday,Oct,2,Female,Single,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,353,15,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Toyota,Urban,Monday,Mar,2,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,354,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Chevrolet,Urban,Tuesday,Mar,2,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,355,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Monday,Mar,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,356,7,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Chevrolet,Urban,Wednesday,Mar,2,Female,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,357,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Toyota,Rural,Sunday,Mar,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,358,14,500,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,VW,Urban,Wednesday,Aug,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,359,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Honda,Urban,Thursday,Sep,2,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,360,13,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Mazda,Urban,Tuesday,Jan,1,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,361,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Pontiac,Urban,Monday,May,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,362,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Toyota,Rural,Friday,Feb,2,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,363,8,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Pontiac,Urban,Monday,Oct,1,Male,Married,37,Policy Holder,Utility - All Perils,Utility,more than 69000,0,364,11,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Monday,Toyota,Urban,Wednesday,Jun,5,Female,Married,35,Third Party,Sedan - Liability,Sport,more than 69000,0,365,3,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Chevrolet,Urban,Monday,Apr,2,Male,Married,30,Policy Holder,Utility - All Perils,Utility,more than 69000,0,366,14,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Monday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,367,8,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,under 6 months,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Saturday,Honda,Urban,Wednesday,Jun,3,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,368,13,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Honda,Urban,Friday,Jun,3,Female,Single,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,369,6,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Honda,Urban,Thursday,Jun,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,370,8,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Mazda,Urban,Wednesday,Feb,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,371,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Toyota,Urban,Friday,Apr,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,372,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Chevrolet,Rural,Wednesday,Sep,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,373,12,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Mazda,Urban,Friday,May,4,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,374,14,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Honda,Urban,Monday,Mar,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,375,10,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Honda,Urban,Monday,Mar,4,Female,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,376,3,400,3,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Mazda,Urban,Monday,Jul,2,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,377,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Toyota,Urban,Wednesday,Aug,5,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,378,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Chevrolet,Urban,Tuesday,Jul,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,379,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Honda,Urban,Thursday,Aug,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,380,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Ford,Urban,Monday,Jan,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,381,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Honda,Urban,Friday,Feb,4,Female,Single,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,382,4,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Sunday,Chevrolet,Urban,Monday,Nov,1,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,383,10,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,VW,Urban,Friday,Oct,5,Male,Married,69,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,384,11,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Honda,Urban,Monday,Nov,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,385,7,400,4,1 to 7,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Honda,Urban,Wednesday,Jan,4,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,386,7,400,3,more than 30,more than 30,none,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,VW,Urban,Wednesday,Mar,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,387,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Toyota,Urban,Monday,Feb,4,Male,Married,77,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,388,10,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,389,15,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Pontiac,Urban,Monday,Feb,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,390,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Chevrolet,Urban,Saturday,Jul,1,Male,Married,53,Third Party,Sedan - Liability,Sport,60000 to 69000,0,391,8,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Ford,Rural,Monday,May,2,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,392,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Chevrolet,Urban,Tuesday,Oct,4,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,393,15,400,4,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Chevrolet,Urban,Friday,Jul,2,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,394,6,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Mazda,Urban,Thursday,Apr,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,395,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Honda,Urban,Wednesday,Nov,4,Male,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,396,10,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Friday,Aug,2,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,397,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Toyota,Urban,Thursday,Aug,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,398,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Honda,Urban,Friday,Mar,1,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,399,5,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Mazda,Urban,Wednesday,Mar,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,400,5,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Honda,Urban,Monday,Mar,2,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,401,12,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Pontiac,Urban,Thursday,Jun,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,402,15,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,VW,Urban,Tuesday,Jan,3,Male,Married,52,Third Party,Sedan - All Perils,Sedan,more than 69000,0,403,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Honda,Rural,Friday,Dec,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,404,1,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Mazda,Urban,Monday,Jul,1,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,405,12,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Accura,Urban,Monday,Jan,3,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,406,7,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Chevrolet,Urban,Thursday,Jul,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,407,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Pontiac,Urban,Monday,Nov,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,408,15,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Tuesday,Nov,3,Female,Married,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,1,409,10,500,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Monday,May,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,410,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Urban,Friday,Jun,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,411,9,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Mazda,Rural,Wednesday,Nov,2,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,412,14,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,2,Thursday,Pontiac,Urban,Friday,May,2,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,413,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Toyota,Urban,Thursday,Sep,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,414,7,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Mazda,Urban,Wednesday,Sep,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,415,11,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Friday,Pontiac,Urban,Friday,Oct,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,416,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Honda,Urban,Tuesday,Oct,3,Male,Single,45,Third Party,Sport - Collision,Sport,more than 69000,0,417,2,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,1,Tuesday,Ford,Urban,Tuesday,May,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,418,13,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Toyota,Urban,Wednesday,Nov,4,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,419,6,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Pontiac,Urban,Monday,Oct,3,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,420,2,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Chevrolet,Urban,Wednesday,Mar,1,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,421,2,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Chevrolet,Urban,Thursday,Apr,4,Male,Married,80,Policy Holder,Utility - Collision,Utility,more than 69000,0,422,3,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Oct,4,Thursday,Pontiac,Urban,Friday,Oct,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,423,15,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Toyota,Urban,Tuesday,Jan,5,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,424,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Monday,Feb,1,Male,Single,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,425,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Ford,Urban,Tuesday,Oct,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,426,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Thursday,Toyota,Urban,Friday,Dec,2,Male,Married,51,Third Party,Sedan - Collision,Sedan,less than 20000,0,427,13,400,3,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Honda,Urban,Monday,Sep,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,428,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Saturday,Toyota,Urban,Friday,Apr,1,Female,Single,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,429,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,more than 8,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Dec,5,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,430,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Chevrolet,Urban,Tuesday,Feb,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,431,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Mercury,Rural,Monday,Aug,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,432,7,400,3,more than 30,more than 30,2 to 4,3 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Toyota,Rural,Wednesday,Jun,4,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,433,7,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Toyota,Rural,Wednesday,Jul,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,434,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Honda,Urban,Tuesday,Apr,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,435,4,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Pontiac,Rural,Tuesday,May,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,436,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Pontiac,Urban,Thursday,Apr,4,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,437,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,438,9,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Honda,Urban,Wednesday,Apr,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,439,1,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Honda,Urban,Friday,Mar,1,Male,Married,67,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,440,16,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Pontiac,Urban,Thursday,Aug,2,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,441,14,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Honda,Urban,Tuesday,Jan,2,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,442,10,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Chevrolet,Urban,Friday,Nov,2,Female,Single,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,443,2,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Mazda,Urban,Wednesday,Aug,1,Male,Single,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,444,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Wednesday,Toyota,Urban,Monday,Jun,1,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,445,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Pontiac,Urban,Friday,Mar,1,Female,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,446,16,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Honda,Urban,Monday,Feb,5,Male,Single,21,Third Party,Sedan - Liability,Sport,20000 to 29000,0,447,4,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Toyota,Urban,Thursday,Feb,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,448,8,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Toyota,Urban,Thursday,Nov,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,449,13,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Honda,Rural,Wednesday,Jan,2,Female,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,450,4,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Pontiac,Urban,Friday,Nov,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,451,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Mazda,Urban,Wednesday,Jul,1,Female,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,452,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Mazda,Urban,Monday,May,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,453,3,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Chevrolet,Urban,Thursday,Mar,4,Male,Single,60,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,454,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,455,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Wednesday,Honda,Urban,Wednesday,Oct,1,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,456,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Pontiac,Urban,Wednesday,Feb,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,457,8,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Toyota,Urban,Monday,Jan,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,458,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Toyota,Urban,Wednesday,Nov,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,459,3,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Mazda,Urban,Tuesday,Mar,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,460,15,500,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Honda,Urban,Monday,Mar,4,Female,Married,73,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,461,15,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Toyota,Urban,Tuesday,Mar,2,Female,Married,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,462,12,400,4,more than 30,more than 30,none,2 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Accura,Urban,Wednesday,Sep,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,463,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,VW,Urban,Friday,Jul,2,Male,Single,47,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,464,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Toyota,Rural,Wednesday,Jun,1,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,465,11,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Monday,Aug,4,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,466,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Mazda,Urban,Tuesday,Feb,3,Male,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,467,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Honda,Urban,Tuesday,Apr,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,468,12,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Accura,Urban,Monday,Feb,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,469,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Ford,Urban,Friday,Mar,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,470,6,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Mazda,Urban,Wednesday,Mar,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,471,5,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Pontiac,Urban,Thursday,Mar,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,472,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Chevrolet,Urban,Monday,Mar,2,Male,Married,52,Policy Holder,Utility - All Perils,Utility,more than 69000,0,473,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Tuesday,Toyota,Urban,Friday,Mar,3,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,474,13,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Mazda,Urban,Friday,Feb,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,475,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Ford,Urban,Tuesday,Oct,2,Male,Married,51,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,476,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Pontiac,Urban,Wednesday,May,2,Male,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,477,5,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Sunday,Ford,Urban,Thursday,May,4,Male,Married,37,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,478,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Mazda,Urban,Tuesday,Apr,3,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,479,6,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Pontiac,Urban,Thursday,Aug,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,480,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Pontiac,Rural,Wednesday,Nov,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,481,10,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,VW,Urban,Tuesday,Oct,3,Female,Married,51,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,482,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,27,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,483,2,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Chevrolet,Urban,Wednesday,Mar,2,Male,Single,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,484,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,485,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Chevrolet,Rural,Monday,Jul,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,486,3,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Pontiac,Urban,Friday,Jul,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,487,6,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Toyota,Rural,Tuesday,Jun,2,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,488,1,400,2,more than 30,more than 30,1,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Honda,Urban,Thursday,Jan,2,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,489,16,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Accura,Urban,Tuesday,Oct,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,490,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Honda,Urban,Thursday,Jun,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,491,5,400,4,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Mazda,Urban,Saturday,Jul,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,492,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Toyota,Urban,Tuesday,Nov,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,493,2,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Honda,Urban,Wednesday,Mar,3,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,494,7,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Honda,Urban,Monday,Oct,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,495,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Honda,Urban,Monday,Jun,2,Male,Single,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,496,4,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Mazda,Rural,Tuesday,Mar,5,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,497,3,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Mazda,Urban,Monday,Oct,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,498,15,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Pontiac,Urban,Thursday,Oct,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,499,11,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Mazda,Urban,Wednesday,Oct,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,500,12,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Friday,Aug,3,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,501,3,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Chevrolet,Urban,Wednesday,Apr,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,502,2,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Honda,Urban,Monday,Apr,3,Male,Single,35,Policy Holder,Sport - Collision,Sport,more than 69000,0,503,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,2,Saturday,Pontiac,Rural,Thursday,Jan,2,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,504,10,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Toyota,Urban,Monday,Mar,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,more than 69000,0,505,3,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Monday,Mar,3,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,506,2,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Toyota,Urban,Thursday,Mar,1,Male,Single,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,507,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Toyota,Urban,Thursday,Mar,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,508,5,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Toyota,Rural,Thursday,Jan,3,Male,Single,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,509,1,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Ford,Rural,Tuesday,Jan,2,Male,Married,39,Third Party,Sedan - Liability,Sport,40000 to 59000,0,510,12,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Toyota,Urban,Monday,Feb,3,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,511,12,400,2,more than 30,more than 30,more than 4,3 years,26 to 30,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Toyota,Urban,Wednesday,Feb,4,Female,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,512,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Pontiac,Rural,Friday,Feb,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,513,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Toyota,Urban,Friday,Feb,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,514,7,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Honda,Urban,Monday,Apr,1,Male,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,515,14,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,516,12,400,4,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Pontiac,Urban,Tuesday,Feb,4,Male,Single,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,517,11,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Pontiac,Rural,Friday,Feb,1,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,518,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Pontiac,Urban,Tuesday,Feb,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,519,3,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Toyota,Rural,Thursday,Feb,4,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,520,8,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Pontiac,Urban,Friday,Jan,5,Male,Married,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,521,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Honda,Urban,Friday,Jan,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,522,15,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Chevrolet,Urban,Tuesday,Jan,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,523,13,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Chevrolet,Urban,Wednesday,Feb,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,524,14,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Mazda,Urban,Friday,Feb,1,Female,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,525,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Mazda,Urban,Tuesday,Feb,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,526,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Honda,Urban,Friday,Feb,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,less than 20000,0,527,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Honda,Urban,Wednesday,Feb,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,528,13,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Mazda,Rural,Tuesday,Jan,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,529,15,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Ford,Urban,Thursday,Jan,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,530,16,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Pontiac,Urban,Tuesday,Feb,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,531,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Toyota,Urban,Tuesday,Feb,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,532,2,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Friday,Feb,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,533,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Pontiac,Urban,Friday,Jan,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,534,7,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Pontiac,Urban,Monday,Feb,2,Male,Married,80,Third Party,Sedan - All Perils,Sedan,less than 20000,0,535,8,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Pontiac,Urban,Monday,Mar,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,536,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,537,13,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Saab,Urban,Monday,Feb,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,538,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Honda,Urban,Wednesday,Jan,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,539,5,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Chevrolet,Urban,Wednesday,Mar,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,540,11,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Chevrolet,Urban,Friday,Mar,1,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,541,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Chevrolet,Urban,Friday,Feb,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,542,4,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Honda,Urban,Friday,Jan,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,543,12,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Friday,Mar,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,544,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Tuesday,Chevrolet,Urban,Friday,Mar,2,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,545,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,5,Monday,Toyota,Urban,Thursday,Mar,2,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,546,6,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Chevrolet,Urban,Thursday,Mar,1,Male,Married,48,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,547,5,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Toyota,Urban,Thursday,Mar,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,548,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Toyota,Urban,Friday,Apr,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,549,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Honda,Urban,Wednesday,Feb,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,550,6,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Chevrolet,Urban,Tuesday,Feb,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,551,7,400,4,8 to 15,15 to 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Rural,Tuesday,Feb,4,Male,Married,72,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,552,16,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,VW,Urban,Thursday,Feb,2,Male,Married,51,Third Party,Sedan - Liability,Sport,more than 69000,0,553,13,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,VW,Rural,Wednesday,Feb,2,Male,Single,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,554,7,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Mazda,Urban,Tuesday,Feb,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,555,3,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Accura,Urban,Tuesday,Feb,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,556,16,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Monday,Jan,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,557,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Honda,Urban,Tuesday,Feb,1,Male,Married,31,Policy Holder,Sport - Collision,Sport,more than 69000,0,558,1,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Thursday,Toyota,Urban,Monday,Feb,3,Female,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,559,6,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,VW,Urban,Monday,Feb,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,560,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Mazda,Urban,Tuesday,Feb,1,Female,Married,38,Third Party,Sedan - All Perils,Sedan,less than 20000,0,561,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Saturday,Pontiac,Urban,Wednesday,May,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,562,5,500,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,563,6,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Toyota,Urban,Tuesday,Aug,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,564,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Toyota,Urban,Thursday,Jan,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,565,9,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Pontiac,Rural,Monday,Jul,1,Female,Widow,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,566,5,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Pontiac,Urban,Monday,Dec,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,567,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Toyota,Urban,Tuesday,Oct,4,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,568,9,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Friday,Aug,4,Female,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,569,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Honda,Urban,Thursday,Mar,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,570,4,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Pontiac,Urban,Thursday,Mar,4,Female,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,571,5,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,572,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Mazda,Urban,Tuesday,May,5,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,573,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Honda,Rural,Tuesday,Apr,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,574,2,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Pontiac,Urban,Monday,Oct,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,575,12,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Mazda,Urban,Friday,Sep,4,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,576,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Monday,Honda,Urban,Tuesday,Aug,3,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,577,3,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Mazda,Urban,Monday,Apr,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,578,10,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Mazda,Rural,Wednesday,Jun,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,579,7,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Saturday,Toyota,Urban,Wednesday,Jun,5,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,580,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Friday,Jun,1,Male,Married,65,Third Party,Sedan - Liability,Sport,20000 to 29000,0,581,7,400,3,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Pontiac,Urban,Thursday,Oct,3,Male,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,582,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Toyota,Urban,Thursday,Nov,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,583,14,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Pontiac,Urban,Monday,Jul,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,584,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Chevrolet,Urban,Friday,Jun,4,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,585,13,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Chevrolet,Urban,Wednesday,May,1,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,586,7,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Pontiac,Urban,Sunday,Aug,4,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,587,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,588,15,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Mazda,Urban,Thursday,Jun,5,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,589,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Toyota,Urban,Thursday,Sep,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,590,9,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Chevrolet,Urban,Wednesday,Sep,5,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,591,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Mazda,Urban,Sunday,Sep,2,Male,Single,27,Third Party,Sport - Collision,Sport,more than 69000,0,592,10,400,3,more than 30,more than 30,none,2 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,3,Friday,Toyota,Urban,Tuesday,Jan,4,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,593,12,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Honda,Urban,Tuesday,Nov,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,594,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Mazda,Urban,Wednesday,Jul,2,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,595,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Ford,Urban,Monday,Jul,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,596,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Monday,Jun,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,597,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Wednesday,Jun,4,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,598,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Toyota,Urban,Friday,Sep,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,599,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Pontiac,Rural,Friday,Nov,1,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,600,2,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Mazda,Rural,Friday,Sep,5,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,601,3,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Toyota,Urban,Monday,Jul,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,602,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Pontiac,Urban,Wednesday,Jun,5,Male,Married,46,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,603,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Chevrolet,Urban,Friday,Sep,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,604,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Accura,Urban,Tuesday,Dec,3,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,605,16,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Mazda,Urban,Tuesday,Jul,4,Male,Married,64,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,606,8,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Pontiac,Urban,Monday,Jan,3,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,607,4,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Wednesday,Nov,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,608,7,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,609,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Pontiac,Rural,Thursday,Apr,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,610,3,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Pontiac,Urban,Monday,Apr,4,Male,Single,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,611,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Sunday,Toyota,Rural,Monday,Jun,1,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,612,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,613,16,500,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Honda,Urban,Tuesday,Jun,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,614,4,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,615,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Honda,Urban,Tuesday,Jun,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,616,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Honda,Urban,Tuesday,Apr,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,617,15,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Toyota,Urban,Monday,Jan,5,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,618,8,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Ford,Urban,Thursday,Feb,1,Female,Married,45,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,619,6,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Toyota,Urban,Monday,Mar,2,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,620,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Mazda,Urban,Tuesday,Jun,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,621,4,700,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Mazda,Urban,Monday,Oct,5,Female,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,622,9,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Tuesday,Honda,Urban,Monday,Nov,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,623,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Honda,Urban,Wednesday,Oct,3,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,624,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Chevrolet,Rural,Monday,Sep,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,625,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Monday,Jul,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,626,7,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Toyota,Urban,Tuesday,Jul,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,627,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Pontiac,Urban,Monday,Nov,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,628,4,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Sunday,Pontiac,Urban,Friday,Nov,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,629,13,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Ford,Urban,Monday,Jun,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,630,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Pontiac,Rural,Tuesday,May,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,631,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Pontiac,Urban,Thursday,Apr,1,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,632,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Ford,Urban,Thursday,Nov,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,633,11,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,Internal,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Mazda,Urban,Friday,Nov,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,634,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Mazda,Urban,Wednesday,Nov,3,Male,Single,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,635,9,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Pontiac,Urban,Monday,Apr,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,636,9,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Pontiac,Urban,Tuesday,Nov,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,637,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Honda,Urban,Wednesday,Dec,2,Male,Single,24,Policy Holder,Sport - Collision,Sport,more than 69000,0,638,5,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,1 year,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,5,Monday,Toyota,Urban,Wednesday,Aug,5,Female,Married,40,Third Party,Sedan - Collision,Sedan,more than 69000,0,639,11,400,3,more than 30,more than 30,1,6 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Toyota,Urban,Wednesday,Aug,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,640,3,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Pontiac,Urban,Monday,Jul,3,Male,Married,76,Third Party,Sedan - Liability,Sport,20000 to 29000,0,641,4,400,4,more than 30,more than 30,none,more than 7,over 65,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Pontiac,Rural,Thursday,Apr,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,642,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Toyota,Urban,Tuesday,Mar,4,Male,Married,31,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,643,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Mazda,Urban,Tuesday,Feb,1,Male,Single,32,Third Party,Sport - Collision,Sport,more than 69000,0,644,9,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,2,Friday,Toyota,Urban,Monday,Dec,2,Female,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,645,15,400,3,more than 30,more than 30,none,3 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Pontiac,Rural,Wednesday,Dec,2,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,646,2,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Mazda,Urban,Tuesday,Jan,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,647,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Toyota,Urban,Tuesday,Nov,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,less than 20000,0,648,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Pontiac,Urban,Wednesday,May,5,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,649,7,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Chevrolet,Rural,Wednesday,Jan,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,650,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Rural,Monday,May,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,651,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Honda,Urban,Thursday,Sep,5,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,652,16,700,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,653,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Saturn,Rural,Wednesday,Nov,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,654,6,400,2,15 to 30,15 to 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Toyota,Urban,Tuesday,Sep,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,655,6,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Honda,Urban,Thursday,Sep,3,Male,Married,22,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,656,9,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Sunday,Pontiac,Urban,Thursday,Aug,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,less than 20000,0,657,16,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Accura,Urban,Wednesday,Oct,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,658,6,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Saturn,Urban,Tuesday,Oct,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,659,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Pontiac,Urban,Friday,Mar,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,660,11,400,4,15 to 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Honda,Urban,Thursday,Apr,2,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,661,3,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,71,Third Party,Sedan - Collision,Sedan,less than 20000,0,662,2,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Honda,Urban,Monday,Dec,1,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,663,7,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,VW,Urban,Friday,Aug,1,Male,Married,35,Third Party,Sedan - All Perils,Sedan,60000 to 69000,1,664,2,500,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Mazda,Urban,Tuesday,Dec,3,Female,Married,47,Third Party,Sedan - Collision,Sedan,more than 69000,0,665,15,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Toyota,Urban,Tuesday,May,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,666,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,78,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,667,9,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Saturday,Nov,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,668,8,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Sunday,Toyota,Rural,Thursday,Sep,1,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,669,12,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Pontiac,Urban,Thursday,Oct,1,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,670,6,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Pontiac,Urban,Tuesday,Nov,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,671,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Toyota,Urban,Tuesday,Jul,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,672,16,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Mazda,Urban,Tuesday,Jul,1,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,673,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Wednesday,May,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,674,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Toyota,Urban,Tuesday,May,4,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,675,13,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Toyota,Urban,Wednesday,Jan,4,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,676,5,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Toyota,Urban,Tuesday,Apr,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,677,6,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Pontiac,Urban,Wednesday,May,3,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,678,4,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Accura,Urban,Wednesday,May,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,679,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Toyota,Urban,Wednesday,Jul,1,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,680,11,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Ford,Urban,Thursday,Apr,5,Male,Married,62,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,681,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Honda,Urban,Monday,Apr,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,682,2,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Pontiac,Urban,Wednesday,Nov,4,Male,Married,25,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,683,6,400,3,more than 30,more than 30,none,2 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Honda,Urban,Tuesday,Aug,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,684,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Toyota,Urban,Thursday,Jul,3,Male,Married,76,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,685,13,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Toyota,Urban,Tuesday,Mar,3,Male,Married,77,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,686,3,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Pontiac,Urban,Monday,Oct,5,Male,Married,55,Third Party,Utility - All Perils,Utility,more than 69000,0,687,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Sunday,Mazda,Urban,Monday,Oct,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,688,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Toyota,Urban,Tuesday,May,3,Female,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,689,2,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Mercury,Urban,Tuesday,Aug,5,Male,Married,47,Third Party,Sedan - All Perils,Sedan,more than 69000,0,690,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Ford,Urban,Wednesday,Sep,3,Male,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,691,14,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Pontiac,Rural,Monday,Aug,5,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,692,3,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Thursday,Honda,Urban,Wednesday,Jul,3,Female,Single,26,Third Party,Sport - Collision,Sport,more than 69000,0,693,14,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,4,Tuesday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,64,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,694,15,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Pontiac,Urban,Thursday,Sep,2,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,695,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Mazda,Urban,Wednesday,Sep,2,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,696,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,VW,Urban,Friday,Sep,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,697,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Mazda,Urban,Tuesday,May,4,Female,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,698,16,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Toyota,Urban,Wednesday,Apr,2,Female,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,699,16,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Mazda,Rural,Monday,Apr,2,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,700,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Mazda,Rural,Tuesday,Feb,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,701,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Honda,Urban,Monday,Jun,2,Female,Married,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,702,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Pontiac,Rural,Thursday,May,4,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,703,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Chevrolet,Urban,Tuesday,May,5,Male,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,704,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Toyota,Urban,Wednesday,May,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,705,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Mazda,Urban,Thursday,Jan,3,Male,Single,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,706,15,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Toyota,Urban,Wednesday,Jun,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,707,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Toyota,Urban,Friday,Apr,5,Female,Married,50,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,708,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Toyota,Urban,Tuesday,May,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,709,16,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,710,15,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Mazda,Rural,Tuesday,Apr,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,711,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Toyota,Urban,Monday,Apr,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,712,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Pontiac,Urban,Monday,Oct,3,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,713,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Toyota,Urban,Wednesday,Feb,2,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,714,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Toyota,Urban,Wednesday,Jul,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,715,14,500,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,2 to 3 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Honda,Urban,Tuesday,Oct,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,716,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Honda,Urban,Friday,Oct,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,717,2,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Saab,Urban,Friday,Apr,4,Male,Single,30,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,718,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Toyota,Urban,Monday,Jun,3,Male,Married,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,719,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Toyota,Urban,Wednesday,Apr,1,Female,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,720,11,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Ford,Rural,Thursday,Apr,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,60000 to 69000,0,721,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Mercury,Urban,Tuesday,May,1,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,722,3,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Honda,Urban,Monday,Dec,1,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,723,16,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Chevrolet,Urban,Thursday,Nov,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,724,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Dodge,Urban,Friday,Jan,5,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,725,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Sunday,Honda,Urban,Wednesday,Nov,3,Male,Single,18,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,726,3,400,1,more than 30,more than 30,none,4 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Monday,Pontiac,Urban,Tuesday,Sep,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,727,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Pontiac,Urban,Thursday,Apr,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,728,11,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Chevrolet,Urban,Wednesday,Mar,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,729,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mazda,Rural,Friday,Mar,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,730,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Mazda,Rural,Thursday,Aug,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,731,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Pontiac,Urban,Monday,May,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,732,15,400,2,none,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Pontiac,Rural,Friday,Apr,2,Male,Married,39,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,733,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Pontiac,Urban,Monday,Jan,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,734,12,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Chevrolet,Urban,Tuesday,Feb,1,Female,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,735,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Accura,Urban,Monday,Apr,3,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,736,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Chevrolet,Urban,Thursday,Jan,4,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,737,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Mazda,Urban,Tuesday,Mar,2,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,738,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,1,Friday,Saab,Urban,Thursday,Mar,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,739,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Pontiac,Urban,Monday,Apr,2,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,740,5,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Mazda,Urban,Wednesday,Apr,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,741,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Chevrolet,Urban,Tuesday,Mar,4,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,742,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Toyota,Urban,Thursday,Mar,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,743,9,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Friday,Pontiac,Rural,Thursday,May,3,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,744,5,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Pontiac,Urban,Wednesday,May,2,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,745,3,700,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Ford,Urban,Thursday,Mar,1,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,746,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Toyota,Urban,Monday,Mar,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,747,15,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Mazda,Urban,Monday,Mar,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,748,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Mazda,Urban,Tuesday,Mar,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,749,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Toyota,Rural,Thursday,Mar,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,750,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Chevrolet,Rural,Thursday,Jun,5,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,751,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Monday,Honda,Urban,Tuesday,Nov,2,Male,Single,16,Policy Holder,Sport - Collision,Sport,more than 69000,0,752,11,400,3,more than 30,more than 30,none,2 years,18 to 20,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,4,Wednesday,Toyota,Urban,Tuesday,Nov,2,Male,Single,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,753,9,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Chevrolet,Urban,Tuesday,Jul,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,754,3,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Wednesday,Jun,5,Female,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,755,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Mazda,Urban,Monday,Apr,2,Male,Single,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,756,13,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Toyota,Urban,Monday,Mar,3,Male,Single,78,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,757,8,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Dodge,Urban,Tuesday,Feb,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,758,16,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Honda,Urban,Tuesday,Mar,3,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,759,15,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Chevrolet,Urban,Monday,Mar,1,Female,Single,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,760,13,400,4,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Pontiac,Urban,Thursday,Jan,3,Male,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,761,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Mazda,Urban,Tuesday,Mar,1,Male,Married,36,Third Party,Sport - Collision,Sport,more than 69000,0,762,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,2,Saturday,Toyota,Urban,Thursday,Apr,3,Male,Single,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,763,10,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Mazda,Urban,Monday,Apr,2,Male,Married,36,Third Party,Sedan - All Perils,Sedan,less than 20000,0,764,7,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Chevrolet,Rural,Monday,Apr,1,Female,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,765,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,766,10,500,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Thursday,Apr,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,less than 20000,0,767,11,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Toyota,Urban,Wednesday,Jan,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,768,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Honda,Urban,Thursday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,769,16,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Saturn,Urban,Friday,Mar,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,770,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Toyota,Urban,Monday,May,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,771,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Chevrolet,Urban,Monday,Mar,2,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,772,2,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Toyota,Urban,Wednesday,Mar,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,773,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Pontiac,Urban,Friday,Mar,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,774,15,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Accura,Urban,Friday,Feb,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,775,10,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Mazda,Rural,Thursday,Feb,4,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,776,8,700,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,3,Sunday,Toyota,Urban,Monday,Jul,4,Male,Married,60,Third Party,Sedan - All Perils,Sedan,more than 69000,0,777,12,400,2,more than 30,more than 30,2 to 4,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Honda,Rural,Wednesday,Sep,5,Male,Single,0,Policy Holder,Sport - Collision,Sport,more than 69000,0,778,11,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Saturday,Honda,Urban,Monday,Jan,4,Female,Single,27,Third Party,Sedan - All Perils,Sedan,more than 69000,0,779,8,400,4,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Toyota,Urban,Tuesday,Apr,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,780,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Mazda,Urban,Thursday,May,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,781,5,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Honda,Urban,Tuesday,Aug,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,782,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Friday,Oct,4,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,783,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Pontiac,Rural,Monday,May,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,784,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Chevrolet,Rural,Thursday,Oct,1,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,785,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,786,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Honda,Urban,Monday,Feb,2,Male,Married,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,787,9,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Pontiac,Urban,Monday,Jul,2,Female,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,788,13,400,2,15 to 30,more than 30,none,2 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,789,3,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,790,11,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Toyota,Urban,Friday,Dec,4,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,791,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Honda,Urban,Monday,Nov,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,792,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Wednesday,Oct,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,793,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Honda,Urban,Friday,Jan,5,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,794,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Mazda,Urban,Thursday,Sep,5,Female,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,795,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Honda,Urban,Monday,Sep,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,796,12,400,3,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Mazda,Urban,Wednesday,Jan,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,797,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Honda,Urban,Thursday,Jul,2,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,798,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Chevrolet,Urban,Wednesday,Feb,1,Female,Single,27,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,799,6,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Wednesday,Aug,5,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,800,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Toyota,Urban,Thursday,May,1,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,801,1,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Honda,Urban,Wednesday,Oct,1,Male,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,802,11,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Honda,Urban,Tuesday,Jul,1,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,803,2,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Honda,Urban,Monday,Jun,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,804,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Mazda,Urban,Thursday,Nov,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,805,5,400,4,8 to 15,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Pontiac,Urban,Friday,Jun,2,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,806,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Toyota,Urban,Tuesday,Jun,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,807,5,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Toyota,Urban,Wednesday,Sep,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,more than 69000,0,808,11,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Pontiac,Rural,Thursday,Jun,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,809,3,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Mazda,Urban,Wednesday,May,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,810,14,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Toyota,Urban,Monday,May,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,811,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Honda,Urban,Monday,Sep,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,812,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Chevrolet,Urban,Tuesday,Jul,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,813,5,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Mazda,Urban,Monday,Feb,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,814,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Mazda,Urban,Thursday,Mar,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,815,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Mazda,Urban,Thursday,Jun,2,Female,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,816,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Honda,Urban,Wednesday,Sep,4,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,817,5,400,1,more than 30,more than 30,1,3 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Honda,Urban,Tuesday,Jun,5,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,818,3,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Dodge,Urban,Thursday,Jan,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,819,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Thursday,Ford,Rural,Thursday,Aug,3,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,820,10,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Toyota,Urban,Monday,Nov,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,821,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Saturday,Ford,Rural,Monday,Oct,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,822,10,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Urban,Wednesday,Nov,4,Male,Married,35,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,823,12,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Monday,Honda,Urban,Tuesday,Feb,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,824,6,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Ford,Urban,Tuesday,Nov,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,825,5,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Mazda,Urban,Tuesday,May,1,Female,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,826,16,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Urban,Thursday,Feb,1,Male,Single,22,Third Party,Sport - Collision,Sport,more than 69000,0,827,2,400,4,1 to 7,15 to 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Tuesday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,828,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Dodge,Urban,Monday,May,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,829,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Sunday,Toyota,Urban,Monday,Nov,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,830,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Chevrolet,Urban,Tuesday,Jan,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,831,6,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Honda,Urban,Friday,Jun,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,832,14,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Pontiac,Urban,Monday,Nov,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,833,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Pontiac,Urban,Monday,Nov,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,834,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Toyota,Urban,Monday,Aug,1,Female,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,835,14,400,4,more than 30,more than 30,1,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Wednesday,Aug,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,836,8,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Toyota,Urban,Tuesday,Jul,1,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,837,16,400,4,more than 30,more than 30,1,4 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Honda,Urban,Thursday,Jul,2,Female,Single,29,Third Party,Sport - Collision,Sport,more than 69000,0,838,6,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,2,Friday,Chevrolet,Urban,Wednesday,May,4,Male,Married,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,839,15,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Ford,Urban,Tuesday,May,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,840,1,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Pontiac,Rural,Monday,Feb,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,841,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Urban,Thursday,Jun,2,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,842,5,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Pontiac,Urban,Monday,May,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,843,11,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Saab,Rural,Wednesday,Jun,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,844,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Honda,Urban,Wednesday,Feb,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,845,15,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Toyota,Urban,Wednesday,Oct,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,846,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Ford,Urban,Thursday,Mar,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,847,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Mazda,Rural,Thursday,Feb,4,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,848,3,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Saab,Urban,Friday,Feb,1,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,849,2,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Pontiac,Urban,Monday,Mar,4,Male,Widow,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,850,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Honda,Urban,Thursday,Feb,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,851,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Mazda,Urban,Wednesday,Mar,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,852,1,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Pontiac,Urban,Monday,Feb,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,853,11,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,5 to 8,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Pontiac,Urban,Monday,Feb,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,854,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Ford,Urban,Wednesday,Feb,3,Male,Married,49,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,855,11,400,4,more than 30,more than 30,more than 4,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Accura,Rural,Monday,Feb,5,Male,Married,44,Policy Holder,Utility - All Perils,Utility,more than 69000,0,856,6,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Tuesday,Mazda,Rural,Tuesday,Feb,1,Female,Married,28,Third Party,Sedan - All Perils,Sedan,more than 69000,0,857,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Honda,Urban,Tuesday,Feb,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,858,3,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Pontiac,Urban,Tuesday,Aug,4,Male,Single,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,859,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,1,Tuesday,Chevrolet,Urban,Tuesday,Aug,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,860,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Honda,Urban,Friday,Apr,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,861,6,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Honda,Rural,Wednesday,Aug,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,862,9,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,4 to 8 years,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Wednesday,Mazda,Urban,Friday,Aug,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,863,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Honda,Urban,Monday,Jan,2,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,864,10,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Pontiac,Urban,Wednesday,Jan,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,865,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Honda,Urban,Monday,Oct,1,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,866,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Wednesday,Nov,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,867,13,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Toyota,Rural,Tuesday,Nov,4,Male,Married,58,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,868,2,500,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Mazda,Urban,Monday,Jul,1,Male,Married,26,Third Party,Sport - Collision,Sport,more than 69000,0,869,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,1,Wednesday,Honda,Urban,Friday,May,1,Female,Single,34,Third Party,Sport - Collision,Sport,more than 69000,0,870,12,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Friday,May,2,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,871,16,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Toyota,Urban,Wednesday,May,3,Male,Married,41,Third Party,Sedan - Liability,Sport,30000 to 39000,0,872,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Mazda,Urban,Tuesday,Dec,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,873,13,400,1,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Mazda,Urban,Thursday,Dec,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,874,10,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Mazda,Rural,Sunday,May,1,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,875,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Honda,Urban,Friday,Nov,2,Male,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,876,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,2,Friday,Dodge,Urban,Friday,Oct,3,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,877,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Honda,Urban,Thursday,Sep,2,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,878,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Honda,Urban,Monday,Aug,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,879,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Pontiac,Urban,Wednesday,Aug,1,Female,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,880,3,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Honda,Urban,Wednesday,Nov,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,881,11,400,2,more than 30,more than 30,1,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Mazda,Urban,Wednesday,Feb,1,Female,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,882,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Honda,Urban,Monday,Aug,5,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,883,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Urban,Wednesday,May,5,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,884,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Toyota,Rural,Monday,May,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,885,7,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Toyota,Urban,Wednesday,Jul,4,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,886,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Pontiac,Urban,Tuesday,Sep,3,Female,Married,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,887,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Ford,Rural,Thursday,Sep,3,Male,Married,36,Third Party,Sedan - Liability,Sport,40000 to 59000,0,888,6,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Honda,Urban,Tuesday,Jul,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,889,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Chevrolet,Urban,Tuesday,Jul,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,890,6,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,891,6,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Honda,Urban,Thursday,Apr,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,892,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Honda,Urban,Thursday,Dec,4,Female,Married,51,Third Party,Sedan - Collision,Sedan,less than 20000,0,893,8,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Mazda,Urban,Friday,Nov,3,Female,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,894,13,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Nisson,Rural,Thursday,Feb,1,Male,Married,24,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,895,12,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Honda,Urban,Wednesday,Dec,3,Male,Married,29,Third Party,Sedan - Collision,Sedan,less than 20000,0,896,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Urban,Tuesday,Aug,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,897,13,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Pontiac,Urban,Tuesday,Aug,3,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,898,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Sunday,VW,Urban,Monday,Aug,4,Male,Married,50,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,899,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Mazda,Rural,Friday,Jul,4,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,900,5,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Pontiac,Rural,Monday,Jan,5,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,901,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Toyota,Urban,Wednesday,Feb,1,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,902,16,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Toyota,Urban,Friday,May,2,Female,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,903,11,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Wednesday,Jul,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,904,2,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Honda,Urban,Wednesday,Aug,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,905,3,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Toyota,Urban,Friday,Feb,2,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,906,13,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Mazda,Urban,Friday,Nov,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,907,11,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Mazda,Rural,Tuesday,Aug,5,Male,Married,44,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,908,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Honda,Urban,Friday,Aug,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,909,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Thursday,Chevrolet,Urban,Wednesday,May,1,Male,Married,41,Policy Holder,Utility - All Perils,Utility,more than 69000,0,910,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,5,Friday,Toyota,Urban,Tuesday,Feb,1,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,911,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Mazda,Urban,Tuesday,May,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,912,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Chevrolet,Urban,Tuesday,Apr,3,Female,Divorced,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,913,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Chevrolet,Urban,Friday,Apr,5,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,914,6,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Honda,Urban,Monday,May,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,915,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Mazda,Urban,Tuesday,May,3,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,916,5,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Mazda,Urban,Tuesday,May,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,917,2,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Tuesday,May,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,918,7,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Pontiac,Rural,Tuesday,Jun,2,Male,Married,62,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,919,9,500,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Chevrolet,Urban,Wednesday,Jun,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,920,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Pontiac,Urban,Friday,Jun,1,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,921,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Honda,Urban,Friday,Jun,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,922,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,923,16,400,4,more than 30,more than 30,1,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Honda,Urban,Monday,Aug,1,Female,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,924,11,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,1,Wednesday,Honda,Urban,Wednesday,Nov,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,925,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Toyota,Urban,Monday,Dec,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,926,14,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Chevrolet,Urban,Friday,Mar,3,Female,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,927,4,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Toyota,Urban,Friday,Mar,4,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,928,8,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Friday,Mar,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,929,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Pontiac,Urban,Monday,May,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,930,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Toyota,Urban,Monday,May,5,Male,Married,44,Third Party,Sedan - Liability,Sport,more than 69000,0,931,12,700,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Pontiac,Rural,Tuesday,Jul,3,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,932,5,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Mazda,Urban,Tuesday,Aug,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,933,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Toyota,Urban,Wednesday,Jul,2,Male,Married,64,Third Party,Sedan - Liability,Sport,30000 to 39000,0,934,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Pontiac,Urban,Friday,Jul,4,Female,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,935,2,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Honda,Urban,Wednesday,Jul,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,936,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Chevrolet,Urban,Thursday,Feb,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,937,14,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Toyota,Urban,Wednesday,Aug,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,938,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Chevrolet,Urban,Wednesday,Aug,3,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,939,1,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Mazda,Urban,Wednesday,Nov,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,940,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Pontiac,Urban,Saturday,Nov,1,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,941,6,400,2,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Honda,Urban,Saturday,Nov,3,Male,Single,19,Policy Holder,Sport - Collision,Sport,more than 69000,0,942,12,400,2,more than 30,more than 30,none,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,2,Monday,Honda,Urban,Monday,Nov,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,943,7,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Saab,Rural,Tuesday,Feb,2,Male,Married,59,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,944,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Porche,Urban,Thursday,Nov,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,more than 69000,0,945,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Mazda,Rural,Friday,Mar,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,946,6,400,3,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Pontiac,Urban,Wednesday,Nov,2,Male,Single,18,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,947,6,400,2,more than 30,more than 30,more than 4,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Toyota,Urban,Monday,Nov,3,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,948,6,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Pontiac,Rural,Tuesday,Oct,4,Male,Married,46,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,949,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Pontiac,Rural,Tuesday,Feb,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,950,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Toyota,Urban,Monday,Aug,2,Male,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,951,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,VW,Urban,Wednesday,Aug,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,952,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Honda,Urban,Thursday,Jul,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,953,8,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Honda,Urban,Wednesday,Jul,4,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,954,1,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Honda,Urban,Tuesday,Feb,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,955,3,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Ford,Urban,Wednesday,Jul,3,Male,Married,46,Third Party,Sedan - Collision,Sedan,more than 69000,0,956,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Mazda,Rural,Tuesday,Sep,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,957,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Ford,Urban,Thursday,Jun,4,Male,Married,49,Third Party,Sedan - Collision,Sedan,60000 to 69000,0,958,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Mazda,Urban,Tuesday,Jun,3,Male,Married,31,Third Party,Sport - Collision,Sport,more than 69000,0,959,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,4,Wednesday,Honda,Urban,Thursday,Jun,3,Female,Widow,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,960,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Toyota,Urban,Tuesday,Feb,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,961,7,400,3,1 to 7,8 to 15,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Toyota,Urban,Wednesday,May,3,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,962,1,700,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,963,9,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Honda,Rural,Tuesday,Feb,1,Male,Single,18,Policy Holder,Sport - Collision,Sport,more than 69000,1,964,4,400,3,more than 30,more than 30,none,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Tuesday,Toyota,Urban,Friday,Feb,1,Male,Married,38,Third Party,Sedan - All Perils,Sedan,less than 20000,0,965,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Friday,Honda,Urban,Monday,Apr,1,Male,Married,60,Third Party,Sedan - Liability,Sport,20000 to 29000,0,966,7,400,1,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,VW,Urban,Thursday,Mar,5,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,967,16,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Pontiac,Urban,Wednesday,Feb,1,Female,Married,76,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,968,14,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Thursday,Dodge,Rural,Thursday,Mar,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,969,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,57,Third Party,Sedan - Liability,Sport,20000 to 29000,0,970,15,500,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Mazda,Urban,Wednesday,Nov,4,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,971,8,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Pontiac,Urban,Friday,Nov,2,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,972,5,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Accura,Urban,Monday,Nov,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,973,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Pontiac,Urban,Monday,Nov,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,974,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Ford,Urban,Monday,Oct,5,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,975,3,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Toyota,Urban,Wednesday,Oct,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,976,4,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Mazda,Rural,Monday,Oct,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,977,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Honda,Rural,Tuesday,Oct,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,978,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Pontiac,Urban,Wednesday,Oct,1,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,979,6,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Pontiac,Urban,Friday,Sep,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,980,11,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Sunday,Honda,Urban,Thursday,Sep,3,Female,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,981,16,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Accura,Rural,Thursday,Sep,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,982,15,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Mazda,Urban,Tuesday,Sep,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,983,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Mazda,Rural,Thursday,Aug,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,984,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Honda,Urban,Tuesday,Feb,3,Male,Single,29,Third Party,Sedan - All Perils,Sedan,more than 69000,0,985,13,400,4,more than 30,more than 30,none,new,31 to 35,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Pontiac,Urban,Wednesday,Jul,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,986,8,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Toyota,Urban,Tuesday,Jul,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,987,1,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Pontiac,Urban,Monday,Jun,4,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,988,2,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Honda,Urban,Monday,Jul,1,Male,Married,63,Third Party,Sedan - All Perils,Sedan,less than 20000,0,989,7,400,2,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Chevrolet,Urban,Friday,Jun,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,990,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Honda,Urban,Thursday,Jun,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,991,9,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Monday,Jun,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,992,1,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Pontiac,Urban,Thursday,Jun,1,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,993,11,700,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Honda,Urban,Monday,Jun,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,994,1,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Toyota,Urban,Thursday,Jun,1,Male,Married,40,Third Party,Sedan - Liability,Sport,30000 to 39000,0,995,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Chevrolet,Urban,Tuesday,May,4,Male,Single,58,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,996,12,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Pontiac,Urban,Wednesday,Jun,1,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,997,15,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Pontiac,Urban,Tuesday,May,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,998,3,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Pontiac,Rural,Friday,Feb,1,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,999,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Mazda,Urban,Tuesday,May,2,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1000,10,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Pontiac,Urban,Tuesday,May,2,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1001,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Pontiac,Urban,Monday,May,2,Female,Single,40,Third Party,Sedan - Liability,Sport,less than 20000,0,1002,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Accura,Urban,Monday,Feb,2,Male,Married,79,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,1003,7,400,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Toyota,Urban,Friday,Apr,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1004,2,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Mazda,Urban,Thursday,Apr,4,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1005,15,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Pontiac,Urban,Thursday,Apr,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1006,12,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Toyota,Urban,Monday,Oct,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1007,6,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Toyota,Urban,Thursday,Nov,4,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1008,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Toyota,Urban,Thursday,Dec,5,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1009,10,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Honda,Urban,Tuesday,Nov,5,Male,Married,70,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1010,2,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Honda,Urban,Tuesday,Dec,1,Female,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1011,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Honda,Urban,Monday,Dec,1,Male,Married,42,Third Party,Sedan - Collision,Sedan,more than 69000,0,1012,1,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Mazda,Urban,Tuesday,Sep,1,Male,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1013,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Wednesday,Feb,1,Male,Married,51,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1014,6,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Mazda,Urban,Wednesday,Dec,5,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1015,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Chevrolet,Urban,Thursday,Oct,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1016,9,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Friday,Toyota,Urban,Friday,Oct,1,Male,Married,51,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1017,13,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Mazda,Urban,Monday,Aug,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1018,15,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Honda,Rural,Friday,Sep,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1019,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Chevrolet,Urban,Wednesday,Jul,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1020,5,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Mazda,Urban,Monday,Nov,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,1,1021,5,500,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Honda,Urban,Tuesday,Dec,4,Male,Married,72,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1022,6,400,1,more than 30,more than 30,1,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Thursday,Chevrolet,Urban,Wednesday,Sep,2,Male,Married,39,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1023,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Accura,Urban,Monday,Feb,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,1024,1,700,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Saturday,Accura,Urban,Sunday,Jan,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1025,4,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Toyota,Urban,Monday,Dec,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1026,6,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Mazda,Urban,Wednesday,Oct,3,Male,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1027,10,400,1,1 to 7,more than 30,2 to 4,2 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Chevrolet,Urban,Saturday,Apr,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1028,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Toyota,Urban,Monday,Feb,3,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1029,8,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1030,2,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Honda,Urban,Friday,Jan,2,Male,Single,63,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1031,6,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Honda,Urban,Tuesday,Jan,5,Male,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1032,16,400,4,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Mazda,Urban,Saturday,Feb,1,Female,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1033,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Toyota,Urban,Friday,Mar,2,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1034,11,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Chevrolet,Urban,Wednesday,Dec,3,Male,Single,27,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1035,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Toyota,Rural,Thursday,May,4,Male,Single,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1036,6,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Mazda,Urban,Wednesday,Mar,3,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1037,16,400,1,more than 30,more than 30,1,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Chevrolet,Urban,Thursday,Mar,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1038,1,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Honda,Urban,Tuesday,Mar,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1039,9,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Chevrolet,Urban,Friday,Apr,1,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1040,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Honda,Urban,Thursday,Mar,4,Female,Single,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1041,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Chevrolet,Rural,Monday,Mar,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1042,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Pontiac,Rural,Tuesday,Apr,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1043,5,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Honda,Urban,Monday,Apr,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1044,9,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Accura,Urban,Wednesday,Mar,4,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1045,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Chevrolet,Urban,Thursday,Apr,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1046,3,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Pontiac,Urban,Saturday,Apr,1,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1047,3,400,2,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Honda,Urban,Monday,Aug,3,Male,Married,55,Third Party,Sport - Collision,Sport,more than 69000,0,1048,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,4,Tuesday,Honda,Urban,Friday,Jul,2,Male,Married,48,Third Party,Sport - Collision,Sport,more than 69000,0,1049,5,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,4,Thursday,Honda,Urban,Friday,Jun,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1050,5,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Toyota,Urban,Saturday,Mar,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1051,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Friday,Toyota,Urban,Wednesday,Apr,1,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1052,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Chevrolet,Urban,Friday,Apr,1,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1053,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Honda,Urban,Friday,Feb,4,Male,Single,17,Policy Holder,Sport - Collision,Sport,more than 69000,0,1054,10,400,3,more than 30,more than 30,none,2 years,18 to 20,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Friday,Pontiac,Urban,Friday,Feb,2,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1055,14,700,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Honda,Urban,Tuesday,Dec,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1056,9,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Tuesday,Nov,5,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1057,2,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Toyota,Rural,Wednesday,Oct,3,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1058,11,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Accura,Urban,Monday,Oct,1,Male,Married,50,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1059,4,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,3,Sunday,Mazda,Urban,Friday,Nov,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1060,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Toyota,Rural,Tuesday,Nov,4,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1061,3,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Monday,Pontiac,Urban,Monday,Feb,1,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1062,12,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Chevrolet,Urban,Monday,Feb,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,1063,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Chevrolet,Urban,Thursday,Feb,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1064,7,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Ford,Urban,Monday,Jan,5,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1065,2,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,Mazda,Urban,Monday,Dec,1,Male,Single,44,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1066,6,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Mazda,Urban,Friday,Dec,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1067,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Monday,Pontiac,Urban,Thursday,Dec,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1068,15,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Accura,Urban,Thursday,Dec,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1069,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Mazda,Urban,Tuesday,Oct,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1070,1,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Honda,Rural,Friday,Jul,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1071,15,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Honda,Rural,Thursday,Feb,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,1072,8,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,2 to 3 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Honda,Urban,Monday,Feb,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1073,3,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Honda,Urban,Friday,Jul,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1074,12,400,4,none,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Pontiac,Urban,Monday,Jul,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1075,6,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Toyota,Urban,Wednesday,Nov,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1076,2,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Sunday,Honda,Urban,Tuesday,Aug,1,Female,Married,65,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1077,7,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Toyota,Urban,Wednesday,Aug,2,Female,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1078,3,400,2,more than 30,more than 30,2 to 4,3 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Pontiac,Rural,Friday,Aug,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1079,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Chevrolet,Urban,Tuesday,Feb,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,1080,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,38,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1081,1,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Honda,Urban,Tuesday,Sep,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1082,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Mazda,Urban,Friday,Sep,5,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1083,7,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Honda,Urban,Wednesday,Oct,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1084,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Monday,Pontiac,Urban,Friday,Nov,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1085,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Toyota,Urban,Tuesday,Feb,4,Male,Single,25,Third Party,Sedan - Collision,Sedan,more than 69000,0,1086,10,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Pontiac,Urban,Friday,Nov,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1087,6,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Pontiac,Urban,Friday,Dec,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1088,5,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Honda,Rural,Monday,Feb,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1089,4,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,VW,Urban,Thursday,Dec,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1090,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Pontiac,Rural,Tuesday,Nov,5,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1091,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Toyota,Urban,Tuesday,Nov,5,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1092,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Toyota,Urban,Wednesday,Dec,5,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1093,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,1 year,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Toyota,Urban,Wednesday,Apr,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1094,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Chevrolet,Urban,Friday,Jun,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1095,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Monday,Jun,1,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1096,11,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Toyota,Urban,Thursday,Jun,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1097,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Sunday,Pontiac,Urban,Tuesday,Aug,2,Male,Single,32,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1098,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Honda,Urban,Thursday,Aug,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1099,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Honda,Urban,Friday,Aug,4,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1100,12,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Mazda,Urban,Friday,Feb,2,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1101,5,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Honda,Urban,Monday,Sep,3,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1102,8,400,3,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Mazda,Urban,Thursday,Nov,5,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1103,2,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Mazda,Urban,Monday,Feb,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1104,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Honda,Urban,Thursday,Nov,5,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1105,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Saab,Urban,Friday,Dec,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,1106,4,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Accura,Urban,Tuesday,Dec,1,Female,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1107,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Toyota,Urban,Monday,Dec,1,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1108,2,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Ford,Urban,Thursday,Dec,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1109,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Toyota,Urban,Friday,Oct,3,Female,Single,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1110,11,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Chevrolet,Urban,Monday,Oct,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1111,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Toyota,Rural,Monday,Sep,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1112,2,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Chevrolet,Urban,Monday,Sep,1,Male,Married,55,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1113,3,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Mazda,Urban,Wednesday,Aug,5,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1114,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Pontiac,Urban,Monday,Feb,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1115,7,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Pontiac,Urban,Friday,Sep,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1116,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Pontiac,Urban,Monday,Aug,5,Female,Married,26,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,1117,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Honda,Urban,Tuesday,Aug,5,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1118,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Saab,Urban,Friday,Sep,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1119,1,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,VW,Urban,Wednesday,Aug,4,Male,Single,54,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1120,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Pontiac,Urban,Thursday,Aug,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1121,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Friday,Aug,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1122,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Chevrolet,Urban,Thursday,Jun,2,Male,Married,46,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,1123,14,500,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Wednesday,Honda,Urban,Wednesday,May,5,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1124,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Pontiac,Urban,Wednesday,May,2,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1125,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Pontiac,Urban,Monday,Apr,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1126,1,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,VW,Urban,Thursday,Apr,2,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1127,4,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Mazda,Urban,Tuesday,Dec,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1128,6,400,1,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Pontiac,Urban,Monday,Dec,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1129,10,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Ford,Urban,Wednesday,Dec,3,Female,Married,49,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1130,12,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Toyota,Urban,Tuesday,Dec,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1131,9,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Thursday,Dec,1,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1132,8,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Toyota,Rural,Tuesday,Nov,5,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1133,5,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Toyota,Urban,Friday,Nov,3,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1134,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Pontiac,Urban,Wednesday,Nov,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1135,5,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Pontiac,Urban,Friday,Oct,5,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1136,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Mazda,Urban,Thursday,Oct,4,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1137,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Pontiac,Urban,Monday,Oct,2,Female,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1138,4,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Pontiac,Urban,Friday,Sep,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1139,1,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Urban,Monday,Sep,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1140,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Chevrolet,Urban,Tuesday,Aug,5,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1141,14,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Honda,Urban,Tuesday,Aug,4,Male,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1142,12,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Honda,Urban,Thursday,Aug,3,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1143,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Mazda,Rural,Wednesday,Feb,2,Female,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1144,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Pontiac,Urban,Monday,Aug,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1145,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Honda,Urban,Tuesday,Aug,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1146,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Thursday,Chevrolet,Urban,Thursday,Aug,1,Male,Married,40,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1147,3,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,2,Thursday,Honda,Urban,Monday,Feb,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1148,5,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Toyota,Urban,Thursday,Jul,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1149,9,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Honda,Urban,Wednesday,Aug,3,Male,Single,20,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1150,1,400,3,more than 30,more than 30,none,2 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Honda,Urban,Friday,Jul,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1151,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Chevrolet,Urban,Monday,Jul,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1152,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Toyota,Urban,Friday,Jul,3,Female,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1153,16,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Mazda,Urban,Friday,Jul,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1154,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Pontiac,Urban,Monday,Jul,1,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1155,15,400,2,more than 30,more than 30,1,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Chevrolet,Urban,Thursday,Oct,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1156,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Mazda,Urban,Tuesday,Dec,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1157,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Honda,Urban,Saturday,Feb,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1158,5,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Chevrolet,Urban,Tuesday,Feb,2,Male,Single,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1159,3,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Chevrolet,Rural,Monday,Feb,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1160,12,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Pontiac,Urban,Friday,Feb,3,Male,Single,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1161,6,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Chevrolet,Urban,Tuesday,Feb,5,Male,Married,53,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1162,10,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Honda,Urban,Thursday,Oct,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1163,7,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Mazda,Urban,Wednesday,Mar,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1164,6,400,2,8 to 15,15 to 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Sunday,Mazda,Urban,Monday,Mar,2,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1165,4,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Toyota,Urban,Thursday,Apr,2,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1166,9,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Pontiac,Urban,Wednesday,Apr,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1167,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Toyota,Urban,Thursday,Feb,3,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1168,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Toyota,Urban,Tuesday,Apr,2,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1169,13,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Honda,Urban,Friday,Apr,1,Female,Single,23,Third Party,Sport - Collision,Sport,more than 69000,0,1170,3,400,1,more than 30,more than 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,4,Wednesday,Chevrolet,Urban,Thursday,Mar,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1171,6,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Chevrolet,Urban,Friday,Dec,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1172,11,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Toyota,Rural,Tuesday,May,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1173,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Thursday,Toyota,Rural,Friday,Apr,5,Female,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1174,15,500,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Urban,Friday,Jun,2,Male,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1175,14,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Urban,Thursday,Jun,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1176,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Pontiac,Rural,Tuesday,May,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1177,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Toyota,Rural,Monday,Jun,4,Male,Single,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1178,9,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Honda,Urban,Thursday,Aug,2,Female,Single,16,Third Party,Sport - Collision,Sport,more than 69000,0,1179,3,400,3,more than 30,more than 30,none,3 years,18 to 20,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,2,Saturday,Honda,Urban,Tuesday,Sep,2,Male,Married,47,Policy Holder,Sport - Collision,Sport,more than 69000,0,1180,16,400,1,more than 30,more than 30,none,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,2,Monday,Pontiac,Urban,Monday,Nov,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1181,5,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Mazda,Urban,Thursday,Dec,1,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1182,10,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Mazda,Urban,Wednesday,Mar,1,Male,Single,18,Policy Holder,Sport - Collision,Sport,more than 69000,1,1183,2,400,2,more than 30,more than 30,none,5 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,2,Friday,Pontiac,Rural,Monday,Feb,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1184,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Chevrolet,Rural,Monday,Nov,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1185,9,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Toyota,Urban,Wednesday,Apr,4,Female,Single,22,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1186,9,400,1,more than 30,more than 30,none,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Ford,Urban,Tuesday,Apr,4,Male,Married,26,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1187,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,3,Wednesday,Honda,Urban,Monday,Apr,4,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1188,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Toyota,Urban,Thursday,Jun,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1189,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,VW,Rural,Monday,Jun,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1190,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Honda,Urban,Friday,Jul,4,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1191,9,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Toyota,Urban,Monday,Feb,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1192,6,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Toyota,Urban,Friday,Aug,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1193,14,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Mazda,Urban,Friday,Aug,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1194,12,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Toyota,Urban,Monday,Nov,3,Male,Divorced,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1195,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Mazda,Urban,Monday,Nov,1,Female,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1196,16,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Ford,Urban,Wednesday,Nov,3,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,1197,16,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Pontiac,Urban,Monday,Nov,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1198,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Sunday,Chevrolet,Urban,Monday,Nov,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1199,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Pontiac,Rural,Friday,Feb,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1200,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Mazda,Urban,Friday,Sep,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1201,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Honda,Urban,Monday,Jul,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1202,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Mazda,Urban,Monday,Jul,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1203,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Honda,Urban,Tuesday,Feb,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1204,16,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Chevrolet,Urban,Tuesday,Apr,3,Male,Married,29,Third Party,Sedan - Liability,Sport,more than 69000,0,1205,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1206,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Toyota,Urban,Tuesday,Apr,2,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1207,1,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Pontiac,Urban,Tuesday,Apr,2,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1208,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Friday,Mazda,Urban,Thursday,Apr,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1209,15,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Dodge,Urban,Tuesday,Apr,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1210,2,700,2,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Toyota,Urban,Thursday,Nov,1,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1211,14,400,1,none,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Honda,Urban,Wednesday,Sep,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1212,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Honda,Urban,Tuesday,Aug,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1213,15,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Friday,Toyota,Urban,Friday,Aug,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1214,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Pontiac,Urban,Monday,Aug,1,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1215,6,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Honda,Urban,Monday,Jul,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1216,14,400,4,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Pontiac,Urban,Tuesday,Aug,1,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1217,1,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Pontiac,Urban,Tuesday,Jul,2,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1218,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Tuesday,Jul,2,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1219,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Pontiac,Urban,Tuesday,Jul,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1220,8,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Mazda,Urban,Wednesday,Jun,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1221,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Mazda,Urban,Monday,May,5,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1222,4,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Saturday,Toyota,Urban,Tuesday,May,5,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1223,16,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Mazda,Urban,Monday,Feb,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,1224,9,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Mazda,Urban,Wednesday,Dec,2,Male,Married,37,Policy Holder,Sport - Collision,Sport,more than 69000,0,1225,12,500,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,3,Monday,Honda,Urban,Tuesday,Apr,3,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1226,15,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Ford,Urban,Monday,Feb,3,Male,Married,62,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,1227,11,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Saturday,Accura,Rural,Wednesday,Dec,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1228,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Pontiac,Urban,Monday,Dec,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1229,16,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Chevrolet,Rural,Monday,Jan,3,Male,Single,61,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1230,12,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Toyota,Urban,Friday,Apr,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1231,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Mazda,Urban,Thursday,Feb,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1232,8,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Honda,Urban,Wednesday,Dec,2,Female,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1233,14,400,4,more than 30,more than 30,none,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Monday,Mazda,Urban,Wednesday,Dec,2,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1234,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Honda,Urban,Wednesday,Jul,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1235,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Pontiac,Urban,Friday,Jun,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1236,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Pontiac,Urban,Friday,Mar,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1237,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Honda,Urban,Monday,Apr,1,Male,Single,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1238,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Pontiac,Rural,Tuesday,Apr,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1239,6,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Pontiac,Rural,Tuesday,Apr,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1240,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Chevrolet,Urban,Thursday,Mar,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1241,14,700,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Toyota,Urban,Tuesday,Mar,4,Male,Married,58,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1242,10,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Nisson,Urban,Thursday,Mar,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1243,5,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Honda,Urban,Monday,Apr,3,Male,Single,0,Policy Holder,Sport - All Perils,Sport,more than 69000,0,1244,15,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Oct,3,Monday,Honda,Urban,Tuesday,Oct,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1245,15,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Honda,Urban,Monday,Jan,5,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1246,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Toyota,Urban,Monday,Jan,4,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1247,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Accura,Urban,Wednesday,Mar,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1248,2,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Toyota,Urban,Wednesday,Mar,1,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1249,12,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Honda,Rural,Thursday,Feb,3,Male,Married,49,Policy Holder,Sport - Collision,Sport,more than 69000,0,1250,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Wednesday,Toyota,Urban,Friday,Jan,5,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1251,4,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Pontiac,Urban,Monday,Jan,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1252,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Honda,Urban,Wednesday,Jan,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1253,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Toyota,Urban,Wednesday,Sep,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1254,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Toyota,Urban,Monday,Dec,1,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1255,8,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Chevrolet,Urban,Wednesday,Dec,2,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1256,10,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Honda,Urban,Tuesday,Feb,3,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1257,5,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Chevrolet,Urban,Wednesday,Dec,3,Female,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1258,8,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Ford,Urban,Monday,Dec,3,Male,Married,60,Policy Holder,Utility - All Perils,Utility,30000 to 39000,0,1259,5,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,4,Friday,Chevrolet,Urban,Wednesday,Aug,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1260,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Chevrolet,Urban,Friday,Sep,1,Female,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1261,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1262,7,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Honda,Urban,Tuesday,Sep,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1263,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Toyota,Urban,Tuesday,Dec,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1264,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Mazda,Urban,Monday,Dec,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1265,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Wednesday,Feb,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1266,2,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Toyota,Urban,Monday,Dec,2,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1267,3,400,4,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Honda,Urban,Monday,Dec,2,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1268,3,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Pontiac,Urban,Tuesday,Dec,3,Male,Married,43,Third Party,Utility - All Perils,Utility,more than 69000,0,1269,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Friday,Dec,3,Female,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1270,5,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Chevrolet,Urban,Thursday,Dec,3,Male,Married,36,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1271,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Sunday,Pontiac,Urban,Friday,Dec,3,Male,Single,18,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1272,14,400,3,more than 30,more than 30,2 to 4,2 years,21 to 25,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Honda,Urban,Tuesday,Dec,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1273,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Monday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1274,4,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Chevrolet,Urban,Wednesday,Sep,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1275,8,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,VW,Urban,Tuesday,Sep,2,Male,Single,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1276,15,500,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Toyota,Urban,Thursday,Feb,3,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1277,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Honda,Urban,Monday,Sep,2,Female,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1278,7,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Mazda,Urban,Tuesday,Sep,1,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1279,16,400,2,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Pontiac,Urban,Monday,Sep,1,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1280,11,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Mazda,Urban,Thursday,Sep,2,Male,Single,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1281,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,Mazda,Urban,Monday,Dec,3,Male,Single,21,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1282,1,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,VW,Urban,Monday,Dec,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1283,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Pontiac,Urban,Monday,Dec,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1284,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Accura,Urban,Thursday,Dec,5,Male,Married,39,Third Party,Utility - All Perils,Utility,more than 69000,0,1285,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,2,Wednesday,Ford,Urban,Tuesday,Dec,4,Female,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1286,16,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Pontiac,Urban,Thursday,Dec,5,Male,Married,42,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,1287,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,1,Friday,Pontiac,Rural,Monday,Sep,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,less than 20000,0,1288,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Mazda,Rural,Thursday,Mar,4,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1289,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Chevrolet,Urban,Monday,Feb,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1290,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,5,Monday,Mercury,Urban,Friday,Mar,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1291,14,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Toyota,Urban,Friday,Feb,4,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1292,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Pontiac,Urban,Friday,Feb,1,Female,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1293,14,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Pontiac,Urban,Tuesday,Dec,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1294,14,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Toyota,Urban,Thursday,Mar,1,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1295,13,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Pontiac,Urban,Tuesday,Sep,5,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1296,16,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,50,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,1297,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,1,Saturday,Accura,Urban,Tuesday,Apr,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1298,9,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Honda,Urban,Monday,Apr,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1299,8,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Chevrolet,Urban,Thursday,Apr,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1300,5,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Toyota,Urban,Thursday,Jun,4,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1301,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Mazda,Urban,Tuesday,Oct,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1302,13,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Mazda,Urban,Tuesday,Nov,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1303,12,700,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Mazda,Urban,Friday,Mar,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1304,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Toyota,Urban,Thursday,Dec,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1305,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Toyota,Urban,Thursday,May,2,Male,Married,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1306,14,400,4,more than 30,more than 30,1,4 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Mazda,Urban,Tuesday,Jun,5,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1307,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Pontiac,Rural,Friday,Jun,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1308,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Mazda,Urban,Tuesday,Sep,2,Female,Married,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1309,7,400,3,none,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,64,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1310,4,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Chevrolet,Urban,Monday,Nov,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1311,11,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Ford,Urban,Thursday,Dec,4,Female,Single,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1312,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,BMW,Urban,Monday,Dec,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1313,4,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Wednesday,Nov,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1314,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Honda,Urban,Wednesday,Jun,5,Female,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1315,12,400,3,more than 30,more than 30,1,3 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Toyota,Urban,Tuesday,Jul,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1316,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Chevrolet,Urban,Monday,Jul,5,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1317,10,400,3,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Tuesday,Honda,Urban,Thursday,Mar,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1318,1,400,3,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Ford,Urban,Monday,Nov,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1319,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Pontiac,Urban,Monday,Jul,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1320,2,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Pontiac,Urban,Thursday,Feb,3,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1321,4,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Honda,Urban,Wednesday,Jul,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1322,12,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Pontiac,Rural,Tuesday,Aug,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1323,4,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Pontiac,Urban,Thursday,Jul,5,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1324,12,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Honda,Urban,Tuesday,Jul,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1325,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Honda,Urban,Thursday,Aug,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1326,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Pontiac,Urban,Thursday,Aug,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1327,14,500,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Mazda,Urban,Tuesday,Oct,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1328,4,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Honda,Urban,Tuesday,Feb,4,Male,Married,43,Third Party,Sport - Collision,Sport,more than 69000,0,1329,9,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Wednesday,Nov,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1330,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Toyota,Urban,Thursday,Nov,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1331,3,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Chevrolet,Urban,Monday,May,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1332,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Mazda,Urban,Monday,May,2,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1333,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Monday,Feb,4,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1334,2,700,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Pontiac,Urban,Friday,Aug,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1335,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Chevrolet,Urban,Wednesday,Sep,1,Male,Married,49,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1336,2,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Pontiac,Rural,Friday,Aug,3,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1337,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Pontiac,Urban,Monday,Oct,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1338,8,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Honda,Urban,Friday,Feb,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,1339,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Toyota,Urban,Tuesday,Nov,5,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1340,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Pontiac,Urban,Tuesday,Dec,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1341,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Toyota,Urban,Tuesday,Oct,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1342,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Pontiac,Urban,Monday,Aug,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1343,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Pontiac,Urban,Thursday,Jun,1,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1344,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Honda,Urban,Thursday,May,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1345,1,400,2,1 to 7,15 to 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Honda,Urban,Tuesday,May,1,Male,Married,49,Third Party,Sport - Collision,Sport,more than 69000,0,1346,4,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,4,Wednesday,Chevrolet,Urban,Thursday,Apr,4,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1347,2,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Pontiac,Urban,Friday,Apr,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1348,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Mazda,Urban,Tuesday,Dec,4,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1349,15,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Mercury,Urban,Thursday,Dec,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1350,15,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Chevrolet,Urban,Thursday,Dec,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1351,15,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Chevrolet,Urban,Wednesday,Dec,3,Female,Married,32,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1352,15,400,4,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Pontiac,Urban,Thursday,Dec,5,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1353,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Honda,Urban,Monday,Nov,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1354,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Toyota,Urban,Tuesday,Oct,2,Female,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1355,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Tuesday,Sep,4,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1356,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Toyota,Urban,Tuesday,Sep,3,Female,Married,49,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1357,13,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Chevrolet,Urban,Thursday,Sep,4,Male,Single,43,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1358,13,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,3,Thursday,Toyota,Urban,Monday,Oct,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1359,5,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Honda,Urban,Tuesday,Sep,2,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1360,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Chevrolet,Urban,Monday,Sep,1,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1361,5,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Mazda,Urban,Tuesday,Aug,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1362,15,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Mazda,Rural,Friday,Aug,1,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1363,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Honda,Urban,Thursday,Aug,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1364,10,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Honda,Urban,Thursday,Jun,5,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1365,9,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Honda,Urban,Tuesday,Jul,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1366,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Friday,Feb,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1367,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Honda,Urban,Tuesday,Nov,4,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1368,7,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Toyota,Urban,Tuesday,Nov,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1369,14,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Wednesday,Nov,2,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1370,7,400,3,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Pontiac,Urban,Tuesday,Sep,2,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1371,5,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Pontiac,Urban,Friday,Aug,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1372,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Pontiac,Urban,Wednesday,May,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1373,6,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Pontiac,Urban,Monday,May,2,Female,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1374,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Sunday,Toyota,Urban,Thursday,May,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1375,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Toyota,Urban,Wednesday,Jul,1,Male,Single,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1376,15,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Sunday,Pontiac,Urban,Friday,Apr,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1377,9,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Honda,Urban,Thursday,Nov,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1378,16,500,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Sunday,Honda,Urban,Wednesday,Nov,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1379,8,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Toyota,Urban,Saturday,Nov,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1380,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Pontiac,Urban,Monday,Oct,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1381,14,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Toyota,Urban,Wednesday,Sep,3,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1382,3,400,4,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Mazda,Urban,Tuesday,Sep,2,Male,Married,53,Policy Holder,Sport - Collision,Sport,more than 69000,0,1383,14,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,2,Friday,Chevrolet,Rural,Thursday,Aug,4,Male,Married,28,Third Party,Utility - All Perils,Utility,more than 69000,0,1384,1,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,2,Tuesday,Honda,Urban,Wednesday,Aug,2,Male,Married,33,Policy Holder,Sport - Collision,Sport,more than 69000,0,1385,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,2,Friday,Honda,Urban,Friday,Jul,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1386,14,400,4,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Toyota,Rural,Friday,Jun,2,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1387,1,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Toyota,Urban,Wednesday,Jun,4,Male,Married,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1388,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Pontiac,Urban,Monday,May,4,Male,Single,20,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1389,8,400,2,more than 30,more than 30,1,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Mazda,Urban,Sunday,May,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1390,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Mazda,Urban,Tuesday,May,3,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1391,6,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Ford,Urban,Tuesday,Jul,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1392,12,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Pontiac,Urban,Monday,May,2,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1393,2,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Toyota,Urban,Sunday,May,1,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1394,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Toyota,Rural,Friday,Apr,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,1395,9,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Honda,Urban,Monday,Dec,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1396,14,700,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Pontiac,Urban,Monday,Mar,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1397,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Toyota,Urban,Monday,Mar,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1398,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Toyota,Urban,Wednesday,Mar,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1399,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Toyota,Urban,Tuesday,Jan,5,Male,Single,18,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1400,5,400,3,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,VW,Urban,Monday,Jan,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1401,6,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Mazda,Urban,Wednesday,Sep,4,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1402,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Pontiac,Urban,Friday,Dec,4,Male,Single,48,Third Party,Utility - All Perils,Utility,more than 69000,0,1403,14,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Saturday,Mazda,Urban,Monday,Dec,3,Female,Single,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1404,2,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Pontiac,Urban,Tuesday,Dec,3,Female,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1405,8,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Honda,Urban,Thursday,Dec,5,Female,Single,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1406,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Honda,Urban,Friday,Dec,4,Male,Married,56,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1407,1,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Honda,Urban,Tuesday,Dec,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1408,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Pontiac,Urban,Thursday,Dec,4,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1409,8,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Toyota,Urban,Monday,Sep,4,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1410,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Mazda,Urban,Monday,Mar,5,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1411,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Honda,Urban,Friday,May,2,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1412,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Pontiac,Urban,Monday,Jan,2,Female,Single,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1413,3,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Honda,Urban,Thursday,Jan,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1414,10,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Mazda,Urban,Tuesday,Jan,2,Male,Married,36,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1415,11,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Thursday,Chevrolet,Urban,Wednesday,Jan,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1416,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Mazda,Urban,Friday,Apr,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1417,11,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Pontiac,Urban,Friday,Mar,3,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1418,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Pontiac,Urban,Wednesday,Mar,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,1419,16,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Honda,Urban,Friday,May,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1420,7,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Chevrolet,Urban,Tuesday,May,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1421,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Chevrolet,Urban,Monday,Feb,4,Male,Single,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1422,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Honda,Urban,Tuesday,May,3,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1423,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Toyota,Urban,Wednesday,Jun,4,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1424,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Pontiac,Rural,Wednesday,Mar,1,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,1425,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Saturday,Pontiac,Rural,Monday,Jul,2,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1426,2,400,1,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Toyota,Urban,Wednesday,Mar,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1427,9,700,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Mazda,Urban,Monday,Oct,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1428,10,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Toyota,Urban,Friday,Mar,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1429,10,500,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Ford,Rural,Tuesday,Oct,3,Male,Married,47,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,1430,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,Yes,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Honda,Urban,Wednesday,Nov,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1431,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Honda,Urban,Wednesday,Nov,2,Male,Single,16,Third Party,Sport - Collision,Sport,more than 69000,0,1432,15,400,2,more than 30,more than 30,1,2 years,18 to 20,No,Yes,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,3,Saturday,Pontiac,Urban,Monday,Jul,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1433,16,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Pontiac,Urban,Thursday,Jul,4,Male,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1434,5,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Chevrolet,Urban,Tuesday,Oct,5,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1435,8,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Honda,Urban,Thursday,Dec,5,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1436,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Chevrolet,Rural,Tuesday,Oct,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1437,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Honda,Urban,Wednesday,Jan,1,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1438,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Accura,Urban,Thursday,Jul,2,Male,Married,60,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1439,10,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,1,Friday,Pontiac,Urban,Friday,Sep,4,Female,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1440,15,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Accura,Urban,Friday,Nov,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1441,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Saab,Rural,Monday,Jul,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1442,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Mazda,Urban,Thursday,Jul,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1443,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Chevrolet,Urban,Wednesday,Aug,3,Male,Divorced,34,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1444,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Chevrolet,Rural,Monday,Oct,3,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1445,14,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Chevrolet,Urban,Monday,Oct,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1446,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Pontiac,Urban,Monday,Jan,2,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1447,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Porche,Urban,Wednesday,Dec,3,Male,Married,63,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,1448,8,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Wednesday,Chevrolet,Urban,Thursday,May,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1449,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Toyota,Rural,Thursday,Jun,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1450,8,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Honda,Urban,Tuesday,Sep,3,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1451,11,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Toyota,Urban,Wednesday,Feb,4,Male,Married,66,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1452,7,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Honda,Urban,Tuesday,Sep,3,Female,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1453,14,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Chevrolet,Urban,Monday,Jun,2,Male,Single,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1454,1,400,1,none,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,3,Tuesday,Honda,Urban,Tuesday,Oct,3,Male,Married,54,Third Party,Sport - Collision,Sport,more than 69000,0,1455,4,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,4,Thursday,Toyota,Urban,Friday,Feb,4,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1456,7,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Honda,Urban,Tuesday,Feb,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1457,9,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Toyota,Urban,Thursday,Feb,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1458,2,700,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Honda,Urban,Thursday,Sep,1,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1459,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Mazda,Urban,Monday,Dec,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1460,11,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Honda,Urban,Tuesday,Dec,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1461,14,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Toyota,Urban,Wednesday,Dec,5,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1462,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Mazda,Urban,Thursday,Sep,5,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1463,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Pontiac,Urban,Thursday,Dec,5,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1464,6,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Chevrolet,Urban,Friday,Dec,5,Male,Married,62,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1465,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Tuesday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1466,10,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Toyota,Urban,Tuesday,Nov,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1467,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Pontiac,Urban,Monday,Sep,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1468,1,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Mazda,Urban,Tuesday,Sep,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1469,2,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Chevrolet,Urban,Tuesday,Jul,4,Female,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1470,10,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Pontiac,Urban,Thursday,Apr,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1471,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Mazda,Urban,Wednesday,May,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1472,2,400,3,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Pontiac,Urban,Wednesday,May,5,Female,Single,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1473,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Sunday,Pontiac,Urban,Monday,Nov,4,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1474,10,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Accura,Urban,Wednesday,Sep,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1475,13,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Wednesday,Mazda,Urban,Thursday,Jun,1,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1476,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Toyota,Urban,Thursday,May,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1477,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Chevrolet,Urban,Wednesday,May,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1478,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Mazda,Rural,Saturday,Jun,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1479,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1480,15,500,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Mazda,Urban,Friday,Nov,4,Male,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1481,15,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Accura,Urban,Friday,Apr,4,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,1482,10,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Dodge,Urban,Thursday,Mar,1,Male,Married,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1483,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Honda,Urban,Wednesday,Mar,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1484,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Mazda,Urban,Monday,Oct,2,Female,Single,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1485,3,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Honda,Urban,Monday,Sep,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1486,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Saturday,Pontiac,Urban,Monday,Sep,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1487,15,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Toyota,Urban,Wednesday,Sep,2,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1488,14,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Urban,Thursday,Sep,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1489,15,700,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Mazda,Urban,Wednesday,Aug,5,Male,Married,30,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1490,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Tuesday,Mazda,Urban,Thursday,Jul,4,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1491,2,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1492,1,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Toyota,Urban,Monday,Nov,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1493,11,400,4,more than 30,more than 30,1,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Toyota,Urban,Thursday,Aug,1,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1494,15,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Honda,Urban,Monday,Jul,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1495,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Chevrolet,Urban,Tuesday,Jun,3,Male,Married,69,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1496,2,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Toyota,Urban,Thursday,May,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1497,8,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Chevrolet,Urban,Friday,May,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1498,14,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Pontiac,Urban,Monday,May,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1499,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Mazda,Urban,Monday,Mar,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1500,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Mazda,Urban,Friday,Nov,1,Male,Married,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1501,14,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Chevrolet,Urban,Monday,Nov,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1502,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Honda,Urban,Saturday,Oct,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1503,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Pontiac,Urban,Thursday,Oct,4,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1504,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Toyota,Urban,Tuesday,Sep,3,Male,Married,61,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1505,12,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Saab,Urban,Saturday,Sep,2,Male,Married,63,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1506,15,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Mazda,Urban,Tuesday,Sep,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1507,9,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Toyota,Urban,Wednesday,Jun,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1508,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Pontiac,Urban,Monday,May,5,Male,Married,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1509,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Chevrolet,Urban,Thursday,May,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1510,1,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Tuesday,May,3,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1511,9,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Pontiac,Urban,Monday,May,2,Female,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1512,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Pontiac,Urban,Friday,Mar,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,less than 20000,0,1513,5,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Pontiac,Urban,Friday,Apr,4,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1514,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1515,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Pontiac,Urban,Monday,Jan,1,Female,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1516,10,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Honda,Rural,0,0,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1517,15,400,2,more than 30,none,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Saturday,Mazda,Urban,Tuesday,Apr,1,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1518,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Chevrolet,Urban,Tuesday,Jan,1,Female,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1519,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Honda,Urban,Wednesday,Mar,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1520,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Pontiac,Urban,Monday,Apr,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1521,15,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Honda,Urban,Wednesday,Dec,4,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1522,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Toyota,Urban,Tuesday,Dec,4,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1523,5,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Accura,Urban,Thursday,Dec,5,Female,Single,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1524,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Mazda,Urban,Friday,Dec,5,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1525,10,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Pontiac,Urban,Friday,Sep,4,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1526,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Mazda,Urban,Friday,May,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1527,5,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Chevrolet,Urban,Saturday,Dec,1,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1528,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Pontiac,Urban,Monday,Aug,5,Female,Single,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1529,1,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Ford,Urban,Tuesday,May,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,1530,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Honda,Urban,Monday,Apr,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1531,13,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Honda,Urban,Friday,Jan,2,Male,Single,0,Third Party,Sport - All Perils,Sport,more than 69000,0,1532,2,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Jan,2,Sunday,Chevrolet,Urban,Thursday,Jan,2,Female,Single,27,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1533,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Toyota,Urban,Thursday,Jan,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1534,9,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Honda,Urban,Monday,Jan,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1535,7,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Accura,Urban,Monday,Jan,4,Male,Married,61,Third Party,Utility - All Perils,Utility,more than 69000,0,1536,5,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Wednesday,Toyota,Urban,Thursday,May,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1537,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Chevrolet,Urban,Monday,Apr,4,Female,Single,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1538,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Honda,Urban,Friday,Mar,1,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1539,1,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Toyota,Urban,Tuesday,May,1,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1540,10,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Honda,Urban,Monday,Feb,5,Male,Single,22,Third Party,Sport - Collision,Sport,more than 69000,0,1541,10,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,3,Wednesday,Mazda,Urban,Friday,May,3,Female,Married,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1542,10,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Mazda,Urban,Tuesday,May,5,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1543,7,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Thursday,Toyota,Urban,Thursday,Aug,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1544,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Mazda,Urban,Tuesday,Aug,2,Male,Married,78,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1545,13,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Saab,Urban,Friday,Oct,4,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1546,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Pontiac,Urban,Friday,Nov,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1547,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Honda,Urban,Thursday,Nov,1,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1548,12,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Honda,Urban,Wednesday,May,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1549,2,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Toyota,Urban,Monday,May,4,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1550,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Toyota,Urban,Friday,Jun,3,Female,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1551,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Ford,Urban,Monday,Nov,1,Male,Married,43,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1552,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,5,Thursday,Toyota,Urban,Monday,Aug,2,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1553,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Toyota,Urban,Friday,Jul,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1554,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Pontiac,Rural,Friday,Aug,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1555,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Honda,Urban,Monday,Mar,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1556,10,400,2,more than 30,more than 30,none,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Pontiac,Urban,Tuesday,Nov,4,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1557,12,400,4,more than 30,more than 30,more than 4,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Accura,Urban,Thursday,Dec,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1558,6,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Pontiac,Urban,Thursday,Mar,2,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,1559,6,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Mazda,Urban,Tuesday,Jan,3,Male,Married,66,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1560,5,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Honda,Urban,Wednesday,Dec,4,Male,Married,44,Third Party,Sedan - Collision,Sedan,more than 69000,0,1561,9,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Toyota,Urban,Friday,Apr,1,Female,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1562,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Pontiac,Urban,Monday,May,5,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1563,6,400,2,more than 30,more than 30,none,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Accura,Urban,Friday,Sep,5,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1564,12,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Mazda,Urban,Friday,Feb,4,Male,Married,26,Third Party,Sedan - Liability,Sport,more than 69000,0,1565,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Friday,Accura,Urban,Friday,Oct,1,Male,Single,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1566,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Mazda,Urban,Tuesday,Oct,1,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1567,15,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Toyota,Urban,Wednesday,Jan,3,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1568,6,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Mazda,Rural,Monday,Sep,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1569,9,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,Yes,Yes,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Mazda,Urban,Friday,Sep,1,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1570,3,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Honda,Urban,Wednesday,Oct,1,Male,Married,46,Third Party,Sport - Collision,Sport,more than 69000,0,1571,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,1,Saturday,Pontiac,Urban,Monday,Dec,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1572,8,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Mazda,Urban,Monday,Oct,1,Male,Single,24,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1573,5,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Toyota,Urban,Monday,Oct,1,Female,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1574,13,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Pontiac,Rural,Friday,Dec,4,Male,Married,43,Third Party,Sedan - Liability,Sport,more than 69000,0,1575,7,400,4,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Honda,Urban,Thursday,Dec,5,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1576,13,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,Yes,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Wednesday,Apr,2,Male,Single,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1577,1,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Chevrolet,Urban,Tuesday,Mar,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1578,1,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Toyota,Urban,Wednesday,Apr,3,Male,Married,59,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1579,6,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Chevrolet,Rural,Saturday,Nov,2,Male,Married,55,Policy Holder,Utility - Collision,Utility,more than 69000,0,1580,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Jul,2,Tuesday,Chevrolet,Urban,Wednesday,Jul,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1581,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Mercury,Urban,Tuesday,Dec,3,Female,Single,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1582,7,700,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Chevrolet,Urban,Monday,Oct,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1583,4,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Accura,Urban,Wednesday,Oct,1,Male,Married,38,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1584,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Mazda,Urban,Monday,Oct,1,Male,Single,27,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1585,3,400,4,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Mazda,Urban,Tuesday,Mar,2,Male,Married,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1586,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Toyota,Urban,Wednesday,Dec,4,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1587,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Pontiac,Urban,Monday,Feb,5,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1588,13,400,3,more than 30,more than 30,1,5 years,26 to 30,Yes,Yes,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Mazda,Urban,Friday,Dec,2,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1589,7,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Chevrolet,Urban,Thursday,Jul,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1590,6,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Pontiac,Urban,Tuesday,Oct,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1591,7,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Chevrolet,Urban,Wednesday,Oct,1,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1592,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Toyota,Urban,Monday,May,5,Female,Single,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1593,11,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Chevrolet,Urban,Monday,Oct,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1594,6,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Ford,Urban,Friday,Oct,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,more than 69000,0,1595,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Mazda,Urban,Wednesday,Sep,5,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1596,16,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Wednesday,Toyota,Urban,Wednesday,May,4,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1597,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Toyota,Urban,Tuesday,Oct,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1598,11,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Honda,Urban,Tuesday,Mar,1,Male,Single,22,Policy Holder,Sport - Collision,Sport,more than 69000,1,1599,7,400,4,8 to 15,15 to 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,4,Sunday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,1600,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Honda,Urban,Friday,Sep,5,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1601,9,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Honda,Urban,Friday,Jan,3,Male,Married,48,Policy Holder,Sport - Collision,Sport,more than 69000,0,1602,6,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,2,Thursday,Honda,Urban,Thursday,Jan,2,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1603,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Honda,Urban,Friday,Oct,2,Female,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1604,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Mazda,Urban,Monday,Jun,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1605,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Pontiac,Urban,Friday,Jun,3,Female,Married,39,Policy Holder,Sedan - Liability,Sport,less than 20000,0,1606,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Wednesday,Pontiac,Urban,Monday,Oct,1,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1607,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Chevrolet,Urban,Monday,Oct,5,Female,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1608,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Pontiac,Urban,Tuesday,Nov,5,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1609,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Mazda,Urban,Thursday,Nov,4,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1610,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Sunday,Mazda,Urban,Friday,Jan,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1611,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Toyota,Urban,Monday,Jan,4,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1612,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Nisson,Urban,Wednesday,Jan,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1613,6,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Mazda,Urban,Monday,Jan,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1614,12,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Pontiac,Urban,Monday,May,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1615,16,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,VW,Urban,Friday,Apr,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1616,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,VW,Urban,Friday,Sep,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1617,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Honda,Urban,Friday,Apr,1,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,1618,6,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Honda,Urban,Monday,Nov,4,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1619,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Toyota,Urban,Friday,Nov,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,less than 20000,0,1620,16,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Mazda,Urban,Friday,Oct,2,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1621,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Honda,Urban,Thursday,Aug,5,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1622,14,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Chevrolet,Urban,Friday,Jul,2,Male,Married,53,Policy Holder,Utility - Collision,Utility,more than 69000,0,1623,15,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Jun,2,Tuesday,Pontiac,Urban,Tuesday,Jun,2,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1624,1,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Mazda,Rural,Tuesday,Apr,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1625,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Honda,Urban,Monday,Mar,1,Male,Single,27,Third Party,Sport - Collision,Sport,more than 69000,0,1626,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,2,Thursday,Honda,Urban,Friday,Jan,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1627,8,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Mazda,Urban,Wednesday,Oct,3,Female,Single,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1628,11,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Toyota,Urban,Friday,Dec,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1629,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Chevrolet,Urban,Wednesday,Dec,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1630,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Monday,Nov,3,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1631,11,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Toyota,Urban,Monday,Nov,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1632,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,Honda,Urban,Friday,Nov,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1633,14,500,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Pontiac,Urban,Monday,Oct,1,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1634,14,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Mazda,Urban,Thursday,Sep,4,Female,Single,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1635,3,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Honda,Urban,Friday,Sep,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1636,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Honda,Urban,Wednesday,Aug,3,Male,Single,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1637,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Honda,Urban,Friday,Aug,2,Male,Married,54,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1638,1,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Friday,Pontiac,Urban,Friday,Aug,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1639,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,1 year,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Pontiac,Rural,Thursday,Jun,5,Male,Single,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1640,7,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Pontiac,Urban,Thursday,May,2,Female,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1641,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Chevrolet,Urban,Wednesday,May,1,Male,Married,48,Policy Holder,Utility - Liability,Utility,more than 69000,0,1642,14,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Sep,3,Friday,Honda,Urban,Monday,Sep,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1643,15,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Mazda,Urban,Thursday,Sep,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1644,3,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Ford,Urban,Wednesday,Oct,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1645,15,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Chevrolet,Urban,Monday,Jun,1,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1646,13,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Mazda,Urban,Friday,Aug,3,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1647,10,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Mazda,Urban,Tuesday,Jun,1,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1648,16,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Pontiac,Urban,Tuesday,Jun,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1649,4,400,4,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Mazda,Urban,Tuesday,Oct,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1650,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Honda,Urban,Friday,Oct,3,Male,Single,17,Third Party,Sport - Collision,Sport,more than 69000,0,1651,14,400,4,more than 30,more than 30,none,3 years,18 to 20,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,2,Friday,Mazda,Urban,Monday,Oct,3,Female,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1652,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Chevrolet,Rural,Monday,Dec,2,Male,Married,44,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1653,1,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,1,Tuesday,Chevrolet,Urban,Thursday,Mar,1,Female,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1654,15,400,2,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Mazda,Urban,Friday,Feb,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1655,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Mazda,Urban,Monday,Oct,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1656,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Honda,Urban,Thursday,Mar,3,Male,Single,58,Policy Holder,Sport - Collision,Sport,more than 69000,0,1657,7,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Thursday,Pontiac,Urban,Friday,Feb,2,Male,Married,50,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1658,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Toyota,Urban,Monday,Mar,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1659,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Mazda,Urban,Wednesday,Mar,1,Male,Married,50,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1660,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Pontiac,Rural,Wednesday,Mar,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,1661,6,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Chevrolet,Urban,Wednesday,Jan,4,Male,Married,60,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1662,14,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Sunday,Chevrolet,Urban,Wednesday,Feb,1,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1663,1,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Toyota,Urban,Tuesday,Jun,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1664,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Pontiac,Urban,Friday,Dec,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1665,9,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Toyota,Urban,Saturday,Feb,2,Female,Single,35,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1666,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Honda,Urban,Tuesday,Dec,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1667,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Tuesday,Pontiac,Urban,Monday,Mar,2,Male,Single,42,Third Party,Sedan - Collision,Sedan,less than 20000,0,1668,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Honda,Urban,Monday,May,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1669,6,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Toyota,Urban,Tuesday,May,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1670,16,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Mazda,Urban,Wednesday,Jun,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1671,6,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Honda,Urban,Tuesday,Jul,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1672,3,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Chevrolet,Rural,Monday,Nov,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1673,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Saab,Urban,Thursday,Dec,5,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1674,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Tuesday,Honda,Urban,Tuesday,Jan,5,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1675,9,700,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Honda,Urban,Monday,Mar,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1676,15,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Chevrolet,Rural,Monday,Jan,5,Male,Married,38,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1677,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Wednesday,Pontiac,Urban,Friday,Feb,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1678,7,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Chevrolet,Urban,Monday,May,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1679,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Toyota,Urban,Monday,Mar,2,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,1680,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Toyota,Urban,Wednesday,May,4,Female,Single,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1681,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Pontiac,Rural,Monday,Oct,2,Male,Married,65,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1682,16,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Accura,Urban,Tuesday,Mar,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,1683,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Accura,Urban,Monday,Sep,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1684,15,500,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Chevrolet,Rural,Friday,Mar,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1685,9,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Pontiac,Urban,Monday,Oct,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1686,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Ford,Urban,Friday,Mar,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,1687,8,400,2,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Chevrolet,Urban,Tuesday,Oct,3,Female,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1688,9,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Honda,Urban,Friday,Mar,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1689,7,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Toyota,Rural,Wednesday,Mar,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,1690,8,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Saturn,Urban,Friday,Jan,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1691,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Mazda,Urban,Wednesday,Jan,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1692,12,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Toyota,Urban,Thursday,Feb,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1693,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Chevrolet,Urban,Monday,Jan,5,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,1694,2,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Mazda,Urban,Monday,Jun,2,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1695,4,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Sunday,Pontiac,Urban,Thursday,Jun,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1696,5,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Ford,Urban,Tuesday,Jun,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,1697,2,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Toyota,Urban,Tuesday,Jun,2,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1698,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Toyota,Urban,Tuesday,Jul,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1699,14,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Honda,Urban,Wednesday,Oct,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1700,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1701,16,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Chevrolet,Urban,Tuesday,Oct,1,Male,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1702,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Friday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1703,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,VW,Urban,Friday,Oct,2,Male,Single,59,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1704,6,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Honda,Rural,Monday,Dec,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1705,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Mazda,Urban,Wednesday,Nov,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1706,3,700,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Accura,Urban,Monday,Oct,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1707,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Nisson,Rural,Thursday,Oct,4,Male,Married,43,Policy Holder,Utility - Collision,Utility,more than 69000,0,1708,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Oct,4,Saturday,Dodge,Urban,Monday,Oct,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1709,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Mazda,Urban,Friday,Oct,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1710,13,400,1,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Accura,Urban,Friday,Oct,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1711,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Mazda,Urban,Thursday,Oct,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1712,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Pontiac,Urban,Thursday,Sep,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1713,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Toyota,Urban,Friday,Oct,4,Female,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1714,12,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Toyota,Urban,Friday,Jul,5,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1715,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Friday,Toyota,Urban,Tuesday,Oct,3,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1716,15,400,3,more than 30,more than 30,none,4 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Accura,Urban,Tuesday,Jun,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1717,7,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Chevrolet,Urban,Monday,Jun,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1718,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Ford,Urban,Thursday,Jun,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,1719,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Chevrolet,Rural,Friday,Jun,1,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1720,4,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Honda,Urban,Monday,May,5,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1721,8,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Toyota,Urban,Thursday,May,3,Female,Single,80,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1722,15,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Toyota,Urban,Friday,May,2,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1723,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Honda,Urban,Wednesday,Jun,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1724,4,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Toyota,Urban,Monday,May,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1725,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Toyota,Urban,Tuesday,Apr,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1726,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Toyota,Urban,Monday,Mar,2,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1727,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,VW,Urban,Wednesday,Feb,2,Male,Single,51,Third Party,Sedan - Liability,Sport,40000 to 59000,0,1728,1,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Monday,Pontiac,Urban,Wednesday,Feb,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1729,15,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Toyota,Urban,Wednesday,Feb,2,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1730,11,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Monday,Pontiac,Urban,Tuesday,Feb,2,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1731,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Honda,Urban,Wednesday,Feb,3,Female,Married,41,Policy Holder,Sport - Collision,Sport,more than 69000,0,1732,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,1,Friday,Honda,Urban,Wednesday,Mar,2,Male,Married,54,Third Party,Sport - Collision,Sport,more than 69000,0,1733,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Wednesday,Accura,Urban,Thursday,Feb,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1734,14,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Tuesday,Feb,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1735,4,500,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Tuesday,Mazda,Urban,Thursday,Feb,3,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1736,13,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Honda,Urban,Wednesday,Mar,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1737,16,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Toyota,Urban,Tuesday,Mar,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1738,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Tuesday,Honda,Urban,Wednesday,Feb,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1739,15,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Mazda,Urban,Tuesday,Feb,2,Female,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1740,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Toyota,Urban,Monday,Feb,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1741,6,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Mazda,Urban,Friday,Jan,4,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1742,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Toyota,Urban,Wednesday,Feb,2,Female,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1743,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Honda,Urban,Thursday,Jan,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1744,9,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Pontiac,Urban,Tuesday,Jan,5,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1745,13,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Honda,Urban,Wednesday,Mar,2,Female,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1746,3,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Mazda,Urban,Thursday,Jan,4,Male,Single,18,Policy Holder,Sport - Collision,Sport,more than 69000,0,1747,6,400,1,more than 30,more than 30,none,5 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Saturday,Honda,Urban,Thursday,Jan,4,Male,Married,55,Policy Holder,Sport - Collision,Sport,more than 69000,0,1748,15,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Monday,Toyota,Urban,Wednesday,Jan,4,Male,Single,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1749,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1750,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Ford,Urban,Monday,Jan,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1751,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Toyota,Urban,Tuesday,Jan,3,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1752,4,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1753,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Chevrolet,Urban,Tuesday,Mar,4,Male,Married,48,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1754,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Wednesday,Pontiac,Rural,Thursday,Jan,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1755,4,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Ford,Urban,Wednesday,Jan,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1756,6,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,VW,Urban,Monday,Jan,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,1757,10,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Toyota,Urban,Monday,Jan,3,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1758,11,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Honda,Urban,Thursday,Jan,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1759,15,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Chevrolet,Urban,Tuesday,Dec,2,Female,Divorced,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1760,7,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Pontiac,Urban,Monday,Nov,2,Male,Single,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1761,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Toyota,Urban,Wednesday,Jan,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1762,4,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1763,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Toyota,Urban,Wednesday,Sep,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1764,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Pontiac,Urban,Monday,Sep,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1765,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Honda,Urban,Tuesday,Mar,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,1766,1,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Saturday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1767,7,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Mercury,Rural,Monday,Aug,5,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1768,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,VW,Urban,Wednesday,Aug,2,Female,Single,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1769,8,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Pontiac,Rural,Tuesday,Aug,1,Female,Single,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1770,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Pontiac,Urban,Friday,Jul,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1771,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Pontiac,Urban,Wednesday,Jul,2,Male,Single,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1772,5,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Honda,Rural,Tuesday,Jul,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1773,14,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Accura,Urban,Tuesday,Jul,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1774,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Toyota,Urban,Tuesday,Jun,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1775,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Dodge,Urban,Wednesday,May,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1776,15,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Chevrolet,Urban,Monday,May,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1777,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Mazda,Urban,Monday,Mar,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1778,3,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,VW,Rural,Tuesday,May,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1779,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Mazda,Urban,Thursday,Apr,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1780,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Mazda,Rural,Monday,Mar,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,1781,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Toyota,Urban,Wednesday,Jan,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1782,13,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Toyota,Urban,Wednesday,Jan,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1783,16,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Mazda,Urban,Friday,Jan,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1784,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1785,6,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Pontiac,Urban,Thursday,Jan,3,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1786,13,500,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,2 to 3 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Chevrolet,Urban,Tuesday,Jan,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1787,2,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Pontiac,Rural,Wednesday,Jan,3,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1788,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Honda,Urban,Thursday,Feb,1,Male,Single,17,Policy Holder,Sport - Collision,Sport,more than 69000,0,1789,10,400,3,more than 30,more than 30,2 to 4,2 years,18 to 20,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,1,Sunday,Toyota,Urban,Tuesday,Mar,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1790,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1791,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Honda,Urban,Friday,Nov,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1792,12,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Pontiac,Rural,Wednesday,Jan,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1793,9,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1794,11,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Ford,Urban,Thursday,Mar,1,Male,Married,67,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1795,11,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,2,Tuesday,Pontiac,Rural,Wednesday,Feb,2,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1796,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,VW,Urban,Wednesday,Feb,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1797,16,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Accura,Urban,Wednesday,Apr,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1798,8,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Friday,Feb,3,Female,Widow,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1799,11,700,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Mazda,Urban,Tuesday,Feb,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1800,2,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Honda,Urban,Tuesday,Feb,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1801,8,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Pontiac,Urban,Tuesday,Apr,4,Male,Single,26,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1802,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Chevrolet,Rural,Tuesday,May,5,Female,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1803,7,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Pontiac,Urban,Tuesday,May,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1804,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Pontiac,Urban,Monday,Oct,5,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1805,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,66,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1806,6,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Pontiac,Urban,Thursday,May,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1807,1,400,3,more than 30,more than 30,none,6 years,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Mazda,Urban,Monday,May,3,Female,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1808,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Honda,Urban,Tuesday,May,3,Female,Single,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1809,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Pontiac,Urban,Tuesday,Jul,1,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1810,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Toyota,Urban,Wednesday,Jun,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1811,7,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Sunday,Honda,Urban,Wednesday,Mar,3,Male,Single,19,Policy Holder,Sport - Collision,Sport,more than 69000,1,1812,8,400,1,more than 30,more than 30,none,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1813,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Monday,Sep,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1814,7,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Chevrolet,Urban,Wednesday,Sep,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1815,1,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Toyota,Urban,Tuesday,Mar,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1816,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,Yes,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Accura,Urban,Thursday,Jan,3,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1817,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Pontiac,Urban,Monday,Jan,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1818,1,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,VW,Urban,Friday,Jan,3,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1819,16,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Mazda,Rural,Tuesday,Apr,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1820,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Pontiac,Urban,Tuesday,Apr,2,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1821,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Pontiac,Urban,Monday,Apr,2,Female,Widow,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1822,10,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Mazda,Urban,Tuesday,May,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1823,4,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Chevrolet,Rural,Tuesday,Sep,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1824,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Mazda,Urban,Monday,May,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1825,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Honda,Urban,Thursday,Jul,1,Male,Single,24,Policy Holder,Sport - Collision,Sport,more than 69000,0,1826,6,400,1,more than 30,more than 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,2,Tuesday,Chevrolet,Urban,Tuesday,Sep,4,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1827,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Toyota,Urban,Tuesday,Oct,4,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1828,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Chevrolet,Urban,Monday,Oct,5,Male,Married,79,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1829,4,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Wednesday,Oct,4,Male,Single,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1830,6,700,2,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Mazda,Urban,Tuesday,Dec,1,Female,Single,19,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1831,5,400,4,more than 30,more than 30,1,2 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Mazda,Urban,Thursday,Nov,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1832,6,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Toyota,Urban,Thursday,Oct,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1833,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Pontiac,Urban,Friday,Sep,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1834,1,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Pontiac,Urban,Monday,Jul,3,Female,Single,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1835,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Toyota,Rural,Monday,Jul,5,Male,Single,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1836,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Chevrolet,Urban,Monday,Jun,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1837,1,500,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Honda,Urban,Monday,Jun,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1838,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Toyota,Urban,Thursday,Jun,4,Male,Married,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1839,6,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Tuesday,Jun,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1840,9,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Pontiac,Rural,Tuesday,Jun,3,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1841,12,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Pontiac,Urban,Monday,Jun,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1842,4,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Toyota,Urban,Monday,May,2,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1843,6,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Toyota,Urban,Wednesday,May,2,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1844,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Pontiac,Urban,Wednesday,Mar,2,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1845,16,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Pontiac,Urban,Friday,Apr,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1846,3,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Honda,Urban,Friday,Mar,1,Female,Divorced,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1847,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,5 to 8,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Honda,Rural,Wednesday,Jan,3,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1848,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Toyota,Urban,Tuesday,Jan,2,Male,Married,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1849,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Monday,Jan,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1850,2,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Toyota,Urban,Tuesday,Jan,3,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,1851,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Friday,Honda,Urban,Monday,Jan,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1852,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Friday,Pontiac,Rural,Monday,Jan,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1853,3,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Pontiac,Rural,Monday,Jan,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1854,15,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Pontiac,Urban,Friday,Feb,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1855,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Mazda,Urban,Monday,Mar,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1856,10,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Wednesday,Jan,1,Male,Single,30,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1857,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Mazda,Urban,Tuesday,Jan,1,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1858,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Mazda,Urban,Thursday,Feb,1,Male,Married,73,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1859,13,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Mazda,Urban,Thursday,Dec,4,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1860,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1861,13,700,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Toyota,Urban,Thursday,Mar,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,1862,11,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Ford,Urban,Friday,Apr,1,Male,Single,29,Policy Holder,Utility - All Perils,Utility,more than 69000,1,1863,11,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Sunday,Toyota,Urban,Tuesday,Oct,1,Female,Married,61,Policy Holder,Sedan - Liability,Sport,less than 20000,0,1864,4,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Wednesday,Toyota,Urban,Tuesday,Oct,1,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1865,10,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Chevrolet,Urban,Friday,Aug,1,Male,Married,75,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1866,7,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Honda,Urban,Tuesday,Jul,4,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1867,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Pontiac,Urban,Monday,Jul,1,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1868,2,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Pontiac,Urban,Wednesday,Jun,3,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1869,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Sunday,Toyota,Urban,Wednesday,Jun,2,Male,Married,51,Third Party,Sedan - Collision,Sedan,more than 69000,0,1870,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Toyota,Urban,Monday,Apr,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1871,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Pontiac,Urban,Monday,Apr,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1872,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Toyota,Urban,Monday,Apr,2,Male,Married,68,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1873,5,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Ford,Urban,Tuesday,Apr,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1874,7,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Accura,Urban,Wednesday,Apr,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1875,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Honda,Urban,Friday,Feb,4,Male,Single,71,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1876,11,400,1,more than 30,more than 30,1,new,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1877,9,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Pontiac,Urban,Friday,Feb,4,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1878,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Pontiac,Urban,Wednesday,Feb,2,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1879,3,400,2,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Mazda,Urban,Monday,Feb,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1880,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Pontiac,Urban,Monday,Feb,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1881,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Dodge,Urban,Friday,Mar,4,Male,Married,53,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1882,9,400,3,none,8 to 15,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Honda,Urban,Friday,Jul,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,1883,10,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Thursday,Honda,Urban,Thursday,Jul,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1884,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1885,1,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Honda,Urban,Monday,Aug,5,Female,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1886,5,400,2,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1887,11,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mecedes,Urban,Wednesday,Mar,3,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1888,15,500,4,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Chevrolet,Urban,Wednesday,Mar,2,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,1889,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Toyota,Urban,Friday,Mar,1,Female,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1890,5,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Chevrolet,Urban,Thursday,Aug,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1891,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Pontiac,Urban,Thursday,Aug,3,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1892,1,700,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Ford,Urban,Tuesday,Mar,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,1893,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Mazda,Rural,Monday,Feb,3,Female,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1894,5,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Honda,Urban,Wednesday,Mar,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,1895,11,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Wednesday,Feb,3,Female,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1896,14,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Honda,Urban,Friday,Feb,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1897,14,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Pontiac,Urban,Thursday,Feb,3,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1898,8,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Honda,Urban,Friday,Feb,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1899,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Chevrolet,Urban,Wednesday,Feb,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1900,15,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Honda,Urban,Thursday,Mar,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1901,13,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Pontiac,Urban,Friday,Apr,1,Male,Married,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1902,3,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Mazda,Urban,Monday,Feb,1,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1903,6,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Honda,Urban,Wednesday,Mar,4,Male,Divorced,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1904,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Thursday,Pontiac,Urban,Friday,Jul,5,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1905,8,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Honda,Urban,Thursday,Mar,3,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,1906,2,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Honda,Urban,Thursday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1907,11,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Friday,Pontiac,Urban,Monday,Apr,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,less than 20000,0,1908,3,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Honda,Urban,Thursday,Mar,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1909,7,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Honda,Urban,Thursday,Mar,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1910,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Mazda,Urban,Thursday,Mar,1,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1911,3,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Honda,Urban,Thursday,Feb,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1912,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,1 year,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Toyota,Urban,Tuesday,Jan,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1913,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Saturday,Pontiac,Urban,Tuesday,Jan,1,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1914,1,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Toyota,Rural,Wednesday,Apr,2,Female,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1915,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Toyota,Rural,Wednesday,Mar,5,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1916,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Sunday,Toyota,Rural,Wednesday,Feb,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1917,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Honda,Urban,Sunday,Feb,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1918,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,5 to 8,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Honda,Urban,Monday,Feb,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1919,9,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Mazda,Urban,Tuesday,Mar,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1920,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1921,15,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Chevrolet,Urban,Tuesday,Feb,4,Female,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1922,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Tuesday,Feb,4,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1923,16,700,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Accura,Urban,Friday,Feb,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1924,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Toyota,Urban,Friday,Mar,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1925,4,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Mazda,Urban,Thursday,Feb,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1926,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Chevrolet,Urban,Tuesday,Feb,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1927,12,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Ford,Urban,Friday,Mar,2,Male,Married,40,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,1928,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Honda,Urban,Thursday,Feb,1,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1929,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Toyota,Rural,Wednesday,Feb,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1930,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Pontiac,Urban,Tuesday,Feb,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1931,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Pontiac,Urban,Monday,Jan,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1932,7,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Ford,Urban,Wednesday,Jan,4,Male,Married,35,Third Party,Sedan - Liability,Sport,40000 to 59000,0,1933,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Pontiac,Urban,Thursday,Jan,2,Male,Married,48,Third Party,Sedan - Liability,Sport,more than 69000,0,1934,14,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Chevrolet,Urban,Monday,Jan,3,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1935,8,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Toyota,Urban,Tuesday,Jan,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1936,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Pontiac,Rural,Wednesday,Apr,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1937,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Toyota,Urban,Wednesday,Jan,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1938,15,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Pontiac,Urban,Thursday,Mar,4,Male,Single,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,1939,1,500,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Chevrolet,Urban,Tuesday,Jan,3,Female,Single,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1940,11,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Accura,Rural,Thursday,Jan,2,Male,Married,46,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1941,12,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,2,Female,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1942,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Dodge,Urban,Monday,Jan,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1943,3,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Chevrolet,Urban,Monday,Jan,2,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,1944,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Toyota,Urban,Friday,Jan,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1945,13,400,4,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Honda,Urban,Thursday,Jan,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1946,3,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Honda,Rural,Wednesday,Jan,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1947,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Mazda,Urban,Friday,Jan,2,Male,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,1948,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,2,Friday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1949,8,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1950,6,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Honda,Urban,Monday,Jan,2,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,1951,9,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,Honda,Urban,Wednesday,Jan,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,1952,7,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Ford,Urban,Wednesday,Jan,2,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1953,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Chevrolet,Urban,Monday,Jan,1,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1954,2,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1955,8,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Sunday,Chevrolet,Urban,Wednesday,Sep,5,Male,Married,72,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1956,13,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Wednesday,Chevrolet,Urban,Tuesday,Jan,1,Male,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1957,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Wednesday,Honda,Urban,Tuesday,Jan,4,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,1958,15,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Honda,Urban,Tuesday,Jan,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,1959,7,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Mazda,Urban,Monday,Jan,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1960,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Accura,Urban,Wednesday,Jan,3,Male,Single,26,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1961,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Tuesday,Honda,Rural,Friday,Jan,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1962,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Toyota,Urban,Tuesday,Apr,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,1963,5,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Wednesday,Ford,Urban,Wednesday,Jan,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,1964,4,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Toyota,Urban,Friday,Jan,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,1965,8,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Toyota,Urban,Tuesday,Jan,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1966,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Honda,Urban,Friday,Jan,3,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1967,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Toyota,Urban,Friday,Jan,5,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1968,13,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Mazda,Urban,Monday,Jan,3,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1969,6,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Pontiac,Urban,Thursday,Jan,3,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1970,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1971,8,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Toyota,Rural,Monday,Jan,4,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1972,9,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Accura,Urban,Thursday,Feb,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1973,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Ford,Urban,Friday,Feb,1,Male,Married,64,Policy Holder,Utility - All Perils,Utility,more than 69000,0,1974,1,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Tuesday,Toyota,Urban,Tuesday,Mar,3,Male,Single,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,1975,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Mazda,Urban,Friday,Apr,4,Male,Married,40,Third Party,Sport - Collision,Sport,more than 69000,0,1976,1,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,5,Tuesday,Toyota,Urban,Tuesday,May,5,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,1977,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Mazda,Urban,Friday,Sep,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1978,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Honda,Rural,Monday,Mar,3,Male,Single,20,Policy Holder,Sport - Collision,Sport,more than 69000,1,1979,3,400,4,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,2,Tuesday,Honda,Urban,Wednesday,Jan,2,Male,Single,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1980,11,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Pontiac,Urban,Monday,Jul,3,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1981,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Toyota,Urban,Friday,Oct,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1982,11,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Chevrolet,Urban,Monday,Oct,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,1983,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Mazda,Rural,Monday,Sep,4,Male,Single,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1984,14,400,2,more than 30,more than 30,1,7 years,36 to 40,Yes,Yes,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Wednesday,Mar,4,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1985,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Honda,Urban,Tuesday,Aug,2,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1986,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Pontiac,Rural,Monday,Mar,4,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,1987,3,400,4,more than 30,more than 30,none,more than 7,over 65,No,Yes,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Pontiac,Rural,Wednesday,Feb,3,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1988,12,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Honda,Urban,Friday,Mar,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1989,2,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,5 to 8,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Chevrolet,Urban,Friday,Feb,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,1,1990,6,500,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Honda,Urban,Monday,Jan,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,1991,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Toyota,Rural,Monday,Jun,3,Male,Single,69,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1992,1,400,4,more than 30,more than 30,none,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Pontiac,Urban,Friday,Jun,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,1993,15,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Tuesday,Toyota,Urban,Monday,Mar,4,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,1994,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Tuesday,Mar,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1995,10,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Toyota,Urban,Thursday,Feb,1,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,1996,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Honda,Urban,Tuesday,Feb,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,1997,14,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Honda,Urban,Friday,Feb,1,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,1998,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Honda,Urban,Tuesday,Feb,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,1999,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Honda,Urban,Tuesday,Feb,2,Male,Single,43,Policy Holder,Sport - Collision,Sport,more than 69000,0,2000,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Wednesday,Jan,4,Male,Single,67,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2001,15,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Pontiac,Urban,Thursday,Feb,1,Female,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2002,15,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Ford,Urban,Friday,Jan,4,Male,Single,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2003,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,3 to 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Mazda,Urban,Monday,Mar,3,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2004,3,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Accura,Urban,Wednesday,Jan,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2005,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Toyota,Urban,Thursday,Jan,2,Male,Married,58,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2006,2,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Honda,Urban,Friday,Feb,2,Male,Married,63,Policy Holder,Sport - Collision,Sport,more than 69000,0,2007,5,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,4,Monday,Toyota,Urban,Thursday,Dec,5,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2008,7,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Honda,Urban,Monday,Dec,4,Male,Single,61,Third Party,Sedan - All Perils,Sedan,more than 69000,0,2009,15,400,3,more than 30,more than 30,none,new,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Pontiac,Urban,Thursday,Feb,1,Female,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2010,8,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Toyota,Urban,Wednesday,Mar,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,2011,13,400,1,none,15 to 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Chevrolet,Urban,Friday,Jan,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2012,1,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Pontiac,Urban,Friday,Jan,5,Male,Married,39,Policy Holder,Utility - Liability,Utility,40000 to 59000,0,2013,3,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Mar,2,Saturday,Pontiac,Urban,Monday,Mar,3,Male,Single,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2014,14,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Honda,Urban,Monday,Mar,3,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2015,2,400,3,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Mazda,Urban,Monday,Feb,5,Male,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2016,5,700,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Toyota,Urban,Monday,Apr,2,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2017,11,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Chevrolet,Urban,Monday,Apr,1,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2018,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Mazda,Urban,Monday,May,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2019,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Pontiac,Urban,Tuesday,May,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2020,5,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Toyota,Rural,Wednesday,Apr,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2021,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Sunday,Toyota,Urban,Monday,Jul,4,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2022,1,400,1,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Toyota,Urban,Friday,Jun,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2023,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Sunday,Mazda,Rural,Thursday,Sep,2,Male,Single,24,Third Party,Sport - Collision,Sport,more than 69000,0,2024,11,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,2,Friday,Chevrolet,Urban,Wednesday,Mar,3,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2025,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Pontiac,Urban,Friday,Mar,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2026,13,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Accura,Urban,Tuesday,Mar,2,Female,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2027,11,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Accura,Urban,Thursday,Mar,3,Male,Married,65,Policy Holder,Utility - All Perils,Utility,more than 69000,1,2028,13,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,1,Saturday,Chevrolet,Urban,Tuesday,Mar,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2029,14,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Wednesday,Apr,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2030,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Honda,Urban,Monday,Apr,1,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2031,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Honda,Urban,Tuesday,Feb,4,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2032,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Honda,Urban,Tuesday,Feb,2,Male,Single,22,Policy Holder,Sport - Collision,Sport,more than 69000,0,2033,8,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,2,Tuesday,Honda,Urban,Tuesday,Feb,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2034,6,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Honda,Urban,Friday,Feb,2,Female,Single,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2035,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Mazda,Urban,Monday,Apr,3,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2036,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Pontiac,Urban,Monday,May,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2037,12,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Pontiac,Rural,Tuesday,May,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2038,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Chevrolet,Urban,Monday,May,2,Male,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2039,9,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Thursday,Honda,Urban,Monday,Apr,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2040,9,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Chevrolet,Rural,Thursday,Jun,3,Male,Married,41,Third Party,Sedan - Collision,Sedan,more than 69000,1,2041,10,500,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Thursday,Mar,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,2042,9,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Chevrolet,Urban,Thursday,Mar,3,Male,Single,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,2043,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Toyota,Urban,Tuesday,Jul,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2044,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Chevrolet,Urban,Monday,Jul,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2045,6,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Pontiac,Urban,Monday,Jul,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2046,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Toyota,Urban,Tuesday,Sep,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2047,7,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Honda,Urban,Tuesday,Aug,2,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2048,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Toyota,Urban,Tuesday,Oct,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2049,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Toyota,Urban,Monday,Nov,5,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2050,6,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Pontiac,Rural,Wednesday,Feb,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2051,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Mazda,Urban,Thursday,Mar,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2052,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Dodge,Urban,Monday,Feb,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2053,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Wednesday,Apr,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2054,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,VW,Urban,Monday,Apr,4,Male,Single,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2055,5,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2056,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Honda,Urban,Thursday,Apr,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2057,8,400,3,15 to 30,15 to 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,VW,Urban,Wednesday,May,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2058,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Honda,Urban,Tuesday,Jun,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2059,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Pontiac,Urban,Tuesday,Jun,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2060,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,VW,Urban,Tuesday,Jul,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,2061,5,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Toyota,Urban,Monday,Jul,2,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2062,3,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Mazda,Urban,Wednesday,Sep,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2063,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Toyota,Urban,Thursday,Nov,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2064,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Toyota,Urban,Wednesday,Nov,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2065,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Toyota,Urban,Monday,Mar,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,2066,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Mazda,Urban,Monday,Sep,4,Female,Married,59,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2067,13,400,2,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Toyota,Rural,Friday,Jun,1,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2068,11,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Toyota,Rural,Monday,May,5,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2069,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Pontiac,Urban,Friday,Jun,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2070,8,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Thursday,Jun,1,Female,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2071,13,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Accura,Urban,Monday,Jul,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2072,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Chevrolet,Urban,Friday,Jul,3,Male,Married,36,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2073,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,5,Thursday,Toyota,Urban,Friday,Jul,1,Male,Single,18,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2074,16,400,4,more than 30,more than 30,1,2 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Toyota,Urban,Tuesday,Jun,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2075,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Mazda,Urban,Tuesday,Jun,5,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2076,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Pontiac,Urban,Thursday,Oct,3,Male,Married,69,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2077,14,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Chevrolet,Urban,Wednesday,Nov,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2078,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Pontiac,Rural,Monday,Oct,3,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2079,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Chevrolet,Urban,Tuesday,Mar,3,Male,Married,61,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2080,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,2,Sunday,Honda,Urban,Monday,Mar,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2081,2,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Pontiac,Urban,Monday,May,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2082,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Chevrolet,Urban,Wednesday,Jun,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2083,8,400,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Chevrolet,Urban,Tuesday,May,5,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2084,2,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Toyota,Urban,Thursday,May,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2085,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Toyota,Urban,Tuesday,Jul,1,Male,Married,76,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2086,7,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Toyota,Rural,Monday,Jul,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2087,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Pontiac,Urban,Wednesday,Sep,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2088,9,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Mazda,Urban,Wednesday,Oct,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2089,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2090,6,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,VW,Urban,Thursday,Dec,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2091,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Pontiac,Urban,Friday,Mar,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2092,13,500,2,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,more than 5,2 to 3 years,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Mazda,Urban,Thursday,Nov,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2093,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Honda,Urban,Monday,Oct,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2094,9,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Mazda,Urban,Monday,Aug,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2095,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Friday,Toyota,Rural,Friday,Aug,1,Male,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2096,1,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Saturday,Honda,Urban,Monday,Jun,2,Female,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2097,7,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Mazda,Urban,Saturday,Jul,1,Male,Married,77,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2098,4,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Toyota,Rural,Monday,Jun,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2099,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Mazda,Urban,Monday,Jun,2,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2100,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Saturday,Toyota,Urban,Thursday,May,3,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2101,7,400,3,more than 30,more than 30,none,4 years,21 to 25,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Toyota,Urban,Monday,Apr,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2102,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,Pontiac,Urban,Thursday,Apr,1,Male,Married,66,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2103,9,400,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Honda,Urban,Thursday,Mar,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,2104,12,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Mazda,Urban,Thursday,Feb,4,Female,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2105,1,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Pontiac,Urban,Friday,Feb,4,Male,Married,56,Third Party,Sedan - All Perils,Sedan,more than 69000,0,2106,13,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Chevrolet,Urban,Friday,Feb,1,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2107,15,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Pontiac,Urban,Tuesday,Feb,3,Male,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2108,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Mazda,Urban,Thursday,Nov,1,Female,Married,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2109,13,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Toyota,Urban,Tuesday,Oct,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2110,7,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Mazda,Rural,Thursday,Oct,2,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2111,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Friday,Oct,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2112,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Tuesday,Ford,Urban,Monday,Nov,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2113,11,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Mazda,Urban,Wednesday,Sep,5,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2114,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,2,Saturday,Chevrolet,Urban,Friday,Aug,3,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2115,7,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Accura,Urban,Tuesday,Sep,1,Male,Single,35,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2116,13,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Thursday,Pontiac,Urban,Friday,Mar,3,Male,Married,64,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2117,4,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Sunday,Pontiac,Urban,Monday,May,4,Female,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2118,16,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Mazda,Urban,Friday,May,4,Female,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2119,10,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Tuesday,Jun,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2120,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Honda,Rural,Wednesday,May,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2121,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Thursday,Accura,Urban,Wednesday,May,1,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2122,16,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Toyota,Urban,Monday,May,1,Female,Single,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2123,11,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Chevrolet,Urban,Wednesday,Apr,3,Male,Married,40,Policy Holder,Utility - Liability,Utility,more than 69000,0,2124,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Mar,5,Tuesday,Accura,Urban,Wednesday,Apr,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2125,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Honda,Urban,Monday,Jan,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2126,9,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Honda,Urban,Friday,Feb,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2127,8,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Toyota,Urban,Wednesday,Mar,2,Female,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2128,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Mazda,Urban,Friday,Mar,1,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2129,8,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Honda,Urban,Friday,Feb,4,Male,Married,36,Policy Holder,Sport - Collision,Sport,more than 69000,0,2130,15,400,4,more than 30,more than 30,1,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,2,Wednesday,Toyota,Urban,Wednesday,Apr,2,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2131,3,400,2,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Mazda,Urban,Thursday,Nov,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2132,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Tuesday,Honda,Urban,Tuesday,Sep,1,Female,Divorced,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2133,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Honda,Urban,Wednesday,Nov,3,Male,Single,54,Third Party,Sport - Collision,Sport,more than 69000,0,2134,3,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,3,Saturday,Toyota,Urban,Wednesday,Sep,3,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2135,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Chevrolet,Urban,Monday,Aug,5,Male,Single,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2136,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Toyota,Urban,Wednesday,Aug,1,Male,Married,77,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2137,9,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Honda,Urban,Thursday,Jul,3,Male,Married,38,Third Party,Sport - Collision,Sport,more than 69000,0,2138,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,2,Tuesday,Chevrolet,Urban,Monday,Jul,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2139,1,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Thursday,Honda,Urban,Friday,Jul,2,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2140,6,700,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Mazda,Urban,Friday,Jul,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2141,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Chevrolet,Urban,Friday,Apr,1,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2142,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Friday,Toyota,Urban,Tuesday,Jul,1,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,1,2143,7,500,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Ford,Urban,Tuesday,Mar,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,2144,13,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Chevrolet,Urban,Saturday,Jul,1,Male,Married,33,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2145,7,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,4,Monday,Honda,Urban,Friday,May,4,Female,Single,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2146,16,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Toyota,Urban,Wednesday,May,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2147,4,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Mazda,Urban,Monday,Apr,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2148,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2149,4,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Pontiac,Urban,Wednesday,Mar,5,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2150,10,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Toyota,Rural,Friday,Mar,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2151,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Chevrolet,Urban,Tuesday,Mar,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2152,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,VW,Urban,Wednesday,Dec,5,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2153,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Toyota,Urban,Wednesday,Oct,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2154,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2155,16,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Toyota,Urban,Monday,Oct,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2156,7,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Honda,Urban,Thursday,Nov,2,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2157,1,400,1,more than 30,more than 30,none,new,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2158,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Toyota,Rural,Friday,Sep,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2159,8,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Honda,Urban,Tuesday,Aug,3,Male,Married,46,Third Party,Sport - Collision,Sport,more than 69000,0,2160,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,1,Monday,Toyota,Urban,Wednesday,Aug,2,Female,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2161,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Honda,Urban,Tuesday,Jun,3,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,2162,15,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Toyota,Urban,Thursday,Jul,2,Male,Married,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2163,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Chevrolet,Urban,Wednesday,Jun,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2164,16,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Ford,Urban,Wednesday,Apr,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,more than 69000,0,2165,16,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Honda,Urban,Thursday,Apr,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2166,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Chevrolet,Rural,Wednesday,May,1,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2167,8,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Toyota,Rural,Friday,Apr,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,2168,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Ford,Urban,Tuesday,Apr,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2169,1,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Honda,Urban,Thursday,Apr,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2170,5,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2171,16,700,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Chevrolet,Urban,Monday,Feb,5,Male,Married,38,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2172,14,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Monday,Pontiac,Urban,Wednesday,Nov,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2173,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Toyota,Rural,Tuesday,Mar,4,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2174,7,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Monday,Toyota,Urban,Tuesday,Nov,2,Female,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2175,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Toyota,Urban,Monday,Nov,1,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2176,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Ford,Urban,Thursday,Nov,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2177,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Chevrolet,Urban,Wednesday,Sep,4,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2178,1,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Toyota,Rural,Tuesday,Mar,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2179,10,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Pontiac,Urban,Wednesday,Mar,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2180,4,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Toyota,Urban,Tuesday,Feb,5,Male,Single,19,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2181,15,400,1,more than 30,more than 30,1,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,VW,Urban,Wednesday,Mar,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,2182,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Chevrolet,Urban,Monday,Feb,4,Female,Married,56,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2183,10,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Tuesday,Mar,2,Male,Divorced,37,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2184,15,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Toyota,Urban,Tuesday,Feb,3,Female,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2185,6,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,1 year,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Pontiac,Urban,Monday,Mar,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,2186,11,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Pontiac,Urban,Monday,Jun,3,Male,Married,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2187,8,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Sunday,Mazda,Urban,Monday,Apr,1,Male,Married,52,Third Party,Sport - Collision,Sport,more than 69000,0,2188,3,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,1,Saturday,Mazda,Urban,Friday,Apr,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2189,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Pontiac,Urban,Friday,Mar,3,Male,Married,37,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2190,3,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Ford,Urban,Friday,Apr,1,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,2191,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Mazda,Urban,Wednesday,Mar,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2192,5,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Honda,Urban,Wednesday,Mar,3,Male,Married,52,Third Party,Sedan - Liability,Sport,more than 69000,0,2193,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Mazda,Urban,Tuesday,Mar,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2194,15,500,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Honda,Urban,Monday,Feb,5,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2195,7,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Toyota,Urban,Wednesday,Feb,3,Female,Married,68,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2196,10,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Tuesday,Pontiac,Urban,Thursday,Mar,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,2197,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Chevrolet,Urban,Thursday,Apr,4,Male,Married,77,Policy Holder,Utility - Liability,Utility,more than 69000,0,2198,11,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Mar,4,Monday,Honda,Urban,Tuesday,Mar,4,Male,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2199,15,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Tuesday,Honda,Urban,Wednesday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2200,1,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Toyota,Urban,Friday,Feb,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2201,10,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Mazda,Urban,Monday,Feb,3,Male,Married,72,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2202,11,700,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,5 to 8,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Toyota,Urban,Monday,Mar,5,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,2203,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Chevrolet,Rural,Tuesday,Feb,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2204,16,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Toyota,Urban,Friday,Apr,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2205,16,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Honda,Rural,Friday,Feb,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2206,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Pontiac,Urban,Monday,Feb,2,Male,Single,65,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2207,4,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Chevrolet,Rural,Wednesday,Feb,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2208,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Toyota,Urban,Wednesday,Feb,2,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2209,16,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Mazda,Urban,Wednesday,Feb,2,Female,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2210,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Honda,Urban,Thursday,Feb,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2211,16,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Pontiac,Rural,Wednesday,Mar,1,Male,Married,69,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2212,2,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Chevrolet,Rural,Wednesday,Feb,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2213,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Pontiac,Urban,Wednesday,Mar,2,Male,Married,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2214,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Pontiac,Urban,Tuesday,Apr,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2215,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Pontiac,Urban,Wednesday,Jan,4,Male,Single,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2216,16,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Tuesday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2217,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Ford,Urban,Friday,Feb,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2218,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Accura,Urban,Friday,Feb,2,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2219,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Toyota,Urban,Friday,Feb,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2220,3,400,3,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2221,5,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Honda,Urban,Thursday,Mar,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2222,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Toyota,Urban,Monday,Jun,4,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2223,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Thursday,Mar,2,Female,Single,30,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2224,7,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Honda,Urban,Monday,Feb,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2225,6,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Toyota,Urban,Monday,Feb,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2226,11,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Thursday,Mar,1,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2227,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Pontiac,Urban,Tuesday,Feb,5,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2228,8,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Accura,Urban,Monday,Mar,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2229,7,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Tuesday,Toyota,Urban,Wednesday,Mar,1,Female,Single,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2230,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Toyota,Rural,Thursday,Mar,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2231,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Tuesday,Honda,Urban,Monday,Mar,2,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2232,5,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Chevrolet,Urban,Thursday,Mar,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2233,12,700,2,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Friday,Mar,1,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2234,1,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Mazda,Urban,Wednesday,Mar,2,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2235,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Accura,Urban,Friday,Feb,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2236,11,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Tuesday,Honda,Urban,Monday,Feb,1,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2237,13,400,2,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Toyota,Urban,Friday,Mar,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2238,15,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Mazda,Rural,Friday,Apr,1,Female,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2239,13,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Honda,Rural,Friday,Apr,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2240,14,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Toyota,Urban,Tuesday,Aug,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,2241,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Monday,Honda,Urban,Monday,Feb,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2242,2,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Honda,Urban,Monday,Feb,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2243,6,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Ford,Rural,Thursday,Mar,3,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2244,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,2,Wednesday,Toyota,Urban,Wednesday,Feb,2,Male,Married,41,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2245,12,500,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Mazda,Urban,Monday,Feb,2,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2246,10,400,2,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Toyota,Urban,Tuesday,Feb,3,Female,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2247,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Honda,Urban,Friday,Feb,1,Female,Single,28,Policy Holder,Sport - Collision,Sport,more than 69000,0,2248,6,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Wednesday,Accura,Urban,Tuesday,Feb,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2249,6,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Toyota,Urban,Monday,Mar,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2250,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Tuesday,Toyota,Urban,Tuesday,Mar,1,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2251,16,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Honda,Urban,Monday,Jun,2,Male,Single,27,Policy Holder,Sport - Collision,Sport,more than 69000,0,2252,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,4,Friday,Toyota,Urban,Monday,Apr,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2253,14,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Honda,Urban,Friday,Mar,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,2254,8,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Pontiac,Urban,Monday,Dec,1,Female,Single,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2255,8,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Toyota,Urban,Wednesday,Apr,4,Female,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2256,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Pontiac,Urban,Friday,Apr,1,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2257,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Toyota,Urban,Friday,Mar,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2258,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Mazda,Urban,Thursday,May,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2259,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Honda,Urban,Wednesday,Apr,4,Female,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2260,9,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Pontiac,Urban,Friday,Jun,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2261,13,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Honda,Urban,Monday,Jun,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2262,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Honda,Urban,Tuesday,Jul,2,Male,Married,41,Policy Holder,Sport - Collision,Sport,more than 69000,0,2263,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,3,Monday,Mazda,Urban,Thursday,Aug,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2264,10,700,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Pontiac,Urban,Monday,Sep,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2265,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Friday,Ford,Urban,Friday,Aug,2,Male,Married,26,Policy Holder,Utility - Collision,Utility,more than 69000,0,2266,5,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Sep,1,Thursday,Honda,Urban,Tuesday,Sep,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2267,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Pontiac,Urban,Monday,Sep,1,Male,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2268,11,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Pontiac,Urban,Monday,Oct,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2269,9,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Toyota,Urban,Thursday,Nov,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2270,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Pontiac,Urban,Thursday,Nov,2,Female,Married,55,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2271,15,400,1,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Toyota,Urban,Friday,Mar,4,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,2272,1,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Pontiac,Urban,Monday,Dec,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2273,7,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Mazda,Urban,Thursday,Dec,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2274,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Saab,Urban,Thursday,Apr,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2275,5,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Honda,Urban,Wednesday,May,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2276,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Toyota,Urban,Monday,May,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2277,13,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,VW,Urban,Monday,Jul,3,Female,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2278,12,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Toyota,Urban,Monday,Jul,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2279,5,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Toyota,Urban,Monday,Jun,3,Male,Single,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2280,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Mazda,Rural,Monday,Aug,4,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2281,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Chevrolet,Urban,Monday,Aug,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2282,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Toyota,Urban,Monday,Sep,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2283,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Pontiac,Rural,Tuesday,Nov,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2284,1,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Honda,Urban,Wednesday,Nov,1,Male,Married,64,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2285,13,400,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Thursday,Toyota,Urban,Wednesday,May,2,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2286,10,400,4,more than 30,more than 30,more than 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Toyota,Urban,Friday,Jun,3,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2287,5,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Toyota,Urban,Wednesday,May,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2288,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Thursday,Mazda,Urban,Tuesday,Aug,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,more than 69000,0,2289,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Honda,Urban,Monday,Nov,4,Male,Married,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2290,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Accura,Rural,Monday,Sep,3,Male,Married,61,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2291,14,400,4,1 to 7,15 to 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,2,Monday,Honda,Urban,Wednesday,Nov,2,Male,Married,25,Policy Holder,Sport - Collision,Sport,more than 69000,0,2292,2,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,4,Thursday,Chevrolet,Urban,Friday,Apr,1,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,2293,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Toyota,Urban,Wednesday,Dec,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2294,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Nisson,Urban,Wednesday,Nov,2,Male,Married,47,Third Party,Utility - Collision,Utility,more than 69000,0,2295,16,700,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Nov,1,Thursday,Saab,Urban,Friday,Nov,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2296,5,500,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Toyota,Rural,Thursday,Jun,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2297,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Mazda,Urban,Thursday,Jun,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2298,1,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Saab,Urban,Wednesday,Jul,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2299,16,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Tuesday,Honda,Urban,Thursday,Jun,2,Male,Single,16,Third Party,Sport - Collision,Sport,more than 69000,0,2300,4,400,2,more than 30,more than 30,1,3 years,18 to 20,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,1,Friday,Mazda,Urban,Friday,Jun,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2301,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Urban,Monday,Sep,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2302,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Chevrolet,Urban,Friday,Dec,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2303,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Toyota,Urban,Monday,Oct,1,Male,Single,23,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2304,8,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Honda,Rural,Monday,Sep,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2305,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Pontiac,Urban,Monday,Jan,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2306,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Chevrolet,Urban,Wednesday,Mar,3,Male,Married,66,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2307,6,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Saturday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2308,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Toyota,Urban,Monday,Dec,2,Male,Married,52,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2309,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Mazda,Rural,Tuesday,Sep,3,Male,Single,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2310,9,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Chevrolet,Urban,Monday,Oct,4,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2311,11,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Honda,Urban,Wednesday,Apr,4,Male,Married,34,Third Party,Sport - Collision,Sport,more than 69000,0,2312,12,400,3,none,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2313,3,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Honda,Urban,Monday,Apr,1,Female,Married,50,Policy Holder,Sport - Collision,Sport,more than 69000,1,2314,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,4,Thursday,Chevrolet,Urban,Tuesday,Mar,5,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2315,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2316,11,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Mazda,Urban,Monday,Jun,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2317,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Pontiac,Urban,Friday,Apr,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2318,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Chevrolet,Urban,Tuesday,Jan,4,Female,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2319,13,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Honda,Urban,Thursday,Jan,3,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2320,1,400,2,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Mazda,Urban,Wednesday,Mar,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2321,12,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Honda,Urban,Thursday,Feb,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2322,13,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Pontiac,Rural,Wednesday,Apr,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2323,2,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Chevrolet,Urban,Tuesday,Nov,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2324,9,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Pontiac,Urban,Monday,Nov,5,Male,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2325,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Pontiac,Urban,Tuesday,Nov,3,Male,Divorced,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2326,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Chevrolet,Urban,Wednesday,Nov,2,Female,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2327,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Mazda,Urban,Thursday,Nov,2,Female,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2328,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Chevrolet,Urban,Tuesday,Dec,2,Female,Single,35,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2329,4,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Honda,Urban,Wednesday,Aug,1,Male,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2330,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Toyota,Urban,Friday,Aug,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2331,5,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Honda,Urban,Monday,Nov,2,Female,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2332,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Honda,Urban,Tuesday,Jul,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2333,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Pontiac,Urban,Monday,May,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2334,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Toyota,Urban,Tuesday,May,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2335,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Toyota,Urban,Wednesday,May,1,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2336,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Toyota,Rural,Tuesday,May,1,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2337,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Chevrolet,Urban,Thursday,Apr,1,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2338,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Chevrolet,Urban,Thursday,Apr,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2339,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Mazda,Urban,Friday,Apr,1,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2340,1,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Honda,Urban,Thursday,Dec,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2341,16,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Friday,Dec,1,Male,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2342,15,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Mercury,Urban,Thursday,Nov,1,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2343,6,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Toyota,Urban,Wednesday,Nov,1,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2344,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Accura,Urban,Friday,Nov,1,Male,Single,29,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2345,6,400,2,15 to 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Thursday,Toyota,Urban,Thursday,Oct,4,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2346,16,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Mazda,Urban,Tuesday,Nov,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2347,2,500,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Accura,Urban,Monday,Oct,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2348,14,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Mazda,Urban,Thursday,Oct,4,Male,Married,26,Third Party,Sport - Collision,Sport,more than 69000,0,2349,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,1,Thursday,VW,Urban,Wednesday,Oct,4,Male,Married,47,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2350,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Pontiac,Urban,Sunday,Sep,4,Male,Single,39,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2351,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Toyota,Urban,Monday,Sep,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2352,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,VW,Rural,Tuesday,Sep,2,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,2353,16,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Sunday,Chevrolet,Urban,Friday,Apr,5,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,2354,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,Yes,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Mazda,Urban,Tuesday,Jul,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2355,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Honda,Urban,Monday,Jul,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2356,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Honda,Urban,Thursday,Jun,5,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2357,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Jaguar,Rural,Tuesday,Jul,1,Male,Married,39,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,2358,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Pontiac,Urban,Thursday,Jun,4,Female,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2359,2,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Honda,Urban,Wednesday,May,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2360,16,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Honda,Urban,Thursday,May,3,Male,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2361,3,400,3,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Pontiac,Rural,Monday,Mar,5,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,2362,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Toyota,Urban,Friday,May,1,Female,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2363,13,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Honda,Urban,Tuesday,May,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2364,14,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Mazda,Urban,Monday,Apr,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2365,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Honda,Urban,Monday,Apr,3,Male,Single,31,Policy Holder,Sport - Collision,Sport,more than 69000,0,2366,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,4,Sunday,Toyota,Rural,Monday,Nov,4,Male,Single,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2367,1,400,4,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Pontiac,Urban,Monday,Nov,2,Female,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2368,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Mazda,Rural,Monday,Nov,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2369,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Chevrolet,Urban,Friday,Nov,3,Female,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2370,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Honda,Urban,Thursday,Nov,3,Male,Married,27,Policy Holder,Sport - Collision,Sport,more than 69000,0,2371,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,4,Monday,Mazda,Urban,Thursday,Aug,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2372,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Monday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,60,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2373,2,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Pontiac,Urban,Thursday,Jul,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2374,15,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Honda,Urban,Wednesday,Jul,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2375,15,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Toyota,Urban,Monday,Jul,2,Male,Married,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2376,16,400,1,more than 30,more than 30,none,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Pontiac,Urban,Wednesday,May,3,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2377,13,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2378,2,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Chevrolet,Urban,Thursday,Apr,1,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2379,3,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Toyota,Urban,Tuesday,Mar,5,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2380,3,400,3,more than 30,more than 30,none,7 years,36 to 40,Yes,Yes,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Pontiac,Urban,Tuesday,Mar,5,Female,Single,65,Policy Holder,Sport - All Perils,Sport,20000 to 29000,0,2381,10,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Nov,3,Monday,Mazda,Urban,Tuesday,Nov,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2382,3,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Pontiac,Urban,Monday,Nov,2,Male,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2383,4,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Monday,Mazda,Urban,Friday,Apr,2,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2384,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Honda,Urban,Monday,Oct,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2385,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Honda,Urban,Wednesday,Oct,4,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2386,14,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Mazda,Urban,Wednesday,Oct,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,more than 69000,0,2387,12,400,1,more than 30,more than 30,none,7 years,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Ford,Urban,Tuesday,Apr,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2388,16,700,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Toyota,Urban,Tuesday,Apr,1,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,2389,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Thursday,Toyota,Urban,Tuesday,Jul,3,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2390,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Dodge,Rural,Monday,Jul,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2391,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Thursday,Jul,2,Male,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2392,6,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Honda,Urban,Tuesday,Apr,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2393,16,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Honda,Urban,Friday,Jun,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2394,11,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Honda,Urban,Monday,Jun,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2395,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Mazda,Urban,Wednesday,Jun,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2396,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Pontiac,Urban,Thursday,Jun,1,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2397,1,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Toyota,Urban,Wednesday,May,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2398,16,500,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Mazda,Urban,Thursday,Apr,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2399,4,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Mazda,Urban,Monday,Apr,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2400,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Toyota,Urban,Monday,Sep,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2401,13,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Pontiac,Urban,Tuesday,Apr,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2402,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Toyota,Urban,Tuesday,Mar,5,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2403,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Pontiac,Urban,Tuesday,Sep,4,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2404,9,400,2,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Thursday,Toyota,Urban,Friday,Aug,1,Male,Married,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2405,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Chevrolet,Rural,Tuesday,May,5,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2406,6,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Mazda,Urban,Tuesday,Apr,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2407,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Toyota,Urban,Monday,Apr,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2408,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Toyota,Rural,Wednesday,Aug,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2409,4,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Honda,Urban,Friday,Mar,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2410,3,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Pontiac,Urban,Thursday,Mar,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2411,3,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Toyota,Urban,Wednesday,Mar,4,Female,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2412,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Honda,Urban,Wednesday,May,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2413,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Accura,Urban,Friday,Apr,4,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2414,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Pontiac,Urban,Monday,Apr,1,Male,Married,41,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2415,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Pontiac,Urban,Thursday,Apr,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2416,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Thursday,Apr,2,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2417,2,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Saturn,Urban,Tuesday,Apr,2,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,2418,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Toyota,Rural,Friday,Apr,3,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2419,15,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Saturday,Pontiac,Urban,Monday,Oct,5,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2420,7,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Toyota,Urban,Tuesday,Mar,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2421,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Pontiac,Urban,Monday,Mar,1,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2422,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Pontiac,Urban,Monday,Mar,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2423,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Pontiac,Urban,Wednesday,Apr,3,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2424,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Honda,Urban,Friday,Mar,2,Female,Married,45,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2425,13,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Honda,Urban,Wednesday,Mar,5,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2426,8,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Ford,Urban,Friday,Mar,4,Male,Single,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2427,12,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Mazda,Urban,Tuesday,Mar,5,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2428,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Honda,Urban,Wednesday,Jun,2,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2429,9,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Wednesday,Dodge,Urban,Thursday,Jun,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2430,15,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Toyota,Urban,Monday,Jun,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2431,12,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Wednesday,Jul,2,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2432,12,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Tuesday,Toyota,Rural,Thursday,Nov,2,Male,Single,31,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,2433,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Chevrolet,Urban,Monday,Apr,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,1,2434,15,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Honda,Urban,Friday,Nov,3,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2435,14,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Toyota,Urban,Monday,Nov,3,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2436,14,400,2,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Toyota,Rural,Friday,May,1,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2437,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Mazda,Urban,Tuesday,Nov,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2438,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Chevrolet,Urban,Tuesday,Nov,2,Male,Single,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2439,2,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Tuesday,Chevrolet,Urban,Monday,Nov,1,Male,Single,33,Third Party,Sedan - Liability,Sport,more than 69000,0,2440,8,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Chevrolet,Urban,Friday,Nov,1,Male,Single,34,Third Party,Sedan - Liability,Sport,more than 69000,0,2441,5,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Honda,Urban,Tuesday,Oct,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2442,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Toyota,Urban,Thursday,Jul,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2443,10,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Pontiac,Rural,Tuesday,Jul,1,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2444,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Mazda,Urban,Monday,Jun,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2445,6,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Toyota,Urban,Friday,Aug,1,Male,Single,38,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2446,12,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Honda,Urban,Tuesday,Jun,3,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2447,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Pontiac,Urban,Friday,Jun,3,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2448,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Toyota,Urban,Monday,Jun,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2449,3,500,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Mazda,Urban,Monday,Jun,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2450,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Honda,Urban,Tuesday,Mar,5,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2451,7,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Accura,Urban,Tuesday,Mar,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2452,4,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Chevrolet,Urban,Tuesday,Mar,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2453,2,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Chevrolet,Urban,Tuesday,Mar,4,Male,Married,48,Third Party,Sedan - Liability,Sport,60000 to 69000,0,2454,14,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Pontiac,Urban,Thursday,Nov,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2455,10,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Mazda,Urban,Tuesday,Mar,4,Male,Single,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2456,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Toyota,Urban,Wednesday,Mar,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2457,10,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Toyota,Urban,Friday,Mar,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2458,15,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,1 year,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Honda,Rural,Monday,Apr,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2459,10,400,2,none,8 to 15,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Mazda,Urban,Tuesday,Mar,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2460,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Toyota,Urban,Monday,Nov,5,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2461,3,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Thursday,Toyota,Rural,Friday,Sep,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2462,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Toyota,Urban,Friday,Sep,5,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2463,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Saturday,Chevrolet,Urban,Tuesday,May,5,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2464,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Ford,Urban,Wednesday,Jun,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2465,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Mazda,Urban,Monday,Apr,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2466,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Thursday,Toyota,Urban,Wednesday,Apr,3,Female,Married,37,Third Party,Sedan - Liability,Sport,more than 69000,0,2467,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Pontiac,Urban,Monday,Apr,2,Male,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2468,15,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Toyota,Urban,Thursday,Apr,4,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,2469,15,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Toyota,Urban,Tuesday,May,2,Male,Married,66,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2470,1,400,4,more than 30,more than 30,none,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Honda,Urban,Wednesday,Apr,1,Male,Married,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2471,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Mazda,Urban,Thursday,Apr,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2472,1,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Honda,Urban,Monday,Mar,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2473,8,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Pontiac,Urban,Monday,Mar,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2474,7,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Mazda,Urban,Thursday,Mar,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2475,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Pontiac,Urban,Friday,Mar,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2476,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Pontiac,Urban,Wednesday,Feb,1,Female,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2477,9,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Mazda,Urban,Friday,Jun,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2478,10,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Sunday,Chevrolet,Urban,Monday,May,2,Male,Married,26,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,2479,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Thursday,Pontiac,Urban,Friday,Jul,5,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2480,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Chevrolet,Urban,Monday,Aug,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2481,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Pontiac,Urban,Friday,May,2,Female,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2482,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Pontiac,Urban,Friday,May,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2483,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Toyota,Urban,Friday,Jul,1,Female,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2484,2,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Friday,Pontiac,Rural,Wednesday,Dec,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2485,6,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Mazda,Urban,Tuesday,Aug,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,more than 69000,0,2486,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Thursday,Pontiac,Urban,Friday,Sep,1,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2487,15,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Honda,Urban,Monday,Sep,1,Male,Married,51,Policy Holder,Sport - Collision,Sport,more than 69000,0,2488,6,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,1,Tuesday,Toyota,Urban,Thursday,Sep,2,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2489,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Honda,Urban,Monday,Sep,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2490,15,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Chevrolet,Rural,Tuesday,Oct,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2491,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Pontiac,Urban,Monday,Nov,4,Male,Married,77,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2492,6,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Toyota,Urban,Wednesday,Dec,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2493,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Pontiac,Urban,Thursday,Dec,3,Female,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2494,3,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Pontiac,Urban,Tuesday,May,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2495,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Saturday,Honda,Rural,Monday,May,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2496,9,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Saab,Urban,Tuesday,May,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2497,9,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Mazda,Rural,Friday,Sep,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2498,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2499,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Chevrolet,Urban,Friday,May,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2500,8,500,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,2 to 3 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Friday,Pontiac,Urban,Friday,Apr,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,2501,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,Pontiac,Urban,Thursday,May,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2502,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,Internal,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Toyota,Urban,Wednesday,Jul,1,Male,Single,56,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2503,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Honda,Urban,Monday,Aug,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2504,7,400,4,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Honda,Urban,Thursday,Jun,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2505,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Mazda,Urban,Tuesday,Aug,2,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2506,9,400,1,more than 30,more than 30,1,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2507,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Toyota,Urban,Thursday,Sep,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2508,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Pontiac,Urban,Monday,Sep,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2509,5,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Toyota,Urban,Thursday,Sep,5,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2510,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Honda,Urban,Monday,Oct,4,Male,Single,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2511,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Saturday,Pontiac,Urban,Monday,Dec,3,Male,Married,49,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,2512,5,700,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Thursday,Pontiac,Rural,Friday,Dec,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2513,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Pontiac,Urban,Thursday,Apr,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2514,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Thursday,Jun,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2515,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Tuesday,May,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2516,15,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Toyota,Urban,Monday,May,5,Male,Married,64,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2517,6,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Pontiac,Urban,Monday,May,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2518,9,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Mazda,Urban,Tuesday,Jun,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2519,14,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Accura,Urban,Tuesday,Apr,2,Male,Married,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,2520,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Monday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2521,9,400,1,more than 30,more than 30,none,5 years,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Honda,Urban,Thursday,Oct,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2522,8,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Toyota,Rural,Thursday,Dec,5,Male,Single,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2523,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Mazda,Urban,Friday,Sep,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2524,16,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Toyota,Urban,Tuesday,Mar,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2525,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Honda,Urban,Friday,Feb,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2526,8,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Chevrolet,Rural,Thursday,Dec,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2527,15,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Toyota,Urban,Monday,Jan,3,Male,Married,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2528,14,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Honda,Urban,Thursday,Jan,1,Female,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2529,2,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Toyota,Urban,Tuesday,Jan,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2530,11,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Pontiac,Urban,Friday,Mar,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2531,10,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Toyota,Urban,Tuesday,Mar,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2532,2,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Toyota,Urban,Tuesday,Feb,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2533,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Honda,Rural,Wednesday,Feb,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2534,10,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Toyota,Rural,Wednesday,Feb,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2535,6,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Honda,Urban,Monday,Nov,4,Male,Married,71,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2536,8,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Mazda,Urban,Wednesday,Nov,4,Male,Married,59,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2537,6,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Chevrolet,Urban,Monday,Nov,4,Male,Married,48,Third Party,Sedan - Collision,Sedan,more than 69000,0,2538,11,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Pontiac,Urban,Thursday,Mar,1,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2539,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Honda,Urban,Wednesday,Mar,4,Male,Single,56,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2540,1,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Accura,Urban,Friday,Mar,4,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2541,14,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Honda,Rural,Monday,Apr,1,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2542,16,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Pontiac,Rural,Monday,Jan,5,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2543,11,700,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Honda,Urban,Wednesday,Aug,3,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2544,4,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Chevrolet,Urban,Thursday,Jul,4,Male,Married,46,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2545,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Tuesday,Saturn,Urban,Thursday,Aug,1,Male,Married,58,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,2546,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Toyota,Urban,Tuesday,Jun,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2547,6,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Pontiac,Urban,Friday,Jun,1,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2548,2,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Honda,Urban,Tuesday,Apr,4,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2549,16,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Mazda,Urban,Thursday,Jan,4,Female,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2550,14,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Sunday,Honda,Urban,Friday,Nov,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2551,4,500,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Mazda,Urban,Friday,Oct,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2552,16,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Pontiac,Rural,Monday,Aug,2,Female,Single,34,Third Party,Sedan - All Perils,Sedan,more than 69000,0,2553,16,400,3,more than 30,more than 30,1,6 years,31 to 35,Yes,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Chevrolet,Urban,Tuesday,Aug,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2554,1,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Monday,Honda,Urban,Wednesday,Aug,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2555,7,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Mazda,Rural,Tuesday,Aug,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2556,10,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Mazda,Urban,Thursday,Jul,4,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2557,13,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Chevrolet,Urban,Wednesday,Aug,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2558,6,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Honda,Urban,Friday,May,1,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2559,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Friday,May,1,Male,Divorced,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2560,7,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Honda,Urban,Tuesday,Nov,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2561,11,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Pontiac,Urban,Monday,Nov,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2562,5,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Mazda,Urban,Monday,Nov,3,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2563,15,400,2,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Honda,Urban,Monday,Sep,2,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2564,13,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Mercury,Urban,Thursday,Aug,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2565,9,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Thursday,Pontiac,Urban,Wednesday,Aug,3,Female,Single,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2566,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Mercury,Rural,Thursday,Jul,4,Male,Married,55,Policy Holder,Utility - All Perils,Utility,30000 to 39000,0,2567,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,2,Wednesday,Mazda,Urban,Tuesday,Jul,3,Female,Single,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2568,1,400,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Honda,Urban,Tuesday,Dec,4,Male,Single,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2569,6,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Toyota,Urban,Wednesday,Nov,5,Male,Single,20,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2570,2,400,1,more than 30,more than 30,1,2 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Mazda,Urban,Tuesday,Nov,5,Male,Married,39,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2571,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Sunday,Mercury,Urban,Monday,Nov,3,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2572,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Pontiac,Urban,Monday,Nov,3,Male,Married,42,Third Party,Sedan - Collision,Sedan,less than 20000,0,2573,15,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Chevrolet,Urban,Wednesday,Nov,4,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2574,8,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Sunday,Pontiac,Urban,Wednesday,Sep,1,Male,Married,38,Third Party,Sport - All Perils,Sport,20000 to 29000,0,2575,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Aug,3,Wednesday,Chevrolet,Urban,Friday,Aug,3,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2576,1,400,4,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Honda,Urban,Wednesday,Nov,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2577,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Toyota,Urban,Wednesday,Nov,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2578,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Mazda,Rural,Wednesday,Nov,4,Female,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2579,11,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Chevrolet,Urban,Wednesday,May,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2580,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Honda,Urban,Tuesday,Apr,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2581,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,35,Third Party,Sedan - Collision,Sedan,less than 20000,0,2582,1,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Toyota,Urban,Thursday,May,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2583,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Pontiac,Urban,Friday,May,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2584,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Toyota,Urban,Friday,May,1,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2585,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Ford,Urban,Tuesday,Apr,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2586,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Mazda,Urban,Friday,Jun,1,Male,Married,39,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2587,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Mazda,Urban,Thursday,Jun,1,Female,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2588,7,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Toyota,Urban,Tuesday,May,2,Female,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2589,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Pontiac,Urban,Friday,Apr,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,2590,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Toyota,Urban,Monday,Jun,2,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2591,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Pontiac,Urban,Wednesday,Aug,4,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2592,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Honda,Urban,Friday,Jul,1,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2593,16,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Monday,Jul,2,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2594,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Toyota,Urban,Wednesday,Jul,2,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2595,13,400,2,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Pontiac,Urban,Monday,Jul,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2596,13,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Honda,Urban,Thursday,Aug,1,Male,Married,63,Policy Holder,Sport - Collision,Sport,more than 69000,0,2597,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,2,Tuesday,Toyota,Urban,Thursday,Aug,3,Female,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2598,5,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Pontiac,Rural,Tuesday,Aug,3,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2599,10,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Saab,Urban,Wednesday,Aug,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2600,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,VW,Urban,Friday,Sep,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2601,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Tuesday,Nov,1,Female,Married,67,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2602,1,500,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Pontiac,Urban,Wednesday,Sep,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2603,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Mazda,Urban,Monday,Oct,1,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2604,5,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Toyota,Urban,Thursday,Nov,1,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2605,8,700,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Wednesday,Nov,1,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2606,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Mazda,Urban,Thursday,Nov,1,Male,Married,47,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2607,2,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,2,Wednesday,Chevrolet,Urban,Monday,Nov,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2608,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Toyota,Urban,Friday,Nov,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2609,9,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Toyota,Urban,Friday,Dec,3,Male,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2610,5,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Chevrolet,Urban,Tuesday,Dec,4,Female,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2611,3,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Mazda,Urban,Thursday,Mar,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2612,4,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Chevrolet,Urban,Wednesday,Apr,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2613,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Honda,Urban,Monday,Apr,1,Male,Single,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2614,8,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,VW,Rural,Friday,Apr,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2615,6,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Mazda,Urban,Thursday,May,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2616,2,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Toyota,Urban,Thursday,May,2,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2617,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Toyota,Urban,Monday,Apr,3,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2618,14,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Honda,Urban,Monday,May,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2619,2,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Honda,Urban,Thursday,Jun,2,Male,Married,49,Third Party,Sport - Collision,Sport,more than 69000,0,2620,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,2,Monday,Honda,Urban,Friday,Jun,3,Female,Single,35,Third Party,Sport - Collision,Sport,more than 69000,0,2621,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,3,Saturday,Honda,Urban,Thursday,Jul,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2622,5,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,BMW,Urban,Wednesday,Jul,3,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2623,5,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Mazda,Urban,Wednesday,Jul,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2624,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Pontiac,Urban,Friday,Jul,5,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2625,16,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Accura,Urban,Wednesday,Aug,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2626,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Toyota,Urban,Thursday,Aug,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2627,13,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Toyota,Urban,Friday,Apr,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,2628,12,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Pontiac,Urban,Monday,Aug,2,Male,Married,75,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2629,11,400,1,more than 30,more than 30,1,more than 7,over 65,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Pontiac,Urban,Monday,Nov,3,Male,Married,64,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2630,7,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Honda,Urban,Wednesday,Nov,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2631,5,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2632,11,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Pontiac,Urban,Wednesday,Sep,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2633,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Honda,Urban,Thursday,Aug,5,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2634,16,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Toyota,Urban,Friday,Aug,1,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2635,15,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Toyota,Urban,Tuesday,Sep,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2636,8,700,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Wednesday,Apr,1,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2637,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Sunday,Honda,Urban,Tuesday,Aug,5,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2638,12,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Monday,Pontiac,Urban,Monday,Aug,3,Male,Married,72,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2639,12,400,3,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Toyota,Rural,Thursday,Sep,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2640,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Pontiac,Urban,Monday,Aug,2,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2641,3,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Honda,Urban,Tuesday,Apr,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,2642,2,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Pontiac,Rural,Thursday,Jun,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2643,3,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Pontiac,Urban,Thursday,Jun,1,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2644,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Mazda,Urban,Monday,May,5,Male,Single,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2645,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Pontiac,Urban,Friday,Jun,1,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2646,4,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,Pontiac,Urban,Thursday,May,1,Female,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2647,2,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Mazda,Urban,Monday,Jun,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2648,15,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Mazda,Urban,Monday,Apr,1,Female,Single,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2649,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Tuesday,Apr,1,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2650,8,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2651,2,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Friday,Mar,5,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2652,11,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Toyota,Urban,Friday,Mar,4,Female,Single,27,Third Party,Sedan - Liability,Sport,more than 69000,0,2653,11,500,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Honda,Rural,Tuesday,Dec,4,Male,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2654,5,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Accura,Urban,Wednesday,Jan,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2655,8,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Urban,Saturday,Dec,3,Female,Single,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2656,14,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Honda,Urban,Monday,Nov,4,Male,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2657,11,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Toyota,Urban,Thursday,Dec,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2658,2,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,VW,Urban,Friday,Nov,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2659,13,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Honda,Urban,Tuesday,Nov,2,Male,Married,63,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2660,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Pontiac,Urban,Friday,Nov,1,Male,Married,62,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2661,7,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Tuesday,Toyota,Urban,Tuesday,Nov,2,Male,Married,57,Third Party,Sedan - Collision,Sedan,more than 69000,0,2662,10,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Pontiac,Urban,Tuesday,Oct,4,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2663,6,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Toyota,Urban,Tuesday,Oct,3,Male,Married,64,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2664,12,400,1,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Pontiac,Urban,Monday,Oct,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2665,16,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Honda,Urban,Wednesday,Nov,3,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2666,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Mazda,Rural,Monday,Oct,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2667,3,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,59,Third Party,Sedan - Collision,Sedan,more than 69000,0,2668,1,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Pontiac,Urban,Wednesday,Nov,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2669,15,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Honda,Urban,Monday,Apr,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2670,12,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Toyota,Urban,Tuesday,Oct,2,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2671,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Toyota,Urban,Tuesday,Sep,3,Male,Married,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2672,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Pontiac,Urban,Friday,Sep,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2673,1,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Mazda,Urban,Thursday,Aug,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2674,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Toyota,Urban,Thursday,Sep,4,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2675,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Pontiac,Urban,Monday,Aug,2,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2676,16,400,4,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Pontiac,Urban,Friday,Aug,1,Male,Married,21,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2677,9,400,2,8 to 15,15 to 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Ford,Rural,Thursday,Apr,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2678,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Pontiac,Urban,Monday,Aug,1,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2679,8,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Pontiac,Rural,Thursday,Sep,1,Female,Divorced,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2680,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Saab,Urban,Thursday,Aug,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2681,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Toyota,Rural,Tuesday,Jul,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2682,15,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Mazda,Rural,Tuesday,Jul,1,Male,Single,25,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2683,3,400,1,more than 30,more than 30,none,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2684,13,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Mazda,Urban,Wednesday,Apr,2,Male,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,2685,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,4,Sunday,Pontiac,Rural,Thursday,Jul,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2686,3,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Pontiac,Urban,Monday,Jun,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2687,9,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Pontiac,Urban,Monday,Jun,3,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2688,11,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Toyota,Urban,Monday,Jun,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2689,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Honda,Rural,Monday,Jun,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2690,14,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Honda,Urban,Tuesday,Apr,2,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2691,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Toyota,Urban,Tuesday,Jun,3,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2692,6,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Accura,Rural,Thursday,Jun,1,Male,Married,65,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2693,16,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,4,Monday,Pontiac,Urban,Wednesday,May,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2694,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Pontiac,Rural,Monday,Jun,3,Male,Single,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2695,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Honda,Urban,Friday,Jun,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2696,10,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Tuesday,May,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2697,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Toyota,Urban,Tuesday,May,1,Female,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2698,8,700,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Mazda,Urban,Monday,May,1,Male,Married,70,Third Party,Sport - Collision,Sport,more than 69000,0,2699,11,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,5,Thursday,Toyota,Urban,Monday,May,1,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2700,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Chevrolet,Urban,Thursday,Apr,4,Male,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,2701,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Honda,Rural,Tuesday,Aug,1,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2702,10,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Toyota,Urban,Tuesday,Feb,2,Female,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2703,2,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Toyota,Urban,Friday,Sep,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2704,16,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,VW,Urban,Thursday,Sep,3,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2705,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Honda,Urban,Friday,Dec,1,Male,Married,26,Third Party,Sport - Collision,Sport,more than 69000,0,2706,15,400,2,15 to 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,5,Tuesday,Chevrolet,Urban,Wednesday,Nov,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2707,8,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Pontiac,Urban,Monday,Apr,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2708,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Sunday,Pontiac,Urban,Monday,Aug,2,Female,Single,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2709,4,400,4,more than 30,more than 30,none,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Honda,Urban,Monday,Sep,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2710,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Chevrolet,Rural,Thursday,Sep,2,Female,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2711,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Thursday,Oct,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2712,8,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Mazda,Urban,Monday,Oct,3,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2713,3,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Wednesday,Chevrolet,Urban,Thursday,Dec,2,Male,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2714,2,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,VW,Urban,Wednesday,Apr,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2715,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Toyota,Urban,Tuesday,Jan,3,Female,Married,39,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2716,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Pontiac,Urban,Tuesday,Oct,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2717,6,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Sunday,Toyota,Urban,Thursday,Feb,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2718,4,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Honda,Urban,Friday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2719,4,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Toyota,Urban,Monday,Jan,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2720,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Mazda,Urban,Tuesday,Feb,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2721,2,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Dodge,Urban,Thursday,Jun,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2722,15,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Mazda,Urban,Monday,Dec,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2723,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Saab,Urban,Thursday,Jul,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2724,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Ford,Urban,Tuesday,Jun,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2725,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Honda,Urban,Monday,Mar,3,Female,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2726,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Pontiac,Urban,Monday,Mar,3,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2727,9,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Honda,Urban,Monday,Apr,1,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2728,2,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Honda,Urban,Thursday,May,2,Male,Married,59,Third Party,Sport - Collision,Sport,more than 69000,0,2729,3,700,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,3,Thursday,Mercury,Urban,Friday,Apr,5,Male,Single,42,Policy Holder,Utility - All Perils,Utility,30000 to 39000,0,2730,8,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,2,Saturday,Honda,Rural,Monday,Apr,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2731,6,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2732,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Honda,Urban,Wednesday,Apr,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2733,1,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Mazda,Urban,Wednesday,May,3,Male,Single,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2734,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Mazda,Urban,Wednesday,Mar,5,Male,Married,47,Policy Holder,Utility - Liability,Utility,more than 69000,0,2735,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Jun,1,Monday,Toyota,Urban,Tuesday,Jun,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2736,5,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Pontiac,Urban,Wednesday,Apr,2,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2737,16,400,1,more than 30,more than 30,none,7 years,31 to 35,Yes,Yes,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Mazda,Urban,Friday,Jun,5,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2738,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Ford,Rural,Saturday,Jul,1,Female,Single,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2739,4,400,2,more than 30,more than 30,none,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Accura,Rural,Monday,Jul,2,Female,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2740,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Pontiac,Rural,Monday,Oct,3,Female,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2741,15,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Toyota,Urban,Thursday,Oct,4,Male,Single,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2742,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Toyota,Urban,Monday,Nov,3,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2743,3,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Pontiac,Rural,Tuesday,Nov,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2744,6,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Mazda,Urban,Wednesday,Oct,4,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2745,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Toyota,Urban,Friday,Jul,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2746,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Honda,Urban,Thursday,Jul,1,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2747,6,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Toyota,Urban,Tuesday,Jun,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2748,4,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Mazda,Urban,Monday,Apr,1,Female,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2749,5,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,Yes,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Toyota,Urban,Thursday,Mar,5,Female,Single,18,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2750,7,400,4,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Honda,Urban,Wednesday,Apr,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2751,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Toyota,Urban,Tuesday,Mar,4,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2752,15,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Toyota,Urban,Monday,Oct,1,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2753,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Saturday,Honda,Urban,Monday,Oct,1,Male,Single,36,Third Party,Sedan - Liability,Sport,more than 69000,0,2754,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Pontiac,Urban,Monday,May,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2755,13,500,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Toyota,Urban,Friday,May,2,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2756,16,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Chevrolet,Urban,Tuesday,Apr,2,Female,Divorced,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2757,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Toyota,Urban,Tuesday,Apr,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2758,14,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Toyota,Urban,Thursday,Mar,2,Female,Married,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2759,12,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Pontiac,Rural,Wednesday,Nov,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2760,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Urban,Thursday,Dec,5,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2761,9,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Honda,Urban,Friday,Jan,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2762,16,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Mazda,Urban,Sunday,May,1,Male,Married,29,Third Party,Sport - Collision,Sport,more than 69000,0,2763,9,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,1,Tuesday,Pontiac,Rural,Tuesday,Mar,1,Male,Married,63,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2764,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Honda,Urban,Friday,Mar,1,Female,Married,67,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2765,9,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Ford,Urban,Friday,Feb,2,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2766,11,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Wednesday,Sep,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2767,3,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Honda,Urban,Monday,Aug,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2768,11,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Mazda,Urban,Monday,Aug,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2769,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Honda,Urban,Thursday,Dec,1,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2770,1,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,Mazda,Urban,Wednesday,Dec,2,Male,Married,26,Policy Holder,Sport - Collision,Sport,more than 69000,0,2771,8,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,5,Monday,Mazda,Urban,Wednesday,Jun,1,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2772,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Honda,Urban,Friday,Jun,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2773,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Pontiac,Urban,Friday,Jul,5,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2774,14,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Toyota,Urban,Thursday,Sep,5,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2775,7,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Wednesday,Toyota,Rural,Wednesday,Sep,2,Female,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2776,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Mazda,Urban,Friday,Sep,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2777,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Urban,Tuesday,Nov,1,Female,Married,50,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2778,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Pontiac,Urban,Wednesday,Nov,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2779,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Chevrolet,Urban,Thursday,Dec,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2780,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Pontiac,Urban,Friday,Nov,4,Female,Single,45,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2781,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Pontiac,Urban,Monday,Nov,5,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2782,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Honda,Urban,Tuesday,Nov,5,Male,Married,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2783,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Chevrolet,Urban,Wednesday,Dec,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,2784,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,VW,Urban,Tuesday,Jun,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,2785,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Toyota,Urban,Wednesday,Aug,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2786,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Toyota,Urban,Tuesday,Aug,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2787,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Friday,Pontiac,Urban,Friday,Aug,2,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2788,3,400,3,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Saturn,Urban,Tuesday,Apr,3,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2789,1,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Toyota,Urban,Friday,Apr,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2790,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Honda,Urban,Tuesday,Aug,4,Male,Single,32,Policy Holder,Sport - Collision,Sport,more than 69000,0,2791,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,1,Tuesday,Pontiac,Urban,Tuesday,Sep,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2792,6,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Pontiac,Urban,Thursday,Oct,1,Male,Married,21,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2793,6,400,4,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Ford,Urban,Tuesday,Oct,1,Male,Single,34,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2794,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,4,Saturday,Pontiac,Urban,Monday,Nov,4,Male,Married,68,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2795,11,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Chevrolet,Urban,Wednesday,Apr,2,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2796,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Thursday,Honda,Urban,Monday,Dec,1,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2797,14,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Toyota,Urban,Friday,Dec,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2798,5,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Honda,Urban,Tuesday,Dec,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2799,6,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Pontiac,Urban,Thursday,Dec,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2800,2,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Pontiac,Urban,Tuesday,Dec,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2801,8,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Mazda,Urban,Monday,Dec,1,Male,Married,29,Third Party,Sport - Collision,Sport,more than 69000,0,2802,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,2,Tuesday,Chevrolet,Rural,Monday,Apr,3,Male,Married,79,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2803,10,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Honda,Urban,Saturday,Oct,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2804,14,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Pontiac,Urban,Tuesday,Oct,5,Male,Single,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2805,15,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Ford,Urban,Tuesday,Apr,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2806,15,500,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Chevrolet,Urban,Wednesday,Sep,3,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2807,16,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Pontiac,Urban,Thursday,Sep,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2808,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Accura,Rural,Wednesday,Apr,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,2809,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Accura,Urban,Friday,Sep,1,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2810,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Chevrolet,Urban,Thursday,Aug,4,Female,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2811,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Honda,Urban,Wednesday,Aug,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2812,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Thursday,Toyota,Urban,Monday,Sep,1,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2813,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Chevrolet,Urban,Wednesday,Aug,4,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2814,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Mazda,Urban,Monday,Aug,4,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2815,11,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Urban,Monday,Sep,1,Female,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,2816,16,400,2,more than 30,more than 30,none,5 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,2,Tuesday,Accura,Urban,Friday,Aug,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2817,11,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Chevrolet,Urban,Thursday,Aug,4,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2818,11,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Pontiac,Urban,Monday,Dec,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2819,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,Pontiac,Urban,Monday,Dec,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2820,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Chevrolet,Urban,Friday,Apr,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,2821,12,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Pontiac,Urban,Thursday,Apr,4,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2822,11,700,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Toyota,Urban,Monday,Dec,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2823,12,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Toyota,Urban,Monday,Dec,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2824,7,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Pontiac,Urban,Friday,Dec,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2825,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Pontiac,Rural,Monday,Dec,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2826,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Saab,Urban,Thursday,Nov,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2827,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,VW,Urban,Thursday,Oct,3,Female,Single,23,Policy Holder,Sedan - Liability,Sport,less than 20000,0,2828,6,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Chevrolet,Urban,Monday,Sep,3,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2829,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Chevrolet,Urban,Friday,Sep,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2830,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Pontiac,Urban,Friday,Sep,1,Male,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2831,16,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Toyota,Urban,Thursday,Sep,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2832,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Accura,Urban,Wednesday,Aug,5,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2833,8,400,2,15 to 30,15 to 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Honda,Urban,Tuesday,Jul,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2834,12,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Honda,Urban,Tuesday,Jul,4,Female,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2835,7,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Mazda,Urban,Wednesday,Jul,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2836,2,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,VW,Urban,Thursday,Jul,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2837,9,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Saab,Urban,Thursday,Jun,4,Female,Married,80,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2838,5,400,1,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Sunday,Toyota,Urban,Monday,Dec,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2839,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Pontiac,Urban,Thursday,Jan,1,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2840,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Monday,Apr,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2841,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,5 to 8,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Chevrolet,Urban,Tuesday,Feb,3,Male,Single,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2842,5,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2843,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Chevrolet,Urban,Friday,Feb,2,Male,Single,45,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2844,12,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Toyota,Urban,Wednesday,Feb,1,Male,Married,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2845,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Chevrolet,Urban,Tuesday,Jan,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,more than 69000,0,2846,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Mazda,Urban,Tuesday,Feb,2,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2847,7,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Toyota,Urban,Wednesday,Mar,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2848,6,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,VW,Urban,Tuesday,Feb,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2849,15,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Mar,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2850,3,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Accura,Rural,Saturday,Jan,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2851,2,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Honda,Urban,Thursday,May,3,Male,Married,51,Policy Holder,Sport - Collision,Sport,more than 69000,1,2852,8,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,2,Tuesday,Ford,Urban,Thursday,May,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2853,4,700,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Toyota,Urban,Friday,Apr,1,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2854,8,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Mazda,Urban,Thursday,Mar,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2855,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Toyota,Urban,Wednesday,Apr,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2856,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Pontiac,Urban,Friday,Apr,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,2857,12,500,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,2 to 3 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Pontiac,Urban,Wednesday,Apr,1,Male,Single,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2858,8,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Friday,Pontiac,Urban,Monday,Apr,2,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2859,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Toyota,Urban,Thursday,Oct,2,Female,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2860,3,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Chevrolet,Urban,Thursday,Apr,3,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2861,4,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2862,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Tuesday,Apr,1,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2863,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,2864,8,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Pontiac,Urban,Thursday,Jun,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2865,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Honda,Urban,Friday,Nov,1,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2866,10,400,4,more than 30,more than 30,none,4 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Toyota,Urban,Monday,Dec,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2867,2,400,2,more than 30,more than 30,1,5 years,31 to 35,No,Yes,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Pontiac,Urban,Wednesday,Apr,4,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2868,8,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Pontiac,Urban,Friday,Nov,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2869,10,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Honda,Urban,Thursday,Dec,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2870,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Pontiac,Urban,Tuesday,Sep,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2871,5,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Pontiac,Urban,Monday,May,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2872,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2873,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Honda,Urban,Monday,Aug,1,Male,Single,0,Policy Holder,Sport - All Perils,Sport,more than 69000,0,2874,14,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+May,2,Tuesday,Mazda,Urban,Monday,May,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2875,5,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Honda,Urban,Tuesday,Jun,2,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,2876,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Ford,Urban,Friday,Jul,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,2877,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Honda,Urban,Monday,Aug,2,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2878,14,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Pontiac,Urban,Thursday,Jun,3,Female,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2879,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Toyota,Urban,Tuesday,Jul,3,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2880,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Nisson,Urban,Wednesday,Dec,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2881,15,400,2,8 to 15,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Chevrolet,Urban,Thursday,Aug,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2882,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Ford,Urban,Friday,Jul,4,Male,Single,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2883,5,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Toyota,Urban,Wednesday,Aug,4,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2884,9,400,4,8 to 15,15 to 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Rural,Wednesday,Aug,2,Male,Married,38,Third Party,Utility - All Perils,Utility,40000 to 59000,0,2885,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,3,Friday,Pontiac,Urban,Monday,Apr,3,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2886,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Toyota,Urban,Monday,Sep,1,Female,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2887,14,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Mazda,Urban,Friday,Aug,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2888,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Mazda,Urban,Wednesday,Oct,1,Male,Single,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2889,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Pontiac,Rural,Tuesday,Sep,4,Male,Single,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,2890,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Honda,Urban,Wednesday,Nov,3,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2891,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Toyota,Urban,Wednesday,Dec,3,Male,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2892,7,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Chevrolet,Rural,Wednesday,Dec,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2893,9,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Honda,Urban,Wednesday,Dec,2,Female,Single,32,Third Party,Sport - Collision,Sport,more than 69000,0,2894,11,400,3,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,1,Saturday,Mazda,Urban,Wednesday,Apr,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2895,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Mazda,Rural,Thursday,May,2,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2896,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Chevrolet,Urban,Friday,Apr,4,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2897,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Mazda,Urban,Wednesday,May,1,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2898,8,400,1,more than 30,more than 30,more than 4,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Toyota,Urban,Wednesday,May,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2899,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Chevrolet,Urban,Friday,Jun,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2900,9,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Chevrolet,Urban,Wednesday,Oct,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2901,5,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Accura,Urban,Thursday,Nov,2,Male,Married,52,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2902,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,2,Friday,Pontiac,Urban,Monday,Oct,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2903,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Accura,Urban,Friday,Dec,3,Male,Married,74,Policy Holder,Utility - All Perils,Utility,more than 69000,0,2904,4,400,2,more than 30,more than 30,none,7 years,over 65,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,1,Friday,Pontiac,Urban,Tuesday,Aug,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2905,16,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,VW,Urban,Friday,Aug,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2906,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Honda,Urban,Tuesday,Aug,1,Female,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2907,11,400,1,more than 30,more than 30,1,3 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Honda,Rural,Monday,Jul,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2908,14,500,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Pontiac,Rural,Wednesday,May,3,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2909,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Toyota,Rural,Thursday,Jun,4,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,2910,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2911,5,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Pontiac,Urban,Tuesday,Apr,3,Male,Single,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2912,3,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Pontiac,Urban,Wednesday,Apr,3,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2913,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Toyota,Rural,Wednesday,Apr,1,Female,Single,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2914,6,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Honda,Urban,Tuesday,Apr,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2915,16,700,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Pontiac,Rural,Tuesday,Nov,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2916,16,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Mazda,Urban,Monday,Nov,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2917,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Toyota,Rural,Tuesday,Apr,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2918,5,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Wednesday,Oct,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2919,14,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Pontiac,Urban,Monday,Oct,4,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2920,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Chevrolet,Urban,Tuesday,Oct,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2921,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Toyota,Urban,Friday,Oct,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2922,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Ford,Rural,Monday,May,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2923,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2924,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Mazda,Urban,Wednesday,Aug,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2925,5,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Pontiac,Urban,Friday,Aug,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2926,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Accura,Urban,Wednesday,Jul,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2927,10,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Mazda,Urban,Monday,Jul,3,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2928,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Thursday,Jul,3,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2929,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Toyota,Urban,Monday,Jul,2,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2930,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Honda,Urban,Wednesday,Jul,2,Female,Married,42,Third Party,Sport - Collision,Sport,more than 69000,0,2931,10,400,4,1 to 7,15 to 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,1,Saturday,Saab,Urban,Wednesday,Jul,1,Male,Married,27,Third Party,Sedan - Collision,Sedan,more than 69000,0,2932,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Toyota,Urban,Wednesday,Jul,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2933,11,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Honda,Urban,Wednesday,Jun,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2934,13,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Mazda,Urban,Wednesday,Jun,4,Male,Single,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2935,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Mazda,Urban,Tuesday,Jun,3,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,2936,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Sunday,Pontiac,Urban,Monday,May,4,Male,Married,78,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2937,8,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Mazda,Urban,Monday,May,1,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2938,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Sunday,Honda,Urban,Wednesday,Apr,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,2939,8,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Accura,Urban,Wednesday,Jan,3,Male,Single,52,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2940,5,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Honda,Urban,Wednesday,Nov,5,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,2941,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Pontiac,Urban,Thursday,Dec,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2942,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Monday,VW,Urban,Wednesday,Nov,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2943,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Accura,Urban,Monday,Dec,2,Male,Married,45,Third Party,Utility - All Perils,Utility,more than 69000,0,2944,14,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,1,Tuesday,Toyota,Urban,Wednesday,Jul,1,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2945,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Chevrolet,Urban,Friday,Jul,5,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2946,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,VW,Urban,Friday,Aug,4,Male,Single,65,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,2947,2,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Toyota,Urban,Monday,Apr,2,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2948,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Toyota,Urban,Monday,Mar,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2949,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Chevrolet,Urban,Monday,Mar,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,2950,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Mazda,Urban,Thursday,Apr,4,Male,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2951,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Honda,Rural,Wednesday,Mar,1,Male,Single,0,Policy Holder,Sport - Collision,Sport,more than 69000,0,2952,2,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,4,Friday,Honda,Urban,Monday,Feb,5,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2953,7,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Mazda,Urban,Wednesday,Apr,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,2954,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Thursday,Dec,3,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2955,8,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Chevrolet,Urban,Thursday,Dec,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,2956,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Mazda,Urban,Friday,Mar,4,Female,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2957,10,400,1,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2958,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,VW,Urban,Thursday,Dec,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2959,13,500,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Pontiac,Urban,Thursday,May,3,Female,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2960,16,400,4,more than 30,more than 30,none,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Mazda,Urban,Thursday,Dec,3,Male,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2961,5,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Chevrolet,Urban,Monday,Dec,3,Female,Married,46,Third Party,Sedan - All Perils,Sedan,more than 69000,0,2962,2,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Honda,Urban,Thursday,Apr,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,2963,16,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Toyota,Rural,Thursday,Apr,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,2964,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Chevrolet,Urban,Wednesday,Aug,5,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2965,11,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Mazda,Urban,Wednesday,Oct,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2966,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Toyota,Urban,Tuesday,Oct,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2967,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Honda,Urban,Tuesday,Apr,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,1,2968,11,400,4,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Pontiac,Rural,Wednesday,May,1,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2969,11,400,1,none,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Dodge,Urban,Thursday,Apr,4,Male,Married,64,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2970,6,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Honda,Urban,Tuesday,Dec,2,Male,Single,77,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2971,11,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Mazda,Urban,Tuesday,Dec,2,Female,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2972,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Sunday,Chevrolet,Urban,Wednesday,Dec,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2973,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Honda,Urban,Wednesday,May,2,Male,Married,30,Policy Holder,Sport - Collision,Sport,more than 69000,1,2974,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,1,Tuesday,Toyota,Urban,Wednesday,Dec,2,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2975,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Chevrolet,Urban,Tuesday,Oct,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2976,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Mazda,Urban,Tuesday,Sep,1,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2977,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Toyota,Urban,Wednesday,Sep,2,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2978,4,400,4,15 to 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Pontiac,Urban,Monday,Sep,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2979,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Toyota,Urban,Monday,May,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2980,10,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Chevrolet,Urban,Friday,Mar,1,Male,Married,56,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2981,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,VW,Urban,Saturday,Dec,3,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2982,16,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Honda,Urban,Friday,Dec,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,2983,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Toyota,Urban,Wednesday,Feb,1,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,2984,15,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Mazda,Rural,Wednesday,Mar,1,Male,Single,27,Policy Holder,Sport - Collision,Sport,more than 69000,0,2985,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,1,Wednesday,Chevrolet,Urban,Friday,Mar,1,Female,Married,46,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2986,4,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Chevrolet,Urban,Wednesday,Mar,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2987,1,400,1,none,8 to 15,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Pontiac,Urban,Monday,Mar,5,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,2988,2,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Toyota,Urban,Wednesday,Apr,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2989,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Mazda,Urban,Monday,Oct,1,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,2990,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Honda,Urban,Monday,May,5,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2991,11,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Toyota,Urban,Monday,Mar,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2992,5,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Honda,Urban,Wednesday,Jul,1,Male,Single,62,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,2993,9,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Mazda,Rural,Wednesday,Nov,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,2994,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Mazda,Urban,Friday,Nov,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,2995,16,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,VW,Urban,Tuesday,Apr,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,2996,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Pontiac,Rural,Tuesday,May,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,2997,16,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Pontiac,Rural,Friday,May,1,Male,Married,64,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,2998,7,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Pontiac,Urban,Wednesday,May,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,2999,10,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Pontiac,Urban,Thursday,May,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3000,2,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Mazda,Urban,Friday,Jun,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3001,3,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Toyota,Rural,Thursday,May,4,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3002,11,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Chevrolet,Rural,Thursday,Jun,5,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3003,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Mazda,Urban,Wednesday,Jun,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3004,1,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,1 year,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Mazda,Urban,Thursday,Aug,1,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3005,16,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Sunday,Honda,Urban,Thursday,Sep,1,Male,Married,54,Policy Holder,Sport - Collision,Sport,more than 69000,0,3006,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,4,Saturday,Mazda,Urban,Tuesday,Aug,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3007,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Pontiac,Urban,Tuesday,Sep,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3008,13,700,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Accura,Urban,Wednesday,Sep,4,Male,Married,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3009,4,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Pontiac,Urban,Monday,Sep,3,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3010,13,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Pontiac,Urban,Monday,May,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3011,10,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Ford,Urban,Wednesday,Oct,1,Male,Married,66,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3012,15,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Honda,Rural,Thursday,Oct,4,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3013,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Accura,Urban,Thursday,Nov,4,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3014,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Mazda,Urban,Tuesday,May,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3015,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Pontiac,Urban,Tuesday,Jun,1,Female,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3016,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Toyota,Urban,Saturday,Sep,4,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3017,2,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Toyota,Urban,Wednesday,Aug,4,Male,Married,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3018,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Honda,Urban,Monday,May,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3019,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Wednesday,Jul,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3020,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Mazda,Urban,Wednesday,Jul,2,Male,Married,71,Third Party,Sedan - Collision,Sedan,more than 69000,0,3021,8,400,1,more than 30,more than 30,none,6 years,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Chevrolet,Urban,Tuesday,Sep,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3022,15,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Mazda,Urban,Tuesday,Aug,5,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3023,15,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Toyota,Urban,Thursday,Sep,1,Female,Single,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3024,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Chevrolet,Urban,Monday,Sep,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3025,8,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Toyota,Urban,Wednesday,Dec,5,Male,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3026,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Honda,Urban,Tuesday,Nov,5,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3027,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Toyota,Urban,Monday,Sep,2,Male,Single,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3028,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Mazda,Urban,Wednesday,Sep,1,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3029,2,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Urban,Thursday,Sep,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3030,7,400,3,more than 30,more than 30,none,4 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Mercury,Urban,Tuesday,Sep,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3031,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Mazda,Urban,Thursday,Sep,3,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3032,13,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Chevrolet,Urban,Friday,Jul,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,3033,10,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Honda,Urban,Monday,Oct,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3034,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Mazda,Urban,Thursday,Sep,5,Female,Married,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3035,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Pontiac,Rural,Friday,Sep,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3036,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Honda,Urban,Tuesday,Dec,1,Male,Married,53,Policy Holder,Sport - Collision,Sport,more than 69000,0,3037,10,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,4,Friday,Toyota,Urban,Tuesday,Apr,4,Male,Married,39,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3038,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Chevrolet,Urban,Friday,Oct,1,Female,Married,47,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3039,8,700,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Pontiac,Urban,Monday,Sep,2,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3040,3,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Mazda,Urban,Friday,Sep,2,Female,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3041,12,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Tuesday,Apr,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3042,9,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Ford,Urban,Monday,Sep,2,Male,Married,71,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3043,3,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Wednesday,Mazda,Urban,Thursday,Sep,2,Female,Single,44,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3044,8,400,2,more than 30,more than 30,none,more than 7,36 to 40,Yes,No,Internal,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Tuesday,Apr,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3045,2,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Pontiac,Urban,Tuesday,Aug,4,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3046,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Mazda,Urban,Wednesday,Sep,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3047,1,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Chevrolet,Urban,Wednesday,May,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3048,10,400,2,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Pontiac,Urban,Thursday,Dec,4,Male,Single,18,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3049,8,400,3,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Honda,Urban,Wednesday,Sep,4,Female,Single,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3050,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Honda,Urban,Thursday,Sep,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3051,4,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Pontiac,Urban,Monday,Sep,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3052,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Mazda,Urban,Monday,Aug,1,Male,Single,26,Third Party,Sport - Collision,Sport,more than 69000,0,3053,2,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,4,Friday,Pontiac,Urban,Friday,Jun,3,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3054,6,400,4,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Honda,Urban,Monday,Jul,3,Female,Single,21,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3055,1,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Mazda,Urban,Wednesday,Feb,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3056,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Friday,Mar,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3057,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Pontiac,Urban,Thursday,May,4,Male,Married,32,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,3058,8,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Monday,Pontiac,Urban,Monday,Jul,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3059,16,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Toyota,Urban,Monday,May,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3060,12,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Sunday,Pontiac,Urban,Tuesday,May,1,Male,Married,76,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3061,6,500,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Toyota,Rural,Tuesday,May,1,Male,Married,73,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3062,13,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Mazda,Urban,Monday,May,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3063,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Toyota,Urban,Monday,May,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3064,14,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Accura,Urban,Tuesday,May,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3065,11,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Accura,Rural,Wednesday,May,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3066,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Chevrolet,Urban,Wednesday,Apr,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3067,3,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Mazda,Urban,Tuesday,May,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3068,8,400,2,more than 30,more than 30,1,6 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Pontiac,Urban,Monday,Jan,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3069,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Chevrolet,Urban,Friday,Dec,4,Male,Married,41,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3070,4,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,4,Thursday,Honda,Urban,Wednesday,Dec,5,Male,Married,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3071,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Urban,Tuesday,Dec,3,Female,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3072,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Mazda,Urban,Friday,Dec,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3073,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Toyota,Urban,Monday,Oct,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3074,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Thursday,Sep,5,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3075,4,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Honda,Urban,Monday,Sep,3,Female,Divorced,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3076,9,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Mazda,Urban,Tuesday,Sep,1,Female,Single,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3077,1,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Mazda,Urban,Thursday,Sep,3,Male,Married,67,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3078,11,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Toyota,Urban,Friday,May,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3079,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Chevrolet,Urban,Monday,Aug,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3080,12,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Toyota,Urban,Monday,Jul,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3081,16,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Honda,Urban,Thursday,Jul,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3082,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Toyota,Urban,Wednesday,Jul,4,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3083,8,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Pontiac,Urban,Monday,Jul,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3084,8,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Pontiac,Urban,Monday,Jun,2,Female,Single,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3085,14,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Toyota,Urban,Thursday,Jun,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3086,12,400,3,none,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Honda,Urban,Thursday,May,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3087,5,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Toyota,Rural,Tuesday,Apr,4,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3088,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Toyota,Urban,Wednesday,May,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3089,1,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Toyota,Urban,Wednesday,Apr,3,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3090,4,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Honda,Urban,Wednesday,May,1,Male,Married,49,Third Party,Sport - Collision,Sport,more than 69000,0,3091,15,400,1,8 to 15,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,4,Saturday,Toyota,Urban,Monday,Jun,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3092,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Mazda,Urban,Wednesday,Oct,3,Male,Married,27,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3093,3,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,2,Saturday,Honda,Rural,Tuesday,May,2,Male,Single,69,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3094,6,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Pontiac,Urban,Tuesday,May,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3095,16,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Sunday,Pontiac,Urban,Tuesday,May,1,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3096,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Honda,Urban,Thursday,Feb,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3097,15,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Pontiac,Urban,Tuesday,May,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3098,16,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3099,4,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Wednesday,Mar,1,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3100,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Monday,Toyota,Urban,Tuesday,Mar,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3101,16,700,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Honda,Urban,Wednesday,Apr,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3102,12,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Toyota,Urban,Friday,Dec,3,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3103,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Toyota,Urban,Friday,Dec,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3104,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Mazda,Urban,Thursday,Dec,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3105,16,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Toyota,Urban,Wednesday,Dec,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3106,3,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Ford,Urban,Thursday,Dec,4,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3107,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,VW,Urban,Monday,Dec,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3108,6,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Toyota,Urban,Thursday,Dec,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3109,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Pontiac,Urban,Wednesday,Dec,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3110,5,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Toyota,Rural,Friday,Dec,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3111,6,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Chevrolet,Urban,Tuesday,Dec,4,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3112,13,500,4,more than 30,more than 30,1,more than 7,51 to 65,Yes,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Toyota,Urban,Thursday,Dec,4,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3113,3,400,3,more than 30,more than 30,none,4 years,21 to 25,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Pontiac,Urban,Monday,Dec,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3114,16,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Honda,Urban,Monday,Dec,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3115,8,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Mazda,Urban,Friday,Jul,5,Male,Married,74,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3116,15,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Honda,Urban,Thursday,Jun,3,Male,Single,20,Third Party,Sport - Collision,Sport,more than 69000,0,3117,12,400,4,more than 30,more than 30,none,3 years,21 to 25,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sport - Collision,TRUE
+Apr,4,Monday,Accura,Urban,Tuesday,May,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3118,7,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Monday,Mazda,Urban,Thursday,Mar,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3119,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Pontiac,Urban,Monday,Nov,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3120,3,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Pontiac,Urban,Friday,Oct,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3121,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Toyota,Urban,Friday,Jun,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3122,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Pontiac,Urban,Monday,Jun,3,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3123,5,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Honda,Urban,Friday,Nov,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3124,2,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Mazda,Urban,Monday,Jan,5,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3125,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Pontiac,Urban,Monday,May,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3126,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Toyota,Urban,Thursday,Jun,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3127,10,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Chevrolet,Rural,Monday,May,4,Male,Married,45,Third Party,Sedan - Collision,Sedan,more than 69000,0,3128,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Honda,Rural,Wednesday,May,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3129,13,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Honda,Urban,Monday,May,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3130,8,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,VW,Urban,Monday,Jul,1,Male,Single,34,Third Party,Sedan - Liability,Sport,more than 69000,0,3131,6,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Toyota,Urban,Tuesday,Apr,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,3132,6,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Sunday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3133,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Pontiac,Urban,Monday,Jul,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3134,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Toyota,Urban,Tuesday,Aug,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3135,4,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Honda,Urban,Tuesday,Aug,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3136,2,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Chevrolet,Urban,Friday,Sep,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3137,3,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Toyota,Urban,Wednesday,Sep,4,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3138,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Chevrolet,Urban,Wednesday,Oct,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3139,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Pontiac,Rural,Friday,Oct,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3140,16,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Mazda,Rural,Thursday,May,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3141,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Thursday,Oct,4,Male,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3142,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Toyota,Urban,Tuesday,May,3,Female,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3143,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Toyota,Urban,Thursday,Nov,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3144,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Honda,Urban,Monday,Jan,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3145,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Pontiac,Urban,Monday,Jan,1,Male,Married,61,Third Party,Sedan - Liability,Sport,more than 69000,0,3146,7,400,4,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Toyota,Urban,Friday,May,3,Female,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3147,12,400,2,more than 30,more than 30,none,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Toyota,Urban,Monday,May,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3148,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Honda,Urban,Tuesday,May,2,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3149,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Honda,Urban,Wednesday,Nov,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3150,2,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,VW,Rural,Wednesday,Jun,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3151,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Toyota,Rural,Thursday,Sep,1,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3152,6,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Toyota,Urban,Tuesday,Jul,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3153,11,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Wednesday,Jul,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3154,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3155,4,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Mazda,Urban,Wednesday,Dec,4,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3156,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Honda,Urban,Friday,May,1,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,3157,8,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Pontiac,Urban,Friday,Aug,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3158,3,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Chevrolet,Urban,Friday,Sep,3,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3159,6,400,1,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Mazda,Urban,Tuesday,Sep,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3160,8,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Tuesday,Sep,3,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3161,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Honda,Urban,Tuesday,Sep,3,Female,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3162,16,400,3,more than 30,more than 30,2 to 4,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3163,16,700,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Sunday,Honda,Urban,Monday,Nov,4,Male,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3164,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Mazda,Urban,Friday,Mar,2,Male,Married,36,Policy Holder,Sport - Collision,Sport,more than 69000,0,3165,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,2,Saturday,Pontiac,Urban,Monday,Mar,4,Male,Single,20,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3166,15,400,3,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Toyota,Urban,Friday,Mar,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3167,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Pontiac,Urban,Thursday,Dec,5,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3168,9,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,VW,Rural,Friday,Mar,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3169,12,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,VW,Urban,Monday,Jan,2,Male,Married,47,Third Party,Sedan - Liability,Sport,40000 to 59000,0,3170,11,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Mazda,Urban,Tuesday,Aug,2,Female,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3171,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Toyota,Urban,Monday,May,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3172,1,400,4,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Honda,Urban,Tuesday,May,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3173,3,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Mazda,Urban,Monday,Sep,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3174,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Rural,Thursday,Dec,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3175,5,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Chevrolet,Urban,Monday,Dec,2,Male,Married,34,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3176,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Toyota,Urban,Monday,Sep,4,Male,Married,79,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3177,5,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,VW,Urban,Thursday,Jan,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3178,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Accura,Urban,Wednesday,Dec,2,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3179,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Chevrolet,Urban,Tuesday,May,1,Male,Married,52,Third Party,Utility - All Perils,Utility,more than 69000,0,3180,15,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,2,Wednesday,Pontiac,Rural,Wednesday,Jun,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3181,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Pontiac,Urban,Tuesday,Oct,1,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3182,6,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Pontiac,Rural,Wednesday,Oct,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3183,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Pontiac,Urban,Thursday,Sep,3,Male,Single,20,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3184,11,400,2,more than 30,more than 30,none,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Pontiac,Urban,Monday,Sep,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3185,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Mazda,Urban,Tuesday,Dec,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3186,14,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Pontiac,Urban,Tuesday,May,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3187,1,400,2,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Chevrolet,Urban,Tuesday,Sep,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3188,12,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Mazda,Urban,Wednesday,Sep,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3189,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Pontiac,Rural,Monday,Sep,4,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3190,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Honda,Urban,Monday,Jul,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3191,4,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Thursday,Toyota,Urban,Thursday,Apr,5,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,3192,16,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Thursday,Toyota,Urban,Thursday,Apr,5,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,3193,2,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3194,10,700,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Honda,Urban,Wednesday,May,3,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3195,16,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Honda,Urban,Friday,May,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3196,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Pontiac,Urban,Wednesday,May,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3197,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Honda,Urban,Thursday,May,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3198,4,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Pontiac,Urban,Friday,May,1,Male,Married,72,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3199,8,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Saturday,Toyota,Urban,Thursday,May,2,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3200,5,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Sunday,Pontiac,Urban,Friday,May,2,Male,Single,25,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3201,4,400,1,more than 30,more than 30,none,2 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Pontiac,Urban,Monday,Nov,3,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3202,12,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Pontiac,Urban,Monday,Oct,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3203,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3204,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Toyota,Urban,Friday,Sep,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3205,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Saturday,Pontiac,Urban,Friday,Sep,4,Female,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3206,7,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Chevrolet,Urban,Thursday,Sep,2,Male,Married,49,Third Party,Sedan - Liability,Sport,more than 69000,0,3207,16,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Mazda,Urban,Thursday,Sep,3,Female,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3208,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Mazda,Urban,Wednesday,Aug,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3209,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Pontiac,Urban,Wednesday,May,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3210,2,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Toyota,Urban,Thursday,May,3,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3211,16,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Monday,May,4,Male,Married,52,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3212,6,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Honda,Urban,Friday,Mar,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3213,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,5,Monday,Honda,Urban,Tuesday,Mar,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3214,9,300,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,2 to 3 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Chevrolet,Urban,Tuesday,Apr,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3215,4,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Toyota,Urban,Wednesday,Apr,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3216,10,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Pontiac,Urban,Friday,May,1,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3217,5,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Pontiac,Rural,Wednesday,Jun,2,Male,Married,47,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3218,13,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Accura,Urban,Monday,Aug,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,more than 69000,0,3219,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Mazda,Urban,Thursday,Sep,4,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3220,5,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Thursday,VW,Urban,Tuesday,Oct,1,Male,Married,71,Third Party,Sedan - Liability,Sport,60000 to 69000,0,3221,1,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Mazda,Urban,Tuesday,Oct,2,Female,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3222,8,400,4,more than 30,more than 30,2 to 4,2 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Pontiac,Rural,Friday,Nov,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3223,13,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Monday,Jan,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3224,1,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,VW,Urban,Wednesday,Apr,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3225,1,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Pontiac,Urban,Thursday,Sep,4,Female,Married,33,Third Party,Sedan - Collision,Sedan,less than 20000,0,3226,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Honda,Urban,Friday,Aug,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3227,1,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Toyota,Urban,Thursday,Sep,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3228,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Honda,Urban,Friday,Nov,1,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3229,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Pontiac,Urban,Wednesday,Nov,3,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3230,2,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Ford,Urban,Friday,Nov,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3231,6,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Toyota,Urban,Tuesday,Dec,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3232,2,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Mazda,Urban,Thursday,Dec,5,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3233,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Sunday,Honda,Urban,Monday,Nov,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3234,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Ford,Urban,Tuesday,Sep,1,Male,Married,67,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3235,9,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Toyota,Urban,Thursday,Sep,5,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3236,11,400,3,more than 30,more than 30,1,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Mazda,Urban,Tuesday,Jun,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3237,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Toyota,Urban,Tuesday,Apr,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3238,1,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Pontiac,Urban,Monday,Mar,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3239,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Monday,Jan,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3240,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Honda,Urban,Monday,Jan,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3241,12,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Pontiac,Urban,Thursday,Dec,5,Female,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3242,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Mazda,Urban,Monday,Jan,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3243,16,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Toyota,Urban,Monday,Nov,3,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3244,6,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Honda,Urban,Tuesday,Nov,2,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3245,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Accura,Urban,Thursday,Oct,1,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3246,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Honda,Urban,Friday,Sep,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3247,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Pontiac,Urban,Monday,Sep,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3248,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Chevrolet,Rural,Wednesday,Aug,5,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3249,12,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Honda,Urban,Thursday,Sep,1,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3250,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Sunday,Honda,Urban,Tuesday,May,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3251,1,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Ford,Urban,Tuesday,Aug,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3252,5,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3253,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Thursday,Jul,2,Male,Married,32,Third Party,Sedan - Liability,Sport,more than 69000,0,3254,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Pontiac,Urban,Saturday,Jul,1,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3255,14,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,Toyota,Urban,Tuesday,Jun,5,Female,Married,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3256,15,400,4,more than 30,more than 30,1,2 years,26 to 30,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Saturday,Pontiac,Urban,Monday,May,5,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3257,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Chevrolet,Urban,Tuesday,Apr,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3258,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Sunday,Honda,Urban,Tuesday,May,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3259,1,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Honda,Urban,Thursday,Apr,5,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3260,5,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Pontiac,Urban,Monday,Apr,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3261,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Tuesday,Toyota,Urban,Tuesday,Mar,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3262,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Toyota,Urban,Wednesday,Jan,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3263,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Pontiac,Urban,Monday,Jan,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3264,12,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Mazda,Urban,Monday,May,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,1,3265,14,500,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Pontiac,Urban,Thursday,May,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3266,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Pontiac,Rural,Wednesday,Aug,2,Female,Divorced,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3267,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Pontiac,Rural,Monday,May,2,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,3268,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Chevrolet,Urban,Friday,Apr,2,Male,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3269,12,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Chevrolet,Urban,Wednesday,May,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3270,7,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Wednesday,Chevrolet,Urban,Wednesday,May,5,Male,Single,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3271,5,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Pontiac,Urban,Thursday,Jun,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3272,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Toyota,Urban,Tuesday,Jul,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3273,4,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3274,4,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Pontiac,Urban,Monday,Sep,4,Female,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3275,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Chevrolet,Urban,Wednesday,May,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3276,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Toyota,Urban,Monday,Sep,1,Female,Married,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3277,14,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,1 year,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Mazda,Urban,Tuesday,Sep,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3278,2,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Monday,Oct,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3279,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Mazda,Urban,Monday,May,5,Female,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3280,15,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Pontiac,Urban,Thursday,Sep,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3281,8,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Mazda,Rural,Tuesday,Oct,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3282,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Chevrolet,Urban,Friday,Oct,1,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3283,10,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Chevrolet,Urban,Tuesday,Oct,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3284,4,400,2,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Saab,Urban,Monday,Jan,4,Male,Single,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3285,11,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Ford,Urban,Monday,Mar,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,3286,5,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Tuesday,Honda,Urban,Wednesday,Dec,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3287,1,700,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3288,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3289,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Mazda,Urban,Thursday,Oct,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3290,4,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Toyota,Urban,Monday,Dec,2,Male,Married,51,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3291,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3292,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Dodge,Urban,Monday,May,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3293,3,400,4,8 to 15,8 to 15,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Pontiac,Urban,Tuesday,Jul,2,Male,Married,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3294,8,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Mazda,Urban,Thursday,Mar,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3295,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Toyota,Urban,Friday,Dec,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3296,8,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Honda,Urban,Tuesday,Dec,1,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3297,3,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Toyota,Urban,Thursday,May,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3298,14,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Mazda,Urban,Friday,Sep,5,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3299,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Chevrolet,Urban,Monday,Jan,1,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3300,4,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3301,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3302,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Pontiac,Urban,Thursday,Aug,2,Female,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3303,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Honda,Urban,Monday,Oct,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3304,11,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Pontiac,Urban,Monday,Mar,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3305,2,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Ford,Urban,Thursday,Oct,1,Male,Married,47,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3306,2,400,3,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,5,Thursday,Honda,Urban,Tuesday,Oct,1,Female,Single,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3307,14,400,1,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Wednesday,Sep,4,Male,Single,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3308,13,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Wednesday,Toyota,Urban,Thursday,May,4,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3309,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Pontiac,Urban,Monday,May,5,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3310,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Honda,Urban,Friday,May,4,Male,Married,80,Third Party,Sport - Collision,Sport,more than 69000,0,3311,16,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,3,Thursday,Honda,Urban,Monday,Jan,4,Male,Married,55,Policy Holder,Sport - Collision,Sport,more than 69000,0,3312,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,3,Friday,Toyota,Urban,Friday,Jan,4,Female,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3313,1,400,2,more than 30,more than 30,2 to 4,6 years,26 to 30,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Toyota,Urban,Tuesday,Jan,3,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3314,5,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Pontiac,Urban,Friday,Jan,3,Female,Single,21,Policy Holder,Sedan - Liability,Sport,less than 20000,0,3315,7,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Chevrolet,Urban,Monday,May,5,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3316,15,500,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Honda,Urban,Monday,May,4,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3317,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Sunday,Pontiac,Urban,Monday,Jun,2,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3318,12,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Mazda,Urban,Thursday,Aug,1,Male,Single,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3319,10,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Toyota,Rural,Tuesday,Oct,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3320,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Mazda,Urban,Monday,Oct,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3321,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Pontiac,Urban,Monday,Dec,2,Male,Married,44,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3322,15,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Toyota,Urban,Tuesday,Dec,3,Male,Single,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3323,15,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Ford,Urban,Wednesday,Dec,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3324,1,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Chevrolet,Urban,Wednesday,Jan,3,Male,Single,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3325,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Honda,Urban,Friday,Apr,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3326,9,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Mazda,Urban,Tuesday,Apr,1,Male,Married,61,Third Party,Sedan - Liability,Sport,more than 69000,0,3327,13,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Mazda,Urban,Tuesday,Jun,3,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3328,12,400,1,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,VW,Urban,Wednesday,Aug,5,Male,Married,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3329,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Pontiac,Urban,Monday,Oct,1,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3330,3,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Dodge,Urban,Friday,Dec,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3331,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Mazda,Urban,Tuesday,Dec,4,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3332,5,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Pontiac,Rural,Monday,Oct,1,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3333,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Pontiac,Urban,Monday,Aug,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3334,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Honda,Urban,Friday,May,2,Male,Single,20,Policy Holder,Sport - Collision,Sport,more than 69000,1,3335,6,400,2,more than 30,more than 30,none,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,5,Friday,Honda,Urban,Tuesday,Jun,2,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3336,4,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3337,6,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Chevrolet,Rural,Tuesday,Jan,3,Male,Married,76,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3338,12,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Chevrolet,Urban,Wednesday,Nov,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3339,15,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Toyota,Urban,Tuesday,Nov,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3340,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Honda,Urban,Thursday,Nov,2,Female,Married,34,Third Party,Sport - Collision,Sport,more than 69000,0,3341,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,3,Friday,Toyota,Urban,Tuesday,Oct,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3342,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Pontiac,Urban,Tuesday,Oct,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3343,15,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Mazda,Urban,Friday,Sep,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3344,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Chevrolet,Urban,Tuesday,Aug,3,Male,Single,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3345,1,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Mazda,Rural,Monday,Jul,1,Male,Married,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3346,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Ford,Urban,Friday,Jun,2,Male,Single,55,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3347,16,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Chevrolet,Urban,Wednesday,May,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3348,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Honda,Urban,Wednesday,May,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3349,7,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Accura,Urban,Thursday,Jun,3,Male,Married,31,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3350,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Friday,Pontiac,Urban,Monday,Jun,1,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3351,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Chevrolet,Urban,Tuesday,Jun,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3352,12,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Chevrolet,Urban,Wednesday,Oct,3,Female,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3353,10,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Pontiac,Urban,Tuesday,Oct,3,Male,Married,64,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3354,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Honda,Urban,Thursday,Oct,3,Female,Single,27,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3355,16,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Wednesday,Toyota,Urban,Friday,Oct,2,Male,Married,68,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3356,4,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Pontiac,Urban,Thursday,May,2,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3357,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Honda,Urban,Thursday,Feb,1,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3358,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Chevrolet,Urban,Monday,May,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3359,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Accura,Rural,Friday,Apr,4,Male,Married,38,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3360,15,400,4,1 to 7,more than 30,1,6 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Chevrolet,Urban,Friday,Oct,3,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3361,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Honda,Urban,Thursday,Feb,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3362,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Toyota,Rural,Thursday,Jan,2,Male,Married,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3363,5,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Pontiac,Urban,Tuesday,Oct,3,Male,Married,59,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3364,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Pontiac,Urban,Friday,Apr,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3365,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Honda,Urban,Monday,May,5,Male,Married,38,Third Party,Sedan - Collision,Sedan,more than 69000,0,3366,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Honda,Urban,Thursday,Aug,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3367,14,500,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Ford,Urban,Monday,Dec,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3368,8,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Mazda,Urban,Wednesday,Dec,5,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3369,5,400,4,more than 30,more than 30,none,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Honda,Urban,Wednesday,Dec,5,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3370,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Toyota,Urban,Friday,May,1,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3371,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Toyota,Urban,Tuesday,Jan,3,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3372,3,400,3,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3373,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Mazda,Urban,Wednesday,Jul,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3374,13,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Pontiac,Urban,Wednesday,Aug,1,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3375,6,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Mazda,Urban,Monday,Oct,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3376,14,400,1,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Toyota,Urban,Monday,Oct,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3377,10,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Honda,Urban,Wednesday,Jul,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3378,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Mazda,Urban,Thursday,Dec,3,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3379,4,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Mazda,Urban,Friday,Nov,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3380,4,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Pontiac,Urban,Tuesday,Nov,2,Female,Single,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3381,13,400,1,none,15 to 30,none,7 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Mazda,Urban,Monday,Sep,4,Male,Married,26,Third Party,Sedan - Collision,Sedan,more than 69000,0,3382,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Honda,Urban,Tuesday,Aug,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3383,7,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Accura,Urban,Tuesday,Jul,3,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3384,14,400,4,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Chevrolet,Urban,Wednesday,May,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3385,3,400,3,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Honda,Urban,Wednesday,Sep,2,Male,Single,22,Third Party,Sport - Collision,Sport,more than 69000,0,3386,15,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,1,Thursday,Mazda,Urban,Monday,Jun,1,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3387,16,400,2,more than 30,more than 30,none,6 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Chevrolet,Urban,Tuesday,Jun,5,Male,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3388,8,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Chevrolet,Urban,Friday,May,2,Male,Married,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3389,2,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Pontiac,Urban,Monday,Feb,2,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3390,13,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Honda,Rural,Monday,Oct,2,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3391,12,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Chevrolet,Rural,Monday,Oct,3,Male,Married,33,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3392,2,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,3,Saturday,Mazda,Urban,Thursday,Nov,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3393,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Mazda,Urban,Wednesday,Jan,4,Male,Married,35,Third Party,Sedan - Collision,Sedan,more than 69000,0,3394,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Mazda,Urban,Tuesday,Jan,4,Female,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3395,6,400,2,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Mazda,Urban,Wednesday,Jan,4,Male,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3396,15,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Mazda,Urban,Monday,Jan,5,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3397,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Pontiac,Rural,Wednesday,Feb,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3398,15,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Thursday,Pontiac,Urban,Wednesday,Apr,4,Female,Single,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3399,11,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Mazda,Urban,Monday,Jun,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3400,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Pontiac,Urban,Tuesday,Jun,1,Female,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3401,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Honda,Urban,Friday,Jun,2,Male,Married,65,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3402,4,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Toyota,Urban,Tuesday,Aug,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3403,14,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Accura,Urban,Tuesday,Oct,3,Male,Married,27,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3404,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,2,Saturday,Pontiac,Urban,Friday,Oct,2,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3405,5,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Chevrolet,Urban,Wednesday,Oct,3,Male,Married,36,Third Party,Utility - All Perils,Utility,more than 69000,0,3406,11,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,1,Friday,Pontiac,Urban,Friday,May,1,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,3407,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Toyota,Urban,Thursday,Jun,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3408,11,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Ford,Rural,Wednesday,Dec,4,Male,Married,36,Third Party,Utility - All Perils,Utility,more than 69000,0,3409,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Monday,Chevrolet,Urban,Monday,Dec,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3410,9,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Toyota,Urban,Monday,Nov,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3411,10,700,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Nisson,Urban,Thursday,Oct,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3412,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Nisson,Rural,Tuesday,Nov,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3413,1,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Toyota,Urban,Thursday,Aug,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3414,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Friday,Aug,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3415,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Honda,Urban,Tuesday,Jun,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3416,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Chevrolet,Urban,Thursday,Oct,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3417,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Mazda,Urban,Tuesday,Jun,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3418,11,400,4,more than 30,more than 30,none,4 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Chevrolet,Rural,Tuesday,May,4,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3419,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Honda,Rural,Monday,May,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3420,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Honda,Urban,Tuesday,May,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3421,2,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Pontiac,Urban,Monday,May,3,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3422,2,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Honda,Urban,Wednesday,May,2,Male,Divorced,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,3423,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Mazda,Urban,Friday,Feb,2,Female,Married,62,Policy Holder,Sedan - Liability,Sport,less than 20000,0,3424,7,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Chevrolet,Urban,Monday,Feb,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3425,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Pontiac,Urban,Thursday,Feb,1,Female,Married,69,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3426,3,400,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Toyota,Urban,Monday,Feb,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3427,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Tuesday,Mazda,Urban,Friday,Feb,1,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3428,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Pontiac,Urban,Wednesday,Feb,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3429,7,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Monday,Feb,1,Male,Single,39,Third Party,Sedan - Liability,Sport,more than 69000,0,3430,3,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Saturn,Urban,Tuesday,Jan,5,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3431,1,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Pontiac,Urban,Friday,Jun,3,Female,Married,63,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3432,6,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Chevrolet,Urban,Friday,Feb,1,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3433,3,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,2,Saturday,Pontiac,Urban,Friday,May,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3434,13,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Toyota,Rural,Wednesday,Feb,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3435,13,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Pontiac,Urban,Monday,Jan,4,Male,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3436,9,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Accura,Urban,Tuesday,Feb,2,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3437,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Toyota,Urban,Tuesday,Jan,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3438,9,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Honda,Urban,Thursday,Jan,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3439,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Pontiac,Urban,Monday,Jan,4,Female,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3440,1,400,1,more than 30,more than 30,more than 4,5 years,26 to 30,Yes,Yes,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Honda,Urban,Wednesday,Jan,4,Female,Single,24,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3441,5,400,1,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Mazda,Urban,Thursday,Dec,5,Male,Married,28,Third Party,Sport - Collision,Sport,more than 69000,0,3442,7,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,5,Thursday,Toyota,Urban,Monday,Jan,1,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3443,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Mazda,Urban,Monday,May,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3444,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Thursday,Accura,Urban,Wednesday,Dec,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3445,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Honda,Urban,Friday,Oct,3,Male,Single,21,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3446,7,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Pontiac,Urban,Friday,Oct,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3447,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Pontiac,Urban,Wednesday,Oct,1,Male,Single,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3448,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Chevrolet,Urban,Monday,Sep,3,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3449,14,400,1,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Thursday,Feb,1,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3450,11,400,2,more than 30,more than 30,1,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Wednesday,Mazda,Urban,Friday,Aug,2,Male,Married,37,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3451,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,4,Friday,Toyota,Urban,Thursday,Jul,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3452,11,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Honda,Urban,Monday,May,4,Male,Married,31,Third Party,Sport - Collision,Sport,more than 69000,0,3453,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,4,Saturday,Chevrolet,Urban,Wednesday,Jun,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3454,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Pontiac,Urban,Friday,Feb,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3455,6,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Toyota,Urban,Thursday,Feb,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3456,2,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Mazda,Rural,Tuesday,May,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3457,4,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Dodge,Urban,Friday,Jan,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3458,16,400,2,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Toyota,Urban,Friday,Jan,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3459,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Urban,Tuesday,Jan,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3460,4,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Mazda,Urban,Monday,May,2,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,3461,10,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Pontiac,Urban,Monday,Jan,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3462,16,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Mazda,Urban,Friday,May,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,3463,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Sunday,Toyota,Urban,Monday,Feb,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3464,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Pontiac,Rural,Tuesday,Feb,3,Male,Married,58,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3465,15,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Mazda,Urban,Thursday,Mar,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3466,3,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Toyota,Rural,Tuesday,Feb,4,Male,Married,71,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3467,12,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Mazda,Urban,Thursday,Nov,1,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3468,4,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Honda,Urban,Thursday,Sep,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3469,3,500,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Honda,Urban,Monday,Mar,4,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3470,14,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Pontiac,Urban,Wednesday,Mar,4,Female,Single,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3471,1,400,3,8 to 15,15 to 30,none,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Toyota,Rural,Friday,Feb,3,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3472,10,400,3,more than 30,more than 30,1,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Pontiac,Urban,Monday,Feb,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3473,15,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Accura,Urban,Monday,Jun,1,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3474,14,400,2,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Chevrolet,Urban,Friday,Mar,3,Male,Single,27,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3475,13,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,2,Friday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3476,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Ford,Urban,Tuesday,May,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3477,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Honda,Urban,Monday,Apr,3,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3478,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Sunday,Honda,Urban,Tuesday,Apr,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3479,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Honda,Urban,Monday,Jun,3,Male,Single,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3480,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Saturday,Pontiac,Urban,Monday,Jun,3,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3481,9,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Mazda,Urban,Friday,Sep,1,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3482,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Pontiac,Urban,Friday,May,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3483,1,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Chevrolet,Urban,Monday,Jan,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3484,15,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Mazda,Urban,Monday,Nov,5,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3485,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Pontiac,Urban,Wednesday,Jun,5,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3486,2,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Chevrolet,Urban,Monday,Jan,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3487,11,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Mazda,Urban,Sunday,Jan,1,Male,Married,64,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3488,10,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Chevrolet,Urban,Friday,Feb,2,Male,Single,20,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3489,7,400,2,more than 30,more than 30,1,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Toyota,Urban,Monday,Jun,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3490,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Pontiac,Urban,Thursday,Aug,5,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3491,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Pontiac,Urban,Thursday,Aug,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3492,4,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Honda,Urban,Monday,May,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,3493,16,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Honda,Urban,Friday,Jun,2,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3494,16,400,4,more than 30,more than 30,none,more than 7,51 to 65,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Tuesday,Mazda,Rural,Friday,Mar,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3495,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Toyota,Urban,Wednesday,Mar,1,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3496,2,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Toyota,Urban,Thursday,Jun,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3497,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Mazda,Urban,Monday,May,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3498,10,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Mazda,Urban,Tuesday,Jun,2,Male,Married,50,Third Party,Utility - All Perils,Utility,more than 69000,0,3499,13,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,4,Saturday,Ford,Urban,Thursday,Jun,3,Male,Married,60,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3500,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Toyota,Urban,Tuesday,Jul,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3501,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Accura,Rural,Wednesday,May,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3502,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Pontiac,Urban,Friday,Jul,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3503,16,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Toyota,Urban,Wednesday,Oct,1,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3504,3,400,1,more than 30,more than 30,1,4 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Pontiac,Urban,Monday,Oct,1,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3505,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Tuesday,Chevrolet,Urban,Thursday,Oct,3,Female,Single,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3506,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Mazda,Urban,Monday,Oct,3,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3507,13,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Saab,Rural,Monday,Apr,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3508,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Toyota,Urban,Wednesday,Apr,1,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3509,5,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Toyota,Rural,Tuesday,Jun,4,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3510,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Chevrolet,Urban,Tuesday,Jun,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3511,4,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Pontiac,Rural,Tuesday,Aug,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3512,16,400,1,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Honda,Urban,Tuesday,Oct,4,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3513,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Pontiac,Rural,Tuesday,Dec,2,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3514,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Chevrolet,Urban,Monday,Dec,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3515,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Toyota,Urban,Monday,Sep,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3516,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Toyota,Urban,Thursday,Jun,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3517,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Toyota,Urban,Monday,May,4,Male,Married,73,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3518,14,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Chevrolet,Urban,Monday,May,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3519,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Mazda,Urban,Wednesday,May,4,Male,Married,33,Third Party,Sport - Collision,Sport,more than 69000,1,3520,11,500,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,4,Saturday,Pontiac,Urban,Monday,Mar,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3521,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Accura,Urban,Friday,Mar,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3522,4,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,VW,Urban,Wednesday,Mar,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3523,15,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Toyota,Urban,Thursday,Feb,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3524,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Honda,Urban,Tuesday,Jun,3,Male,Married,48,Third Party,Sport - Collision,Sport,more than 69000,0,3525,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,2,Wednesday,Accura,Urban,Monday,Feb,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3526,4,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,39,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3527,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Pontiac,Urban,Monday,Jan,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3528,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Honda,Rural,Tuesday,Jan,3,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3529,6,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Ford,Urban,Wednesday,Jan,3,Female,Married,60,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3530,12,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Honda,Urban,Monday,Jan,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3531,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Accura,Urban,Monday,Jan,5,Male,Single,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3532,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,2,Thursday,Pontiac,Urban,Friday,Jan,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3533,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Toyota,Urban,Tuesday,May,5,Male,Married,58,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3534,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Toyota,Urban,Tuesday,Dec,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3535,6,700,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,Honda,Urban,Monday,Jan,1,Male,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3536,1,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Tuesday,Oct,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3537,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,VW,Urban,Wednesday,Sep,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,3538,15,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Pontiac,Urban,Monday,Aug,4,Female,Single,18,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3539,1,400,2,more than 30,more than 30,none,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Honda,Urban,Tuesday,Jun,3,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3540,8,400,2,more than 30,more than 30,1,7 years,51 to 65,No,Yes,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Pontiac,Urban,Monday,Jul,1,Male,Married,26,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,3541,4,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,3,Thursday,Accura,Urban,Tuesday,Jul,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3542,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Honda,Urban,Wednesday,Apr,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3543,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Honda,Urban,Wednesday,Mar,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3544,3,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Honda,Urban,Friday,Feb,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3545,16,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Saturday,Pontiac,Rural,Tuesday,May,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3546,10,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Accura,Urban,Thursday,Apr,3,Male,Single,40,Third Party,Sedan - Collision,Sedan,more than 69000,0,3547,14,400,3,more than 30,more than 30,2 to 4,3 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Honda,Urban,Monday,Jul,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3548,2,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Chevrolet,Urban,Wednesday,May,2,Female,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3549,8,400,1,more than 30,more than 30,2 to 4,3 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Friday,Jun,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3550,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,1 year,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,VW,Urban,Monday,Oct,4,Female,Widow,43,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,3551,4,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Toyota,Urban,Monday,Oct,4,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3552,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Pontiac,Urban,Monday,Oct,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3553,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Ford,Urban,Tuesday,Sep,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,3554,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Honda,Urban,Tuesday,Jun,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3555,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Toyota,Urban,Tuesday,May,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3556,5,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Toyota,Rural,Monday,May,3,Female,Single,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,3557,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Ford,Urban,Wednesday,May,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,3558,3,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Pontiac,Urban,Friday,Feb,2,Female,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3559,2,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Monday,Jan,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3560,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Accura,Urban,Friday,Jan,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,3561,8,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Mazda,Rural,Wednesday,Jan,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3562,2,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Mazda,Urban,Thursday,Jan,2,Male,Married,66,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3563,15,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Thursday,Feb,2,Male,Married,68,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3564,10,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Pontiac,Urban,Tuesday,Jan,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3565,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Mazda,Urban,Wednesday,Jan,1,Female,Married,43,Third Party,Sedan - Collision,Sedan,more than 69000,0,3566,5,700,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Toyota,Urban,Tuesday,Jan,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3567,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Saturday,Mazda,Urban,Wednesday,Jan,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3568,4,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Saturday,Honda,Urban,Monday,Jan,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3569,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Accura,Rural,Wednesday,May,3,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3570,12,400,2,more than 30,more than 30,none,5 years,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Chevrolet,Urban,Monday,Jan,1,Male,Single,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3571,10,500,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3572,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Toyota,Rural,Monday,Dec,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3573,12,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Honda,Urban,Tuesday,Dec,2,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3574,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Honda,Urban,Monday,Jan,2,Male,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3575,2,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Pontiac,Urban,Thursday,Sep,1,Female,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3576,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Pontiac,Urban,Thursday,Aug,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3577,10,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Thursday,Pontiac,Urban,Thursday,Jul,5,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3578,8,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Urban,Monday,Aug,1,Female,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3579,15,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Mazda,Urban,Thursday,May,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3580,5,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Chevrolet,Urban,Thursday,May,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3581,15,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Mazda,Urban,Thursday,Apr,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3582,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Mazda,Rural,Friday,Apr,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3583,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Tuesday,Chevrolet,Rural,Friday,Mar,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3584,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Dodge,Urban,Tuesday,Mar,1,Male,Married,76,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3585,13,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Accura,Urban,Monday,May,3,Male,Married,60,Policy Holder,Utility - All Perils,Utility,more than 69000,1,3586,7,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,1,Friday,Pontiac,Urban,Monday,Feb,2,Male,Married,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3587,16,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Honda,Urban,Friday,Jun,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3588,8,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Thursday,Pontiac,Rural,Tuesday,Jun,3,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3589,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Thursday,Accura,Urban,Friday,Jun,4,Male,Married,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3590,2,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Saturn,Urban,Wednesday,Jan,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3591,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Honda,Urban,Friday,Dec,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3592,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Honda,Urban,Monday,Mar,2,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3593,13,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Mazda,Urban,Monday,Mar,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3594,2,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Saturn,Urban,Thursday,Mar,2,Male,Single,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3595,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Chevrolet,Urban,Friday,Mar,2,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3596,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Pontiac,Urban,Monday,Mar,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3597,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Honda,Urban,Friday,Feb,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3598,14,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Toyota,Urban,Tuesday,May,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,3599,12,400,3,none,15 to 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Mazda,Urban,Monday,Feb,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3600,7,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Chevrolet,Rural,Friday,Dec,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3601,2,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Pontiac,Urban,Thursday,Jun,3,Male,Single,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3602,8,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Honda,Urban,Monday,Jun,2,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3603,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Honda,Urban,Tuesday,Jun,3,Female,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3604,2,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Toyota,Urban,Tuesday,Mar,4,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3605,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Pontiac,Urban,Thursday,Mar,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3606,16,400,4,more than 30,more than 30,1,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Pontiac,Urban,Friday,Feb,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,less than 20000,0,3607,13,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Ford,Urban,Wednesday,Feb,4,Male,Married,65,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3608,10,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Honda,Urban,Thursday,Feb,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3609,12,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Honda,Urban,Friday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3610,9,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Honda,Urban,Friday,Feb,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3611,3,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Honda,Urban,Tuesday,Jan,3,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3612,12,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Chevrolet,Urban,Friday,Jan,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3613,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Pontiac,Urban,Friday,May,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3614,5,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Honda,Urban,Friday,Jan,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3615,3,400,4,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Honda,Urban,Monday,Jan,2,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3616,3,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Honda,Rural,Friday,Jan,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3617,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Chevrolet,Urban,Saturday,Jan,2,Female,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3618,14,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Wednesday,Mazda,Urban,Friday,Jan,2,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3619,2,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Toyota,Urban,Monday,Jan,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3620,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,VW,Urban,Wednesday,Apr,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3621,4,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Toyota,Urban,Friday,Mar,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3622,1,500,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Mazda,Rural,Monday,Mar,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3623,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Honda,Urban,Saturday,Jun,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,more than 69000,0,3624,10,400,2,more than 30,more than 30,none,new,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Chevrolet,Urban,Wednesday,Feb,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3625,14,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Mazda,Urban,Friday,Feb,4,Male,Married,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3626,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Mazda,Urban,Monday,Feb,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3627,7,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Thursday,Feb,3,Female,Married,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3628,4,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Pontiac,Urban,Monday,Feb,2,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3629,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Pontiac,Urban,Friday,Jan,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3630,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3631,4,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Saab,Rural,Thursday,Jan,2,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3632,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Mazda,Urban,Wednesday,Jan,2,Female,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3633,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Mazda,Urban,Thursday,Jan,2,Male,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3634,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Honda,Urban,Wednesday,Jan,2,Female,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3635,13,400,2,more than 30,more than 30,1,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Mercury,Urban,Thursday,Feb,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3636,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Chevrolet,Urban,Monday,Feb,2,Male,Married,46,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3637,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Mazda,Urban,Monday,Jan,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3638,16,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Toyota,Urban,Tuesday,Jan,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3639,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Pontiac,Rural,Thursday,Feb,1,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3640,4,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Honda,Urban,Thursday,Jan,2,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3641,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3642,7,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Honda,Urban,Wednesday,Jan,3,Male,Single,16,Third Party,Sport - Collision,Sport,more than 69000,0,3643,5,400,2,more than 30,more than 30,1,3 years,18 to 20,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,5,Friday,Honda,Urban,Monday,Jan,1,Male,Married,50,Policy Holder,Sport - Collision,Sport,more than 69000,0,3644,5,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,4,Friday,Pontiac,Urban,Thursday,Jan,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3645,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Chevrolet,Urban,Wednesday,Jan,1,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3646,5,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Honda,Urban,Friday,Jan,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3647,11,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3648,9,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Mazda,Urban,Wednesday,Jan,2,Male,Single,22,Third Party,Sport - Collision,Sport,more than 69000,0,3649,16,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,3,Saturday,Pontiac,Rural,Wednesday,May,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,3650,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,VW,Urban,Monday,Jan,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3651,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Toyota,Urban,Tuesday,Jan,1,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3652,5,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Pontiac,Urban,Friday,Jan,2,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3653,5,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3654,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Tuesday,Pontiac,Urban,Monday,Jan,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3655,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Ford,Urban,Tuesday,Jan,1,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3656,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Accura,Urban,Monday,Jan,2,Male,Married,36,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3657,10,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Thursday,Honda,Urban,Wednesday,Jan,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3658,16,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Chevrolet,Urban,Monday,Jan,1,Female,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3659,16,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Honda,Urban,Monday,Jan,1,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3660,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Honda,Urban,Tuesday,Jan,1,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3661,6,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Ford,Rural,Monday,May,4,Male,Married,38,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,3662,14,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Toyota,Urban,Tuesday,May,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3663,15,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Toyota,Urban,Friday,Jan,2,Male,Single,49,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3664,10,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Chevrolet,Urban,Thursday,Jan,2,Male,Single,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3665,10,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Toyota,Urban,Thursday,Jan,2,Female,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3666,13,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3667,12,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Chevrolet,Urban,Monday,Jan,2,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3668,7,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Honda,Urban,Thursday,Jan,2,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,3669,12,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3670,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Toyota,Rural,Friday,Jan,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3671,11,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Toyota,Urban,Wednesday,Jan,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3672,1,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Toyota,Urban,Tuesday,Jan,3,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3673,8,500,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Mazda,Rural,Thursday,Jan,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3674,3,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Accura,Urban,Thursday,Mar,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3675,15,400,1,more than 30,more than 30,more than 4,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Pontiac,Urban,Monday,May,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3676,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Dodge,Urban,Wednesday,Jan,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3677,5,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3678,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Honda,Urban,Tuesday,Jan,2,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3679,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Pontiac,Urban,Monday,Feb,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3680,6,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Honda,Urban,Friday,Jan,2,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3681,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Toyota,Urban,Friday,May,3,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3682,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Toyota,Urban,Wednesday,Feb,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3683,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Saab,Urban,Wednesday,May,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,3684,4,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Mazda,Urban,Friday,Feb,2,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,3685,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Pontiac,Urban,Friday,Oct,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3686,13,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3687,10,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Toyota,Urban,Monday,Feb,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3688,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Chevrolet,Urban,Wednesday,May,3,Female,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3689,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Saab,Urban,Friday,Feb,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3690,10,700,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Chevrolet,Rural,Tuesday,Feb,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3691,1,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Honda,Urban,Wednesday,Feb,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3692,12,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Mazda,Urban,Thursday,Feb,2,Male,Single,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3693,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,5 to 8,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Pontiac,Urban,Friday,Jun,1,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3694,3,400,2,more than 30,more than 30,none,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Pontiac,Urban,Thursday,Mar,4,Male,Single,27,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3695,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Pontiac,Urban,Friday,Feb,1,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3696,16,400,2,none,15 to 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Pontiac,Urban,Monday,Mar,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3697,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Chevrolet,Rural,Monday,Mar,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3698,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Toyota,Urban,Wednesday,Feb,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3699,8,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Toyota,Urban,Wednesday,Mar,1,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3700,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Toyota,Urban,Wednesday,Feb,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3701,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3702,15,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3703,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Monday,Jan,4,Female,Single,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3704,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Honda,Urban,Wednesday,Jan,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3705,1,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Ford,Urban,Friday,Jan,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,3706,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Toyota,Rural,Tuesday,Feb,1,Female,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3707,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Pontiac,Urban,Wednesday,May,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3708,10,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Pontiac,Urban,Tuesday,Feb,4,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3709,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Toyota,Urban,Monday,Jan,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3710,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Tuesday,Toyota,Urban,Wednesday,Feb,3,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3711,13,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Ford,Urban,Tuesday,Mar,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3712,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Mercury,Urban,Wednesday,Jan,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3713,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Mazda,Urban,Tuesday,Feb,3,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3714,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Toyota,Rural,Tuesday,Feb,3,Male,Married,32,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3715,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Toyota,Urban,Friday,Mar,5,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3716,2,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Toyota,Urban,Tuesday,Mar,4,Female,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3717,9,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Honda,Urban,Monday,Mar,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3718,10,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Mazda,Urban,Friday,Mar,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3719,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Urban,Thursday,Mar,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3720,7,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Toyota,Urban,Wednesday,Jul,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3721,2,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Pontiac,Urban,Tuesday,Feb,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3722,3,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Saturn,Urban,Monday,Mar,2,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3723,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Toyota,Urban,Tuesday,May,3,Male,Single,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3724,9,500,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Chevrolet,Urban,Tuesday,May,4,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3725,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Pontiac,Urban,Tuesday,May,3,Male,Single,66,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,3726,8,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Honda,Urban,Friday,Nov,1,Female,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3727,6,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Toyota,Rural,Wednesday,May,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3728,5,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3729,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Mazda,Urban,Tuesday,Apr,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3730,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3731,3,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Ford,Urban,Tuesday,Apr,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3732,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,1 year,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Pontiac,Urban,Monday,Apr,3,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3733,7,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Mazda,Rural,Wednesday,Apr,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3734,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Mazda,Urban,Tuesday,Apr,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3735,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Chevrolet,Urban,Monday,May,5,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3736,4,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Chevrolet,Urban,Friday,May,3,Female,Married,63,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3737,4,400,4,more than 30,more than 30,none,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Honda,Rural,Friday,Jul,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3738,15,400,4,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Mazda,Rural,Thursday,Sep,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3739,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3740,2,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Honda,Urban,Wednesday,May,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,3741,10,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Mazda,Urban,Tuesday,Sep,4,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3742,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Toyota,Urban,Tuesday,Sep,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3743,7,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Chevrolet,Urban,Monday,Nov,4,Female,Single,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3744,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Thursday,Toyota,Urban,Thursday,Nov,2,Male,Single,24,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3745,4,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Toyota,Urban,Tuesday,Dec,4,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3746,12,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Chevrolet,Urban,Wednesday,May,3,Male,Single,50,Third Party,Sedan - All Perils,Sedan,more than 69000,0,3747,16,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Honda,Urban,Thursday,May,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3748,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3749,13,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Friday,Pontiac,Urban,Thursday,Jul,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3750,13,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Chevrolet,Urban,Saturday,Jul,1,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3751,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Honda,Urban,Tuesday,Jul,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3752,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Pontiac,Urban,Thursday,Aug,5,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3753,4,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Chevrolet,Urban,Thursday,Nov,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3754,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Pontiac,Urban,Monday,Nov,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3755,8,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Sunday,Chevrolet,Urban,Monday,Nov,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3756,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Mazda,Urban,Thursday,Nov,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3757,10,400,3,more than 30,more than 30,none,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Toyota,Urban,Monday,Feb,4,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3758,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Pontiac,Urban,Thursday,Mar,1,Female,Single,18,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3759,15,400,3,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Chevrolet,Urban,Wednesday,Apr,2,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3760,1,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Mazda,Urban,Monday,May,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3761,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Pontiac,Rural,Wednesday,May,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3762,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Pontiac,Urban,Wednesday,May,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3763,16,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Toyota,Rural,Monday,May,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3764,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Pontiac,Urban,Monday,Sep,2,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3765,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Toyota,Urban,Monday,Sep,1,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3766,14,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Accura,Rural,Thursday,Nov,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3767,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3768,1,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Honda,Urban,Thursday,Oct,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3769,10,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Pontiac,Urban,Friday,Nov,2,Male,Single,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3770,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Toyota,Urban,Wednesday,Apr,1,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3771,15,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Toyota,Urban,Monday,Apr,1,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3772,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Honda,Urban,Tuesday,Jun,5,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,3773,10,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Chevrolet,Urban,Friday,Apr,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3774,14,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Toyota,Urban,Monday,Apr,3,Female,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3775,9,500,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Toyota,Urban,Monday,Jul,4,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3776,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Wednesday,Honda,Urban,Friday,Jul,4,Female,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3777,15,400,1,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Wednesday,Toyota,Urban,Friday,May,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,3778,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Pontiac,Rural,Thursday,Oct,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3779,10,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Chevrolet,Urban,Monday,Nov,4,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3780,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Pontiac,Urban,Tuesday,Oct,5,Male,Single,21,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3781,8,400,1,more than 30,more than 30,1,5 years,26 to 30,Yes,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Honda,Urban,Thursday,May,4,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3782,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Honda,Urban,Thursday,Aug,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3783,3,700,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Honda,Urban,Tuesday,Aug,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3784,2,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3785,3,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Mazda,Rural,Tuesday,Oct,1,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,3786,4,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Chevrolet,Urban,Wednesday,Dec,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3787,1,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Saturday,Toyota,Urban,Monday,May,2,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3788,3,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Pontiac,Urban,Thursday,May,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3789,8,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Pontiac,Rural,Friday,Jun,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3790,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Chevrolet,Rural,Thursday,Jun,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3791,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Pontiac,Rural,Friday,May,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3792,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Toyota,Urban,Thursday,Oct,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3793,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Mazda,Urban,Monday,Oct,4,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3794,16,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Chevrolet,Urban,Thursday,Nov,2,Female,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3795,9,400,2,more than 30,more than 30,1,7 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Ford,Urban,Friday,Nov,2,Male,Married,45,Third Party,Utility - All Perils,Utility,more than 69000,0,3796,11,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,3,Monday,Mazda,Urban,Thursday,Aug,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3797,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Toyota,Urban,Friday,Jul,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3798,10,400,2,more than 30,more than 30,1,6 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Honda,Urban,Tuesday,Jul,1,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3799,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3800,4,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Chevrolet,Urban,Friday,May,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3801,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Accura,Urban,Monday,Jun,2,Male,Married,53,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3802,15,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Honda,Urban,Wednesday,Oct,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3803,2,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Toyota,Urban,Thursday,May,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3804,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Pontiac,Urban,Monday,Apr,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3805,6,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Toyota,Urban,Tuesday,Apr,3,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3806,4,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Pontiac,Urban,Wednesday,Oct,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3807,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Mazda,Urban,Thursday,Oct,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3808,7,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Honda,Urban,Friday,Sep,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3809,3,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Mazda,Urban,Monday,Aug,4,Male,Married,53,Third Party,Sedan - Liability,Sport,60000 to 69000,0,3810,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Pontiac,Rural,Tuesday,Jul,2,Female,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3811,13,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Mazda,Urban,Thursday,May,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3812,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Toyota,Urban,Wednesday,Feb,1,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3813,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Toyota,Urban,Thursday,Feb,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3814,11,700,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Urban,Thursday,Oct,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3815,2,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Ford,Urban,Monday,Oct,4,Male,Widow,69,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3816,10,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Pontiac,Urban,Thursday,May,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3817,14,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Wednesday,Honda,Urban,Friday,Sep,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3818,7,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Sunday,Honda,Rural,Monday,Aug,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3819,15,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Mazda,Urban,Monday,May,4,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3820,16,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Honda,Urban,Tuesday,May,5,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3821,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Pontiac,Urban,Tuesday,May,3,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3822,9,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Mazda,Urban,Monday,Mar,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3823,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Mazda,Urban,Thursday,Mar,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3824,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Mazda,Urban,Friday,Mar,4,Female,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3825,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Pontiac,Urban,Friday,Mar,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3826,16,500,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Honda,Urban,Friday,Mar,1,Male,Divorced,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3827,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Pontiac,Urban,Wednesday,Mar,1,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3828,7,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Toyota,Urban,Thursday,Oct,3,Male,Married,80,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3829,15,400,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Mazda,Urban,Friday,May,3,Female,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3830,3,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Mazda,Urban,Thursday,Oct,1,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3831,15,400,4,more than 30,more than 30,none,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Chevrolet,Urban,Friday,Oct,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3832,15,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Chevrolet,Urban,Tuesday,Oct,3,Male,Married,43,Policy Holder,Utility - Liability,Utility,more than 69000,0,3833,13,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+May,4,Saturday,Pontiac,Urban,Thursday,May,4,Male,Single,66,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3834,2,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Accura,Urban,Wednesday,Jul,4,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3835,12,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Mercury,Rural,Tuesday,Jul,1,Male,Single,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3836,15,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Pontiac,Urban,Monday,Jun,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3837,9,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Sunday,Pontiac,Urban,Thursday,Jun,4,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3838,10,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Toyota,Urban,Monday,Jun,2,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3839,11,400,2,more than 30,more than 30,none,5 years,31 to 35,Yes,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Chevrolet,Urban,Friday,May,4,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3840,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Honda,Urban,Friday,May,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,more than 69000,0,3841,15,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Mazda,Urban,Wednesday,May,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3842,7,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Mazda,Rural,Friday,May,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3843,1,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Toyota,Urban,Tuesday,Mar,4,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3844,12,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Mazda,Urban,Tuesday,Mar,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3845,5,700,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,Pontiac,Urban,Tuesday,May,4,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3846,7,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Honda,Urban,Tuesday,Oct,5,Male,Single,40,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3847,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Mazda,Rural,Monday,Jul,5,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3848,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Toyota,Urban,Tuesday,Jul,2,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3849,10,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Thursday,Jul,1,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3850,12,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Honda,Urban,Monday,Jul,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3851,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Mazda,Urban,Wednesday,Aug,1,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3852,6,400,2,none,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Chevrolet,Urban,Monday,May,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3853,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Pontiac,Urban,Friday,Jun,3,Female,Single,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3854,2,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Pontiac,Rural,Tuesday,Jun,3,Male,Married,37,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3855,7,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Tuesday,May,1,Male,Married,35,Policy Holder,Sport - Collision,Sport,more than 69000,0,3856,6,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,4,Saturday,Honda,Urban,Tuesday,May,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,3857,3,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Toyota,Urban,Tuesday,Mar,4,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3858,7,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Mazda,Urban,Thursday,Mar,1,Male,Single,25,Policy Holder,Sport - Collision,Sport,more than 69000,0,3859,2,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,4,Tuesday,Pontiac,Urban,Wednesday,Oct,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3860,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Pontiac,Urban,Thursday,Oct,3,Female,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3861,6,400,1,more than 30,more than 30,1,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Chevrolet,Urban,Tuesday,Aug,5,Male,Married,60,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3862,5,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3863,2,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Pontiac,Urban,Wednesday,Jun,5,Female,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3864,12,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Mazda,Urban,Monday,Jun,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3865,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,VW,Urban,Friday,Jun,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3866,11,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Mazda,Urban,Thursday,May,1,Male,Married,59,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3867,8,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Honda,Urban,Thursday,Apr,5,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3868,13,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,VW,Urban,Monday,May,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3869,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Toyota,Urban,Thursday,Apr,4,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3870,10,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3871,3,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Honda,Urban,Saturday,Apr,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3872,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Pontiac,Rural,Monday,Apr,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3873,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Mazda,Urban,Friday,Apr,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3874,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Mazda,Urban,Friday,Apr,1,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3875,3,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Pontiac,Urban,Thursday,Jun,5,Male,Married,68,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3876,15,700,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Toyota,Urban,Monday,Mar,2,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3877,3,500,2,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3878,12,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Thursday,Pontiac,Rural,Wednesday,Sep,2,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3879,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Honda,Rural,Thursday,Apr,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3880,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Mazda,Rural,Tuesday,May,1,Male,Single,48,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3881,13,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3882,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Mazda,Rural,Wednesday,May,4,Male,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,3883,6,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,1,Sunday,Pontiac,Urban,Monday,Mar,1,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3884,10,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Toyota,Urban,Tuesday,May,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,3885,15,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Chevrolet,Urban,Tuesday,Feb,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3886,2,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Chevrolet,Urban,Thursday,Jun,3,Female,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3887,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Pontiac,Urban,Friday,Jun,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3888,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Pontiac,Urban,Wednesday,May,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3889,5,400,3,8 to 15,8 to 15,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Saturday,Mazda,Urban,Tuesday,Apr,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3890,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Mazda,Urban,Friday,Apr,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3891,5,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Dodge,Urban,Tuesday,Feb,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3892,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Pontiac,Urban,Monday,Feb,4,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3893,2,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,2,Thursday,Chevrolet,Urban,Monday,Feb,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3894,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Toyota,Urban,Thursday,Mar,3,Female,Divorced,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3895,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Wednesday,Mar,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3896,4,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Pontiac,Urban,Tuesday,Mar,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3897,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Saab,Urban,Friday,Jun,1,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3898,3,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Honda,Rural,Tuesday,Apr,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3899,7,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,2,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3900,13,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Tuesday,Mazda,Urban,Tuesday,Jan,4,Male,Single,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,3901,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Honda,Urban,Wednesday,Jan,4,Male,Married,34,Policy Holder,Sport - Collision,Sport,more than 69000,0,3902,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Sunday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,21,Third Party,Sedan - Liability,Sport,20000 to 29000,0,3903,9,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Dodge,Urban,Tuesday,Feb,3,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3904,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Toyota,Rural,Thursday,Feb,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3905,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Mazda,Urban,Monday,Feb,4,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3906,8,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,5 to 8,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Wednesday,Feb,4,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3907,10,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Mazda,Urban,Wednesday,Mar,2,Female,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,3908,11,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,2,Monday,Accura,Urban,Monday,Mar,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3909,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Pontiac,Urban,Thursday,Jan,3,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3910,12,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Pontiac,Urban,Monday,Feb,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,3911,7,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Mazda,Urban,Tuesday,Feb,4,Male,Married,74,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3912,9,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Mercury,Urban,Tuesday,Feb,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3913,4,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Friday,Feb,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3914,7,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Pontiac,Urban,Thursday,Feb,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3915,16,400,1,more than 30,more than 30,none,5 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Saturn,Urban,Monday,Feb,3,Male,Single,64,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,3916,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Toyota,Urban,Tuesday,Feb,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,3917,10,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Chevrolet,Urban,Monday,May,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,more than 69000,0,3918,3,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Chevrolet,Urban,Friday,Feb,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3919,3,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Honda,Urban,Thursday,Mar,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3920,4,400,2,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Dodge,Urban,Monday,Feb,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3921,7,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Pontiac,Urban,Friday,Feb,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3922,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Chevrolet,Urban,Monday,Feb,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,3923,13,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Mercury,Urban,Wednesday,May,4,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3924,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Ford,Rural,Wednesday,Mar,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,more than 69000,0,3925,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Friday,Chevrolet,Urban,Monday,Apr,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3926,2,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Mazda,Urban,Tuesday,May,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,3927,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Monday,Chevrolet,Urban,Tuesday,Nov,3,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3928,14,500,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,2 vehicles,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Wednesday,Toyota,Urban,Tuesday,Nov,3,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3929,5,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Honda,Urban,Tuesday,Jun,2,Male,Single,19,Third Party,Sport - Collision,Sport,more than 69000,0,3930,11,400,1,more than 30,more than 30,none,5 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,5,Wednesday,Accura,Rural,Saturday,Jul,1,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,3931,14,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Saturday,Jul,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3932,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Toyota,Rural,Monday,Jun,3,Female,Single,57,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3933,8,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Toyota,Urban,Wednesday,Jul,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3934,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Toyota,Urban,Monday,May,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3935,16,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Mazda,Urban,Tuesday,Apr,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,3936,15,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Chevrolet,Urban,Wednesday,Mar,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3937,6,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Pontiac,Urban,Tuesday,May,5,Male,Married,34,Third Party,Sedan - All Perils,Sedan,less than 20000,0,3938,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Honda,Urban,Tuesday,Mar,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3939,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Accura,Urban,Tuesday,May,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,40000 to 59000,1,3940,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Sunday,Mazda,Urban,Monday,Mar,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3941,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Chevrolet,Urban,Tuesday,Mar,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3942,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Toyota,Urban,Thursday,Mar,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3943,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,5,Tuesday,Pontiac,Urban,Tuesday,Feb,5,Female,Single,52,Policy Holder,Sedan - Liability,Sport,less than 20000,0,3944,10,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Honda,Urban,Tuesday,Mar,2,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3945,5,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Toyota,Urban,Wednesday,Mar,2,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3946,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Mazda,Urban,Friday,May,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,3947,13,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Accura,Urban,Monday,Feb,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3948,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Toyota,Urban,Monday,Apr,2,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3949,1,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Honda,Urban,Tuesday,Apr,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,3950,3,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Mazda,Rural,Thursday,Mar,4,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3951,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Toyota,Urban,Thursday,Apr,2,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3952,2,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Honda,Urban,Saturday,Mar,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3953,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Chevrolet,Urban,Friday,Apr,1,Male,Divorced,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3954,5,400,3,15 to 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Tuesday,Mazda,Urban,Tuesday,Mar,3,Female,Married,45,Third Party,Sedan - Liability,Sport,more than 69000,0,3955,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Honda,Urban,Tuesday,Mar,2,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3956,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Dodge,Urban,Tuesday,Mar,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3957,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Accura,Urban,Thursday,Mar,1,Male,Married,28,Third Party,Sedan - Liability,Sport,more than 69000,0,3958,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Ford,Urban,Wednesday,Mar,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3959,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Pontiac,Urban,Wednesday,Jun,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3960,1,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Toyota,Urban,Tuesday,Mar,1,Female,Single,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3961,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Toyota,Urban,Monday,Feb,5,Female,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3962,16,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Pontiac,Urban,Thursday,Feb,4,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3963,3,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Pontiac,Urban,Thursday,Feb,3,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3964,3,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Chevrolet,Urban,Thursday,Feb,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3965,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Toyota,Urban,Thursday,Feb,3,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3966,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Chevrolet,Urban,Friday,Feb,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3967,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Honda,Urban,Wednesday,Feb,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3968,5,400,1,more than 30,more than 30,1,4 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Pontiac,Urban,Friday,Feb,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3969,5,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Mazda,Urban,Wednesday,Feb,1,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,3970,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Chevrolet,Urban,Friday,Jan,5,Male,Married,38,Third Party,Sedan - Collision,Sedan,more than 69000,0,3971,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Mazda,Urban,Monday,Jul,2,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3972,11,400,3,15 to 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Honda,Urban,Tuesday,Mar,4,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,3973,2,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Mazda,Urban,Monday,Jun,3,Male,Single,29,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3974,4,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,2,Saturday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3975,10,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Pontiac,Urban,Monday,Apr,1,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,3976,10,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Friday,Mazda,Urban,Friday,Apr,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3977,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Mazda,Urban,Wednesday,May,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3978,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Pontiac,Urban,Monday,May,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,more than 69000,1,3979,3,500,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Honda,Urban,Monday,Apr,3,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,3980,9,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Toyota,Urban,Monday,Apr,3,Male,Single,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,3981,5,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Honda,Urban,Thursday,Jul,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3982,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Honda,Urban,Tuesday,Nov,3,Male,Single,0,Policy Holder,Sport - All Perils,Sport,more than 69000,0,3983,7,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Nov,1,Tuesday,Accura,Urban,Thursday,Nov,1,Male,Married,64,Policy Holder,Utility - All Perils,Utility,more than 69000,0,3984,4,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Monday,Toyota,Urban,Monday,Dec,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3985,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Accura,Urban,Wednesday,May,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3986,10,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Pontiac,Urban,Saturday,Apr,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3987,3,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Friday,May,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,3988,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Mazda,Urban,Tuesday,Aug,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,3989,11,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Pontiac,Urban,Monday,Jul,4,Female,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3990,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Accura,Urban,Wednesday,Aug,4,Female,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3991,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Honda,Urban,Monday,Aug,2,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,3992,9,400,1,more than 30,more than 30,none,6 years,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Ford,Urban,Wednesday,Sep,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,3993,14,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Pontiac,Urban,Tuesday,Nov,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3994,2,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Toyota,Urban,Monday,Jun,1,Female,Single,22,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,3995,6,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Wednesday,Oct,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,3996,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Dodge,Urban,Tuesday,Apr,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3997,14,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Toyota,Urban,Wednesday,Apr,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3998,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Honda,Urban,Wednesday,May,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,3999,11,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Saab,Urban,Friday,May,3,Male,Married,80,Third Party,Sedan - Liability,Sport,40000 to 59000,0,4000,12,700,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Honda,Urban,Thursday,May,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4001,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Toyota,Urban,Tuesday,Jul,1,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4002,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Pontiac,Urban,Tuesday,Aug,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4003,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Mazda,Urban,Wednesday,Aug,1,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4004,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Honda,Urban,Thursday,Oct,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4005,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Pontiac,Urban,Thursday,Oct,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4006,8,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Saturn,Urban,Monday,Nov,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,4007,10,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Mazda,Rural,Tuesday,Mar,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4008,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Honda,Urban,Monday,Mar,4,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4009,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Toyota,Urban,Thursday,May,1,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4010,7,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Honda,Urban,Tuesday,May,2,Male,Married,78,Policy Holder,Sport - Collision,Sport,more than 69000,0,4011,10,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,3,Saturday,Chevrolet,Urban,Tuesday,Apr,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4012,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Saab,Urban,Tuesday,May,4,Female,Single,31,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4013,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Toyota,Urban,Monday,Jun,4,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4014,12,400,2,more than 30,more than 30,1,7 years,31 to 35,Yes,Yes,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Toyota,Rural,Monday,May,5,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4015,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Wednesday,Sep,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4016,15,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Chevrolet,Urban,Tuesday,Oct,5,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4017,15,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Thursday,Jul,4,Male,Married,53,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4018,11,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Toyota,Urban,Friday,Dec,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4019,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Pontiac,Urban,Friday,Nov,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4020,4,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Pontiac,Urban,Friday,Jun,1,Male,Married,38,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4021,5,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Mazda,Urban,Friday,Jun,2,Female,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4022,12,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Chevrolet,Rural,Thursday,May,4,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4023,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Monday,Jul,3,Female,Single,26,Policy Holder,Sedan - Liability,Sport,less than 20000,0,4024,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Toyota,Urban,Thursday,Jun,5,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4025,4,400,1,15 to 30,more than 30,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Chevrolet,Urban,Wednesday,Aug,5,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4026,11,400,3,more than 30,more than 30,1,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Toyota,Urban,Monday,Dec,2,Female,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4027,14,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Honda,Urban,Friday,Feb,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4028,8,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Toyota,Urban,Thursday,Jul,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4029,4,400,3,none,15 to 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Pontiac,Urban,Monday,Jun,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,4030,12,500,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Pontiac,Urban,Tuesday,Nov,4,Female,Single,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4031,14,700,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Toyota,Rural,Thursday,Jun,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4032,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Mazda,Urban,Monday,Jan,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4033,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Ford,Urban,Tuesday,May,5,Male,Married,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4034,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Mazda,Urban,Wednesday,Mar,2,Female,Married,34,Third Party,Sport - Collision,Sport,more than 69000,0,4035,12,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,3,Sunday,Honda,Urban,Monday,Nov,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4036,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Chevrolet,Urban,Monday,Jun,2,Female,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4037,16,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Mazda,Urban,Tuesday,Feb,2,Male,Single,26,Policy Holder,Sport - Collision,Sport,more than 69000,0,4038,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,1,Tuesday,Chevrolet,Urban,Thursday,Apr,2,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4039,6,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Honda,Urban,Friday,Feb,3,Male,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4040,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Pontiac,Urban,Monday,Nov,3,Female,Married,50,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4041,14,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Toyota,Urban,Friday,Nov,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4042,13,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Toyota,Urban,Monday,Jan,3,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4043,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,Toyota,Urban,Wednesday,Nov,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4044,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Pontiac,Urban,Monday,Nov,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4045,8,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Accura,Urban,Thursday,Oct,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4046,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Pontiac,Rural,Friday,Jun,3,Female,Married,31,Third Party,Sedan - Collision,Sedan,less than 20000,0,4047,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Honda,Rural,Thursday,Oct,3,Female,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4048,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Honda,Urban,Friday,Aug,1,Male,Single,22,Policy Holder,Sport - Collision,Sport,more than 69000,0,4049,15,400,4,more than 30,more than 30,1,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,3,Tuesday,Chevrolet,Urban,Tuesday,Jul,3,Male,Married,80,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4050,1,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Honda,Urban,Wednesday,Jul,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4051,1,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Chevrolet,Urban,Monday,Jun,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4052,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Mazda,Urban,Thursday,Jun,2,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4053,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4054,10,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Toyota,Rural,Friday,Dec,3,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4055,13,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Pontiac,Rural,Monday,Dec,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4056,7,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Ford,Urban,Sunday,Feb,2,Male,Married,69,Third Party,Sport - All Perils,Sport,60000 to 69000,0,4057,12,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Oct,3,Saturday,Honda,Urban,Wednesday,Oct,4,Male,Married,45,Policy Holder,Sport - Collision,Sport,more than 69000,0,4058,4,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,2,Monday,Pontiac,Urban,Thursday,Oct,2,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4059,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Honda,Urban,Wednesday,Aug,3,Female,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4060,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Chevrolet,Urban,Thursday,Jul,3,Female,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4061,16,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Toyota,Urban,Monday,Jun,4,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4062,7,700,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Toyota,Urban,Thursday,Jun,4,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4063,2,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Chevrolet,Urban,Friday,Jun,1,Male,Married,32,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4064,11,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Wednesday,Pontiac,Rural,Wednesday,Jul,3,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4065,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Friday,Jul,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4066,12,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Ford,Urban,Monday,May,3,Male,Married,63,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,4067,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Honda,Rural,Thursday,Jun,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4068,2,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Chevrolet,Urban,Thursday,Apr,1,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4069,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Toyota,Urban,Tuesday,Apr,3,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4070,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Pontiac,Rural,Tuesday,Oct,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4071,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Toyota,Urban,Monday,Oct,4,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4072,14,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Honda,Urban,Thursday,Sep,2,Male,Single,25,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4073,16,400,2,more than 30,more than 30,1,6 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Thursday,Mazda,Urban,Thursday,Sep,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4074,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Toyota,Urban,Tuesday,Aug,1,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4075,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Toyota,Urban,Tuesday,Aug,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4076,11,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Toyota,Rural,Monday,Jul,3,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4077,3,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Honda,Urban,Friday,Jun,4,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4078,16,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4079,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Honda,Urban,Thursday,Jun,1,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4080,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Chevrolet,Urban,Tuesday,Jun,3,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4081,14,500,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Honda,Urban,Friday,Jun,2,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4082,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,Pontiac,Urban,Tuesday,May,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4083,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Sunday,Toyota,Urban,Tuesday,Jul,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4084,11,400,3,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Pontiac,Urban,Friday,Jul,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4085,4,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Toyota,Urban,Wednesday,Jul,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4086,8,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Pontiac,Rural,Wednesday,Nov,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4087,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Rural,Tuesday,May,5,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4088,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Toyota,Urban,Monday,Jun,1,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4089,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Pontiac,Urban,Monday,Oct,5,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4090,1,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Mazda,Urban,Monday,Oct,5,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4091,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Monday,Oct,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4092,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Sunday,Honda,Urban,Monday,Sep,1,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4093,3,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Wednesday,Chevrolet,Urban,Friday,Aug,4,Male,Married,51,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4094,5,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Chevrolet,Urban,Wednesday,Jun,1,Male,Married,37,Policy Holder,Utility - All Perils,Utility,more than 69000,1,4095,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Sunday,Mazda,Urban,Monday,Jul,3,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4096,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Honda,Urban,Monday,Jul,3,Male,Married,33,Policy Holder,Sport - Collision,Sport,more than 69000,0,4097,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,3,Friday,Honda,Urban,Tuesday,Jun,4,Male,Single,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4098,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Mazda,Rural,Monday,Jul,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4099,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Accura,Rural,Wednesday,Jun,2,Male,Married,65,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4100,4,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,4,Thursday,Saturn,Urban,Wednesday,Jun,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4101,15,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Chevrolet,Urban,Thursday,Feb,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4102,13,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Chevrolet,Urban,Thursday,Jun,1,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4103,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Mazda,Urban,Thursday,Mar,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4104,15,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4105,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Mazda,Urban,Monday,Apr,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4106,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4107,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Wednesday,Apr,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4108,12,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Mazda,Urban,Monday,Apr,2,Male,Single,22,Third Party,Sport - Collision,Sport,more than 69000,0,4109,8,400,1,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,2,Sunday,Mazda,Urban,Tuesday,Apr,2,Male,Married,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,4110,8,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,2,Tuesday,Toyota,Urban,Tuesday,Apr,2,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4111,4,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Toyota,Urban,Tuesday,May,1,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4112,9,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Pontiac,Urban,Tuesday,Apr,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4113,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Urban,Friday,May,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4114,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Pontiac,Rural,Thursday,Jun,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4115,9,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Mazda,Urban,Thursday,Jun,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4116,10,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Toyota,Urban,Tuesday,Jul,2,Male,Married,58,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4117,16,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4118,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Mazda,Urban,Tuesday,Oct,1,Female,Married,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4119,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Friday,Accura,Urban,Wednesday,Oct,3,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4120,3,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Wednesday,Chevrolet,Urban,Thursday,Nov,1,Male,Married,60,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4121,11,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Accura,Urban,Thursday,Dec,5,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4122,13,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Honda,Urban,Monday,Mar,2,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4123,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Honda,Urban,Friday,Mar,5,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4124,8,700,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Toyota,Urban,Monday,Mar,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4125,1,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Mazda,Urban,Tuesday,Jun,2,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,4126,3,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Apr,4,Monday,Toyota,Rural,Tuesday,Apr,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4127,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Pontiac,Urban,Monday,Jun,4,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4128,14,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Friday,Pontiac,Urban,Tuesday,Jul,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4129,11,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Chevrolet,Urban,Monday,Jul,2,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4130,9,400,3,more than 30,more than 30,none,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Toyota,Urban,Thursday,Jul,2,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4131,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Honda,Rural,Wednesday,Jul,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4132,16,500,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Sunday,Pontiac,Urban,Friday,Jul,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4133,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Toyota,Urban,Thursday,Nov,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4134,12,400,1,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Toyota,Urban,Tuesday,Nov,2,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4135,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Pontiac,Urban,Thursday,Nov,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4136,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Accura,Urban,Thursday,Nov,4,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4137,4,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Chevrolet,Urban,Thursday,Nov,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4138,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Accura,Urban,Monday,Nov,3,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4139,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Toyota,Urban,Friday,Nov,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4140,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Ford,Urban,Tuesday,Oct,2,Male,Married,49,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4141,3,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Mazda,Urban,Friday,Oct,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4142,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Honda,Urban,Thursday,Jul,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4143,13,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Toyota,Urban,Thursday,Jul,3,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4144,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4145,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Accura,Urban,Friday,Jun,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,4146,5,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4147,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Toyota,Urban,Tuesday,Jul,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4148,9,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Pontiac,Urban,Monday,Jun,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4149,7,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Tuesday,Jun,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4150,15,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Mazda,Urban,Thursday,May,3,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4151,7,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Pontiac,Urban,Monday,Apr,4,Male,Married,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4152,12,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,Internal,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Toyota,Urban,Friday,Mar,4,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4153,8,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Honda,Urban,Monday,Mar,4,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4154,10,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4155,4,700,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Toyota,Urban,Thursday,Mar,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4156,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Mazda,Urban,Thursday,Mar,3,Male,Single,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4157,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Honda,Urban,Monday,Mar,3,Male,Married,63,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4158,11,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Honda,Urban,Monday,Jun,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,4159,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Chevrolet,Urban,Tuesday,Nov,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4160,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,31,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4161,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Honda,Rural,Wednesday,Oct,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4162,10,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Accura,Rural,Monday,Oct,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4163,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Toyota,Urban,Wednesday,Oct,1,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4164,6,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Ford,Rural,Thursday,Jun,1,Male,Married,67,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,4165,8,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Monday,Jun,2,Male,Married,56,Third Party,Utility - All Perils,Utility,40000 to 59000,0,4166,6,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,4,Monday,Toyota,Urban,Monday,Aug,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4167,2,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Chevrolet,Urban,Monday,Aug,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4168,7,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Accura,Urban,Friday,Aug,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4169,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4170,7,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Mazda,Urban,Thursday,Jul,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4171,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Pontiac,Urban,Thursday,Jun,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,less than 20000,0,4172,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Toyota,Urban,Thursday,Jun,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,4173,5,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Mazda,Urban,Monday,Jun,2,Female,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4174,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Pontiac,Urban,Monday,Jun,2,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4175,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Mazda,Urban,Friday,Jun,1,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4176,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Urban,Monday,May,5,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4177,4,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Toyota,Urban,Thursday,May,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4178,2,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Pontiac,Rural,Wednesday,Jun,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4179,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Mazda,Urban,Monday,May,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4180,2,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Honda,Urban,Monday,May,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4181,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Honda,Rural,Wednesday,May,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4182,2,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Accura,Urban,Friday,May,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4183,1,500,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,2 to 3 years,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Dodge,Urban,Tuesday,May,1,Male,Married,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4184,15,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Chevrolet,Urban,Thursday,May,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4185,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Pontiac,Urban,Monday,Apr,3,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4186,6,700,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Pontiac,Urban,Wednesday,Jun,2,Male,Single,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4187,5,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Toyota,Urban,Tuesday,Apr,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4188,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Mazda,Urban,Tuesday,Apr,4,Male,Single,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4189,4,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,4,Sunday,Mazda,Urban,Wednesday,Apr,1,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4190,10,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Honda,Urban,Tuesday,Mar,4,Male,Single,21,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4191,3,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Honda,Urban,Friday,Jun,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4192,4,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Mazda,Urban,Thursday,Mar,2,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4193,4,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,Mazda,Urban,Thursday,Feb,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4194,13,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Chevrolet,Urban,Thursday,Dec,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4195,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Chevrolet,Urban,Friday,Nov,3,Female,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4196,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Mazda,Urban,Sunday,Oct,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4197,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Wednesday,VW,Urban,Friday,Oct,1,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4198,7,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Toyota,Rural,Friday,May,4,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4199,13,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,Pontiac,Urban,Tuesday,May,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4200,5,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Pontiac,Urban,Monday,Oct,4,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4201,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Mazda,Rural,Monday,Sep,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4202,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Mazda,Urban,Monday,Jul,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,4203,15,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Chevrolet,Urban,Thursday,Dec,1,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4204,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Accura,Urban,Wednesday,Nov,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4205,10,400,1,15 to 30,15 to 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Toyota,Urban,Wednesday,Nov,3,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4206,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Pontiac,Urban,Friday,May,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4207,14,400,3,15 to 30,15 to 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Sunday,Mazda,Urban,Monday,Aug,2,Male,Single,66,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4208,13,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Pontiac,Urban,Friday,Jul,5,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4209,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Honda,Urban,Tuesday,Oct,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4210,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Toyota,Urban,Thursday,Dec,5,Female,Single,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4211,10,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Toyota,Urban,Monday,Dec,3,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4212,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Mazda,Rural,Friday,Jul,3,Female,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4213,15,400,3,more than 30,more than 30,1,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4214,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Toyota,Urban,Tuesday,Oct,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4215,16,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Pontiac,Urban,Tuesday,Oct,3,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4216,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Ford,Urban,Friday,Sep,3,Male,Married,47,Third Party,Utility - All Perils,Utility,more than 69000,0,4217,2,700,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Thursday,Toyota,Urban,Sunday,Jan,1,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4218,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,VW,Urban,Wednesday,Apr,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4219,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Pontiac,Urban,Friday,May,4,Male,Married,70,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4220,5,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Toyota,Urban,Tuesday,May,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4221,10,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Toyota,Rural,Friday,Aug,3,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4222,7,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Honda,Urban,Wednesday,Jun,5,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,4223,5,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Chevrolet,Urban,Tuesday,Oct,3,Female,Married,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4224,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Mazda,Urban,Monday,Nov,4,Female,Divorced,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4225,4,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Chevrolet,Urban,Tuesday,Sep,1,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4226,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Monday,Mazda,Urban,Monday,Dec,2,Female,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4227,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Toyota,Urban,Tuesday,Feb,2,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4228,6,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Accura,Urban,Wednesday,Jun,2,Male,Married,80,Policy Holder,Utility - All Perils,Utility,more than 69000,1,4229,2,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,5,Tuesday,Mazda,Urban,Monday,Jun,1,Female,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4230,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Honda,Urban,Tuesday,May,5,Male,Single,21,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4231,8,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Toyota,Urban,Monday,Nov,4,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4232,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Chevrolet,Urban,Wednesday,Aug,2,Female,Married,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4233,16,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Pontiac,Urban,Friday,Oct,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4234,16,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Ford,Urban,Tuesday,May,2,Male,Married,65,Third Party,Sedan - Liability,Sport,40000 to 59000,0,4235,1,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Mazda,Urban,Monday,Feb,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4236,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Chevrolet,Urban,Tuesday,Mar,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4237,3,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Toyota,Urban,Thursday,Apr,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4238,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Tuesday,Pontiac,Urban,Tuesday,Mar,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4239,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Ford,Rural,Tuesday,Jan,5,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4240,14,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Toyota,Urban,Tuesday,Mar,2,Female,Married,20,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4241,11,400,3,more than 30,more than 30,1,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Toyota,Urban,Monday,Oct,4,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4242,14,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Mazda,Urban,Wednesday,Sep,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4243,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Toyota,Urban,Monday,Nov,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4244,8,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Toyota,Urban,Friday,Nov,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4245,8,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Mazda,Urban,Thursday,Mar,5,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4246,11,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Chevrolet,Urban,Friday,May,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4247,8,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Mazda,Urban,Tuesday,Mar,2,Female,Married,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4248,3,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Pontiac,Urban,Friday,Mar,4,Female,Single,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4249,6,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Mazda,Urban,Monday,Apr,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4250,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Friday,Toyota,Urban,Tuesday,Apr,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4251,4,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Pontiac,Urban,Monday,Mar,5,Male,Married,54,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4252,9,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Toyota,Urban,Thursday,Mar,3,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4253,5,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4254,10,400,1,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Mazda,Urban,Monday,Feb,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4255,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Tuesday,Mar,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4256,16,400,2,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Honda,Urban,Thursday,Nov,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4257,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Chevrolet,Rural,Tuesday,Jan,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4258,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Honda,Urban,Monday,Sep,4,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4259,16,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Honda,Urban,Monday,Sep,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4260,4,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Mazda,Urban,Thursday,Oct,3,Male,Married,42,Policy Holder,Sport - Collision,Sport,more than 69000,0,4261,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,5,Monday,Mazda,Rural,Thursday,Feb,3,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4262,5,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Toyota,Urban,Friday,Nov,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4263,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Chevrolet,Urban,Wednesday,Oct,3,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4264,16,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Pontiac,Urban,Monday,Aug,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4265,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Mazda,Urban,Tuesday,Aug,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4266,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Mazda,Urban,Tuesday,Jun,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,4267,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Mazda,Urban,Friday,Aug,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4268,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Pontiac,Urban,Tuesday,Dec,2,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4269,1,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Tuesday,Pontiac,Urban,Wednesday,Nov,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4270,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Mazda,Rural,Thursday,Nov,5,Female,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4271,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Toyota,Rural,Thursday,Nov,4,Female,Single,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4272,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4273,5,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Pontiac,Urban,Tuesday,Aug,4,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4274,11,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Toyota,Urban,Monday,Nov,3,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4275,12,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Sunday,Mazda,Rural,Thursday,Jun,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4276,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Pontiac,Urban,Tuesday,Jul,4,Male,Single,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4277,16,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Honda,Urban,Thursday,Oct,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4278,15,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Accura,Urban,Tuesday,Jul,1,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4279,4,700,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Honda,Urban,Monday,Apr,4,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4280,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Chevrolet,Rural,Thursday,May,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4281,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Pontiac,Urban,Tuesday,May,3,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4282,1,400,3,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Honda,Urban,Thursday,Jun,1,Male,Single,16,Third Party,Sport - Collision,Sport,more than 69000,0,4283,7,400,2,more than 30,more than 30,none,3 years,18 to 20,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,3,Friday,Honda,Urban,Wednesday,May,4,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4284,5,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Honda,Rural,Friday,Sep,3,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4285,3,500,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,2 to 3 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Honda,Urban,Tuesday,Jun,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4286,2,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Mazda,Urban,Tuesday,Jun,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4287,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Toyota,Rural,Monday,Jun,1,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4288,14,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Chevrolet,Urban,Thursday,Jul,3,Female,Single,48,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,4289,2,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Honda,Rural,Tuesday,Aug,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4290,4,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Mazda,Rural,Monday,Aug,5,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4291,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4292,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Toyota,Urban,Thursday,Oct,3,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4293,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Thursday,Toyota,Urban,Thursday,Sep,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4294,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Pontiac,Urban,Monday,Sep,2,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4295,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Toyota,Urban,Monday,Sep,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4296,11,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Pontiac,Urban,Tuesday,Sep,3,Male,Single,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4297,1,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Honda,Urban,Thursday,Oct,4,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4298,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Honda,Urban,Monday,Oct,2,Male,Single,20,Policy Holder,Sport - Collision,Sport,more than 69000,0,4299,10,400,3,more than 30,more than 30,none,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,2,Tuesday,Toyota,Urban,Friday,Oct,3,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4300,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Toyota,Urban,Friday,Jun,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4301,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Pontiac,Urban,Monday,Nov,2,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4302,10,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Pontiac,Urban,Tuesday,Nov,5,Female,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4303,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Pontiac,Urban,Friday,Nov,3,Male,Single,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4304,15,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Thursday,Pontiac,Urban,Friday,Nov,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4305,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Saab,Urban,Tuesday,Jun,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4306,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4307,5,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,71,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4308,7,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Pontiac,Urban,Monday,Jun,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4309,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Toyota,Urban,Friday,Apr,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4310,1,700,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4311,7,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Accura,Urban,Wednesday,May,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4312,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Chevrolet,Rural,Wednesday,May,3,Male,Married,44,Third Party,Sedan - Collision,Sedan,more than 69000,0,4313,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Honda,Urban,Monday,May,3,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4314,16,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4315,13,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Wednesday,Honda,Urban,Thursday,Jun,2,Female,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4316,5,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Pontiac,Rural,Tuesday,Jun,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4317,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Saturday,Jul,4,Male,Married,71,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4318,14,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Ford,Urban,Friday,Jul,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4319,11,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Toyota,Urban,Tuesday,Aug,1,Male,Married,37,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4320,9,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Chevrolet,Urban,Thursday,Jul,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4321,8,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Toyota,Urban,Friday,Jul,5,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4322,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Honda,Urban,Friday,Aug,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4323,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Mazda,Urban,Wednesday,Aug,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4324,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Honda,Urban,Tuesday,Sep,2,Male,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4325,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Pontiac,Urban,Monday,Nov,3,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4326,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Mazda,Urban,Monday,Nov,4,Male,Married,60,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4327,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Chevrolet,Urban,Friday,Nov,4,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4328,9,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Toyota,Urban,Friday,Dec,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4329,16,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Tuesday,Pontiac,Urban,Wednesday,Nov,4,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4330,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Pontiac,Urban,Monday,Nov,3,Male,Single,23,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4331,14,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Toyota,Urban,Wednesday,Oct,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4332,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Mazda,Urban,Friday,Sep,4,Male,Single,34,Policy Holder,Sport - Collision,Sport,more than 69000,0,4333,16,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,2,Tuesday,Chevrolet,Urban,Thursday,Sep,5,Female,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4334,2,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Toyota,Urban,Tuesday,Jun,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4335,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Honda,Urban,Tuesday,Aug,4,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4336,14,500,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Pontiac,Urban,Friday,Dec,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4337,12,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4338,3,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Chevrolet,Rural,Monday,Jul,4,Male,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4339,8,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Chevrolet,Urban,Friday,Jul,5,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4340,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Toyota,Urban,Tuesday,Jun,2,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4341,3,700,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Honda,Rural,Wednesday,Jun,3,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4342,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Urban,Tuesday,Jun,1,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4343,13,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4344,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Chevrolet,Urban,Monday,May,3,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4345,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Mercury,Urban,Thursday,May,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4346,3,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Pontiac,Urban,Tuesday,May,4,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4347,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Mazda,Urban,Tuesday,Jun,3,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4348,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Pontiac,Urban,Friday,Dec,3,Female,Married,42,Policy Holder,Sedan - Liability,Sport,less than 20000,0,4349,8,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Toyota,Urban,Friday,Dec,2,Female,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4350,7,400,1,more than 30,more than 30,2 to 4,2 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Mazda,Urban,Monday,Nov,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4351,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Chevrolet,Urban,Friday,Nov,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4352,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Toyota,Urban,Tuesday,Nov,5,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4353,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Toyota,Urban,Thursday,Nov,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4354,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Pontiac,Urban,Thursday,Nov,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4355,6,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Honda,Urban,Wednesday,Jun,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4356,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Honda,Urban,Friday,Nov,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4357,10,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Mazda,Urban,Monday,Nov,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4358,1,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Pontiac,Rural,Thursday,Nov,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4359,11,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Toyota,Urban,Thursday,Jun,3,Female,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4360,16,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Toyota,Rural,Monday,Jun,2,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4361,7,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Toyota,Urban,Monday,Oct,3,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4362,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Tuesday,Oct,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4363,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Ford,Urban,Tuesday,Oct,2,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4364,11,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Mazda,Urban,Monday,Oct,2,Female,Single,60,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4365,6,400,3,15 to 30,15 to 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Mazda,Urban,Sunday,Sep,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4366,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Toyota,Urban,Monday,Sep,4,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4367,8,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Ford,Urban,Friday,Sep,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4368,4,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Pontiac,Urban,Friday,Sep,2,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4369,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,1 year,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Thursday,Toyota,Urban,Monday,Sep,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4370,5,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Mazda,Urban,Wednesday,Aug,5,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4371,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Pontiac,Urban,Monday,Aug,4,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4372,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Chevrolet,Urban,Tuesday,Aug,2,Male,Married,40,Policy Holder,Utility - Liability,Utility,more than 69000,0,4373,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Aug,1,Thursday,Toyota,Urban,Tuesday,Aug,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4374,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Toyota,Rural,Thursday,Aug,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4375,7,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Pontiac,Urban,Tuesday,Jul,1,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4376,7,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Sunday,Honda,Urban,Monday,Jul,3,Female,Married,32,Third Party,Sedan - Liability,Sport,less than 20000,0,4377,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Accura,Rural,Monday,Jun,4,Female,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4378,9,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Pontiac,Urban,Monday,Jul,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4379,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Pontiac,Urban,Tuesday,Jun,5,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4380,9,400,2,more than 30,more than 30,1,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Honda,Urban,Tuesday,Jun,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4381,9,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Toyota,Urban,Monday,Jun,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4382,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Honda,Urban,Thursday,Jun,3,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4383,13,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Mazda,Urban,Tuesday,Jul,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4384,8,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Honda,Urban,Wednesday,Jun,5,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4385,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Mazda,Urban,Friday,Jul,3,Female,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4386,1,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Mazda,Urban,Tuesday,May,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4387,3,500,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Dodge,Urban,Monday,May,4,Female,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4388,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Mazda,Urban,Wednesday,Jun,2,Male,Single,32,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4389,5,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Pontiac,Urban,Monday,Apr,4,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4390,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Pontiac,Urban,Monday,Apr,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4391,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Honda,Urban,Monday,Jan,4,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4392,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Toyota,Urban,Thursday,Dec,1,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4393,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Toyota,Urban,Friday,Dec,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4394,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Mazda,Rural,Thursday,Sep,5,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4395,15,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Pontiac,Urban,Tuesday,Jun,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4396,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Honda,Urban,Wednesday,Dec,4,Female,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4397,8,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Toyota,Urban,Monday,Jun,3,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4398,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4399,11,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Honda,Rural,Saturday,Oct,2,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4400,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,VW,Urban,Monday,Dec,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4401,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Sunday,Toyota,Urban,Friday,Dec,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4402,5,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4403,10,700,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Mazda,Urban,Tuesday,Oct,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4404,10,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Toyota,Urban,Tuesday,Dec,4,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4405,8,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Honda,Urban,Monday,Aug,2,Female,Widow,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4406,3,400,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Honda,Urban,Monday,Mar,3,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,4407,16,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Pontiac,Urban,Friday,Feb,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4408,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Honda,Urban,Monday,Mar,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4409,8,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Honda,Urban,Monday,Mar,2,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4410,2,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Tuesday,Feb,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4411,7,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Mazda,Urban,Friday,Apr,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4412,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Honda,Urban,Thursday,Apr,3,Male,Married,33,Policy Holder,Sport - Collision,Sport,more than 69000,0,4413,1,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,4,Thursday,Chevrolet,Urban,Wednesday,Mar,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4414,2,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Honda,Rural,Tuesday,Jun,1,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4415,6,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Accura,Urban,Friday,Mar,5,Male,Married,62,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4416,12,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Wednesday,Jun,5,Male,Married,62,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4417,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,4,Thursday,Mazda,Urban,Saturday,Jan,1,Female,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4418,14,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Pontiac,Urban,Friday,Aug,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4419,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Saab,Urban,Thursday,Mar,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4420,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4421,6,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Mazda,Urban,Monday,May,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4422,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Chevrolet,Urban,Thursday,Jun,3,Male,Married,61,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4423,1,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Honda,Urban,Wednesday,Jun,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4424,11,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Accura,Urban,Monday,May,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4425,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Toyota,Urban,Tuesday,Jun,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4426,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Pontiac,Urban,Wednesday,Jun,5,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4427,6,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Honda,Urban,Tuesday,Jul,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4428,2,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Friday,Jul,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4429,14,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Toyota,Urban,Wednesday,Jul,3,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4430,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4431,14,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Honda,Urban,Monday,Jul,2,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4432,14,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Mazda,Urban,Wednesday,Oct,3,Female,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4433,4,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Honda,Urban,Friday,Oct,5,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4434,7,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Chevrolet,Urban,Monday,Apr,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4435,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Pontiac,Urban,Monday,Jun,2,Female,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4436,14,400,4,more than 30,more than 30,none,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Mazda,Urban,Wednesday,Jul,1,Male,Married,64,Policy Holder,Sport - Collision,Sport,more than 69000,0,4437,5,400,1,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,5,Friday,Honda,Urban,Friday,Jul,4,Male,Married,56,Policy Holder,Sport - Collision,Sport,more than 69000,0,4438,11,500,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Nov,1,Saturday,Toyota,Urban,Monday,Nov,3,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4439,8,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Pontiac,Urban,Thursday,Nov,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4440,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Mazda,Urban,Thursday,Oct,4,Male,Single,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4441,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Mazda,Urban,Friday,Aug,2,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4442,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Chevrolet,Urban,Tuesday,Jul,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4443,11,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Mazda,Urban,Tuesday,Jul,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4444,11,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Wednesday,Mazda,Urban,Thursday,Jun,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4445,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Pontiac,Urban,Wednesday,Mar,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4446,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Wednesday,Mar,5,Male,Married,56,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4447,15,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,4,Tuesday,Toyota,Urban,Saturday,Mar,4,Male,Single,20,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4448,5,400,3,more than 30,more than 30,more than 4,4 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Accura,Urban,Wednesday,Jun,5,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4449,11,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Honda,Urban,Monday,Nov,2,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4450,4,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Mazda,Urban,Thursday,Oct,3,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4451,4,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Toyota,Urban,Friday,Oct,5,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4452,7,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Pontiac,Urban,Thursday,Oct,4,Male,Married,42,Third Party,Sedan - Collision,Sedan,less than 20000,0,4453,2,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Accura,Urban,Tuesday,Jul,2,Female,Divorced,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4454,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Chevrolet,Urban,Wednesday,Jun,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4455,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Accura,Urban,Monday,Jun,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,4456,5,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Sunday,Honda,Urban,Wednesday,Jun,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4457,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Pontiac,Rural,Monday,Apr,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4458,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Saab,Urban,Tuesday,Apr,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4459,11,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Toyota,Urban,Monday,Apr,2,Male,Single,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4460,12,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Toyota,Urban,Monday,Nov,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,4461,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Mazda,Urban,Tuesday,Jun,4,Female,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4462,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Toyota,Urban,Monday,Jun,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4463,8,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Pontiac,Urban,Tuesday,Apr,3,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4464,3,400,2,8 to 15,15 to 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Monday,Dodge,Urban,Wednesday,Sep,4,Male,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4465,3,700,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Chevrolet,Urban,Monday,Mar,1,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4466,11,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Mar,1,Thursday,Mazda,Urban,Friday,Mar,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4467,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Thursday,Jun,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4468,13,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,VW,Urban,Wednesday,Jun,5,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,4469,7,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Chevrolet,Urban,Tuesday,Mar,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4470,8,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Toyota,Urban,Monday,Jul,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4471,1,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Mazda,Urban,Wednesday,Aug,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4472,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Pontiac,Urban,Friday,Nov,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4473,11,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Honda,Urban,Monday,Nov,4,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4474,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Thursday,Pontiac,Rural,Wednesday,Dec,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4475,7,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Toyota,Urban,Friday,May,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4476,6,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Toyota,Urban,Monday,Jun,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4477,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Pontiac,Urban,Wednesday,Aug,3,Female,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4478,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Chevrolet,Urban,Monday,Aug,3,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4479,12,400,1,more than 30,more than 30,none,5 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Pontiac,Urban,Monday,Aug,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4480,10,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Pontiac,Urban,Thursday,Sep,3,Female,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4481,4,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Toyota,Urban,Friday,Oct,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4482,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,Honda,Urban,Tuesday,Nov,5,Female,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4483,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,VW,Urban,Wednesday,Nov,5,Male,Married,80,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4484,3,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Toyota,Urban,Monday,Nov,4,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4485,2,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Honda,Urban,Thursday,Dec,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4486,7,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Dodge,Urban,Thursday,Nov,5,Male,Divorced,52,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,4487,14,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Pontiac,Urban,Monday,Dec,2,Male,Single,48,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4488,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Mazda,Urban,Thursday,Dec,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4489,3,500,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Chevrolet,Urban,Thursday,Dec,2,Female,Single,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4490,8,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Pontiac,Urban,Monday,Nov,4,Female,Widow,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4491,11,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Pontiac,Urban,Thursday,Oct,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4492,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Toyota,Urban,Wednesday,Oct,1,Male,Married,65,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4493,1,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Honda,Urban,Wednesday,Sep,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4494,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Honda,Urban,Friday,Jul,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4495,9,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Pontiac,Urban,Thursday,Sep,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4496,2,700,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Pontiac,Urban,Friday,Sep,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4497,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Chevrolet,Urban,Thursday,Aug,5,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4498,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Toyota,Urban,Tuesday,Jun,4,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4499,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Toyota,Urban,Wednesday,Aug,3,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4500,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,VW,Urban,Thursday,Aug,4,Male,Married,27,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4501,9,400,1,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Pontiac,Urban,Monday,Apr,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4502,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Honda,Urban,Friday,Mar,5,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4503,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4504,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Mazda,Urban,Monday,Dec,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4505,15,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Mazda,Urban,Monday,Feb,2,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4506,13,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Ford,Urban,Tuesday,Dec,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,4507,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Honda,Urban,Monday,Nov,5,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4508,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Accura,Urban,Wednesday,Nov,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4509,4,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Mazda,Urban,Monday,Nov,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4510,15,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Thursday,Pontiac,Urban,Friday,Jul,4,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4511,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Toyota,Urban,Friday,Jul,4,Female,Single,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4512,1,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Accura,Urban,Tuesday,Feb,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4513,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Chevrolet,Urban,Tuesday,Feb,2,Male,Single,68,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4514,5,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Toyota,Rural,Monday,Jan,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4515,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Mazda,Urban,Wednesday,Jan,4,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4516,10,400,2,more than 30,more than 30,more than 4,3 years,26 to 30,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Pontiac,Urban,Thursday,Jan,3,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4517,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Honda,Urban,Wednesday,Feb,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4518,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Chevrolet,Rural,Monday,Feb,3,Male,Single,35,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4519,14,400,2,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Friday,Mazda,Urban,Friday,Mar,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4520,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Chevrolet,Urban,Tuesday,Mar,4,Female,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4521,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,69,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4522,13,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Toyota,Rural,Wednesday,Mar,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4523,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Honda,Rural,Thursday,Mar,2,Male,Married,57,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4524,4,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Honda,Urban,Wednesday,Mar,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4525,13,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Chevrolet,Urban,Wednesday,Jul,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4526,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Dodge,Urban,Tuesday,Nov,3,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4527,3,700,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Mazda,Urban,Thursday,Nov,1,Male,Single,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4528,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Saturday,Mazda,Urban,Thursday,Apr,2,Female,Single,33,Third Party,Sedan - Collision,Sedan,less than 20000,0,4529,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Toyota,Urban,Monday,Jun,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4530,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Mazda,Urban,Wednesday,May,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4531,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Thursday,Pontiac,Urban,Friday,Jul,5,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4532,15,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Mazda,Urban,Tuesday,Jun,2,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4533,12,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Pontiac,Urban,Monday,Jun,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4534,8,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Pontiac,Urban,Friday,Jul,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4535,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Honda,Urban,Wednesday,Jul,3,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4536,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Toyota,Urban,Wednesday,Jun,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4537,10,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4538,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Saturday,Accura,Urban,Thursday,Jul,3,Male,Single,30,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4539,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4540,4,500,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Toyota,Rural,Monday,Aug,5,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4541,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Honda,Urban,Monday,Jun,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4542,6,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Friday,Jul,1,Female,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4543,15,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Pontiac,Urban,Tuesday,Mar,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4544,5,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Honda,Urban,Friday,Mar,3,Male,Married,74,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4545,13,400,3,more than 30,more than 30,more than 4,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Honda,Rural,Friday,Jun,4,Male,Single,20,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4546,6,400,2,more than 30,more than 30,more than 4,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Pontiac,Rural,Friday,Apr,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4547,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Toyota,Urban,Thursday,Apr,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4548,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Honda,Urban,Thursday,Jul,2,Male,Married,52,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4549,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Monday,Toyota,Urban,Friday,Nov,2,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4550,16,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Accura,Urban,Monday,Jul,4,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,1,4551,4,400,4,15 to 30,more than 30,1,5 years,41 to 50,No,No,External,none,1 year,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,3,Tuesday,Mazda,Urban,Thursday,Dec,2,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4552,4,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,2,Monday,Toyota,Urban,Friday,Nov,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4553,14,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Mazda,Urban,Thursday,Jun,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,4554,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Honda,Urban,Monday,May,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4555,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Mazda,Urban,Tuesday,Jun,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4556,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Pontiac,Urban,Friday,Jul,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4557,10,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Mazda,Rural,Monday,Jul,1,Male,Single,33,Third Party,Sport - Collision,Sport,more than 69000,0,4558,4,400,1,more than 30,more than 30,1,5 years,31 to 35,Yes,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sport - Collision,TRUE
+Jul,4,Sunday,Pontiac,Urban,Tuesday,Jul,4,Male,Married,72,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4559,12,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4560,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Mercury,Urban,Monday,Aug,5,Male,Married,58,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4561,5,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Mazda,Urban,Monday,Jun,3,Male,Married,35,Policy Holder,Sport - Collision,Sport,more than 69000,1,4562,11,400,3,more than 30,more than 30,none,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,2,Wednesday,Saturn,Urban,Friday,Aug,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4563,16,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Mazda,Urban,Monday,Sep,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4564,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4565,5,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Pontiac,Urban,Monday,Oct,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4566,4,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Pontiac,Urban,Thursday,Nov,2,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4567,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Mercury,Rural,Tuesday,Nov,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4568,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Mazda,Urban,Friday,Nov,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4569,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Toyota,Urban,Tuesday,Dec,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4570,11,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Pontiac,Urban,Tuesday,Jan,5,Female,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4571,14,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4572,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Honda,Urban,Wednesday,Apr,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4573,12,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Toyota,Urban,Monday,Jun,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4574,2,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Toyota,Urban,Monday,May,5,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4575,11,400,4,more than 30,more than 30,none,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Toyota,Urban,Tuesday,Jun,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4576,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Accura,Urban,Wednesday,Aug,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4577,8,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Pontiac,Urban,Friday,Sep,5,Male,Single,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4578,12,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Mazda,Urban,Monday,Jun,3,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4579,8,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4580,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Chevrolet,Urban,Wednesday,Aug,5,Male,Married,47,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4581,6,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Mazda,Urban,Wednesday,Nov,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4582,12,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Sunday,Pontiac,Rural,Tuesday,Nov,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4583,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Mazda,Urban,Monday,Jun,4,Male,Married,57,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4584,11,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Honda,Urban,Monday,Oct,3,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4585,2,400,3,more than 30,more than 30,1,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Honda,Urban,Wednesday,Aug,5,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4586,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Toyota,Urban,Friday,Aug,4,Male,Married,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4587,13,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Mazda,Urban,Wednesday,Jul,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4588,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Mazda,Urban,Wednesday,Aug,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4589,15,700,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Pontiac,Urban,Monday,Jul,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4590,9,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Chevrolet,Urban,Thursday,May,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4591,13,500,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Sunday,Toyota,Urban,Wednesday,May,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4592,9,400,4,15 to 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4593,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Mazda,Urban,Wednesday,Apr,3,Male,Married,64,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4594,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Honda,Urban,Monday,Dec,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4595,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Honda,Urban,Monday,Dec,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4596,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Accura,Urban,Monday,Jun,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4597,14,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Honda,Urban,Friday,Dec,2,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4598,8,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Honda,Urban,Monday,Dec,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4599,4,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Mazda,Urban,Monday,Nov,5,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4600,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Sunday,Toyota,Urban,Thursday,Nov,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4601,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Toyota,Urban,Wednesday,Dec,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4602,6,400,2,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Mazda,Urban,Thursday,Oct,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4603,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Honda,Urban,Thursday,Sep,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4604,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Saturn,Urban,Tuesday,Jun,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4605,13,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Ford,Urban,Friday,Sep,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,4606,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Toyota,Urban,Thursday,Aug,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4607,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Toyota,Urban,Thursday,Aug,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4608,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Pontiac,Urban,Friday,Jul,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,less than 20000,0,4609,6,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Chevrolet,Rural,Monday,Jun,2,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4610,7,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Honda,Urban,Monday,May,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4611,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Toyota,Urban,Friday,May,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4612,7,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Chevrolet,Urban,Monday,May,3,Female,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4613,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Honda,Rural,Thursday,May,3,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4614,3,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Honda,Urban,Monday,Jul,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4615,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Honda,Urban,Tuesday,Apr,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4616,7,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Pontiac,Urban,Friday,Jan,3,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4617,5,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Toyota,Urban,Monday,Jan,2,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4618,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Toyota,Urban,Tuesday,Sep,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4619,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,VW,Urban,Friday,Dec,5,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4620,2,700,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Toyota,Urban,Friday,Oct,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4621,7,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Honda,Urban,Monday,Oct,2,Male,Single,41,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4622,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Ford,Rural,Friday,Aug,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,4623,6,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Honda,Urban,Saturday,Jul,1,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4624,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Toyota,Urban,Thursday,Jun,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4625,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Sunday,Mazda,Urban,Tuesday,Apr,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4626,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Toyota,Urban,Monday,Apr,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4627,8,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,Honda,Rural,Wednesday,Apr,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4628,3,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Wednesday,Apr,3,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4629,1,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Pontiac,Urban,Monday,Nov,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4630,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Chevrolet,Urban,Monday,Dec,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,4631,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Toyota,Urban,Tuesday,Jul,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4632,10,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Pontiac,Urban,Wednesday,Jul,2,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4633,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Honda,Urban,Monday,May,5,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4634,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Chevrolet,Urban,Tuesday,May,5,Male,Single,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4635,5,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Chevrolet,Rural,Friday,May,1,Male,Married,56,Third Party,Sedan - Liability,Sport,40000 to 59000,0,4636,7,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Pontiac,Rural,Friday,May,1,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4637,13,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Toyota,Urban,Tuesday,Jan,4,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4638,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Mazda,Urban,Monday,Jan,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4639,5,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Toyota,Urban,Monday,Jul,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4640,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Chevrolet,Urban,Wednesday,Dec,1,Male,Single,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4641,16,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Mazda,Rural,Monday,Feb,2,Male,Married,50,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4642,6,500,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Toyota,Urban,Thursday,Dec,3,Male,Single,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4643,5,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Toyota,Urban,Monday,Feb,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4644,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Honda,Urban,Thursday,Mar,3,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4645,1,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Pontiac,Urban,Monday,Jun,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4646,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Pontiac,Urban,Monday,Apr,2,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4647,6,400,2,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Chevrolet,Urban,Wednesday,Sep,1,Male,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4648,13,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Mazda,Urban,Wednesday,Jun,5,Male,Single,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4649,11,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Toyota,Urban,Monday,Jun,4,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4650,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Mazda,Urban,Wednesday,Dec,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4651,2,700,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Sunday,Toyota,Urban,Wednesday,Dec,2,Male,Single,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4652,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Toyota,Urban,Thursday,Dec,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4653,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Pontiac,Urban,Thursday,Dec,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4654,8,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Chevrolet,Urban,Monday,Dec,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4655,1,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Honda,Urban,Friday,Jun,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,4656,15,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Wednesday,Dec,2,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4657,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Chevrolet,Urban,Thursday,Dec,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4658,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Chevrolet,Urban,Thursday,Dec,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4659,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Monday,Honda,Urban,Tuesday,Dec,3,Male,Married,44,Policy Holder,Sport - Collision,Sport,more than 69000,0,4660,11,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jun,4,Thursday,Toyota,Urban,Monday,Jul,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4661,9,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Honda,Urban,Wednesday,Sep,2,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4662,9,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Toyota,Urban,Monday,Apr,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4663,9,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Mazda,Urban,Thursday,Apr,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4664,12,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Chevrolet,Urban,Tuesday,Dec,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,4665,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Toyota,Urban,Tuesday,Dec,3,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4666,15,400,2,more than 30,more than 30,none,5 years,26 to 30,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Pontiac,Urban,Monday,Jun,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4667,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Pontiac,Urban,Monday,May,2,Female,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4668,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Mazda,Urban,Monday,Mar,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4669,8,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Honda,Urban,Friday,Mar,3,Male,Married,76,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4670,4,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Chevrolet,Urban,Wednesday,Feb,2,Female,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4671,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Honda,Urban,Tuesday,Nov,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4672,9,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Honda,Urban,Friday,Feb,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4673,14,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Accura,Urban,Wednesday,Aug,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4674,12,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Sunday,Honda,Urban,Monday,May,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4675,13,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Honda,Urban,Sunday,Jul,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4676,11,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Ford,Urban,Tuesday,May,5,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4677,6,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Accura,Urban,Monday,Jul,4,Male,Single,35,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4678,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Friday,Accura,Urban,Monday,Jun,3,Male,Married,76,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4679,9,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Wednesday,Honda,Rural,Wednesday,Jun,3,Male,Married,29,Third Party,Sedan - Collision,Sedan,less than 20000,0,4680,1,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Toyota,Urban,Monday,Sep,4,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4681,10,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Toyota,Urban,Thursday,Oct,1,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4682,16,700,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Honda,Urban,Thursday,Aug,4,Male,Married,54,Third Party,Sport - Collision,Sport,more than 69000,0,4683,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Wednesday,Oct,4,Male,Single,25,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4684,1,400,3,more than 30,more than 30,more than 4,6 years,26 to 30,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Dodge,Urban,Thursday,Dec,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4685,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Honda,Urban,Tuesday,Dec,4,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4686,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Pontiac,Urban,Friday,Oct,4,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4687,4,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Honda,Urban,Monday,Nov,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4688,13,400,3,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Toyota,Urban,Thursday,Dec,5,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4689,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Pontiac,Urban,Friday,Dec,4,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4690,6,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Mazda,Urban,Friday,May,2,Male,Married,51,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4691,12,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Mazda,Urban,Tuesday,May,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4692,5,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Urban,Thursday,May,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4693,6,500,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Mazda,Urban,Friday,Jul,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4694,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Chevrolet,Urban,Tuesday,Jul,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,more than 69000,0,4695,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Saab,Rural,Wednesday,Jul,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4696,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Ford,Urban,Monday,Jul,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4697,11,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Pontiac,Urban,Thursday,Sep,3,Male,Single,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4698,16,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Pontiac,Urban,Tuesday,Sep,2,Female,Married,64,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,4699,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Chevrolet,Urban,Friday,Dec,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4700,11,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Accura,Urban,Friday,Sep,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4701,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Toyota,Urban,Monday,Oct,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4702,12,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Toyota,Urban,Tuesday,Dec,3,Male,Single,58,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4703,15,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Toyota,Urban,Thursday,Dec,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4704,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Ford,Urban,Monday,Dec,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4705,1,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Saturday,Mazda,Urban,Friday,Apr,5,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4706,5,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4707,5,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Honda,Urban,Tuesday,Dec,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4708,15,400,1,8 to 15,8 to 15,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Sunday,Toyota,Urban,Tuesday,May,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4709,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Honda,Urban,Tuesday,Jun,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4710,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Chevrolet,Urban,Monday,Sep,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4711,16,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Honda,Urban,Saturday,Nov,3,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4712,7,400,4,more than 30,more than 30,none,6 years,26 to 30,No,No,Internal,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Toyota,Urban,Tuesday,Aug,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4713,12,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Accura,Urban,Thursday,Dec,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4714,13,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Honda,Urban,Monday,Nov,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4715,13,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Toyota,Urban,Friday,Nov,3,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4716,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,Honda,Urban,Tuesday,Oct,4,Female,Married,40,Policy Holder,Sport - Collision,Sport,more than 69000,1,4717,12,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,1,Wednesday,Mazda,Urban,Thursday,May,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4718,2,400,1,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Honda,Urban,Wednesday,Mar,5,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4719,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Honda,Urban,Monday,Nov,1,Male,Married,57,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4720,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Honda,Urban,Friday,Dec,3,Male,Married,70,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4721,12,400,4,more than 30,more than 30,none,more than 7,over 65,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Mazda,Urban,Monday,Dec,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4722,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Honda,Urban,Thursday,Oct,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4723,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Mazda,Urban,Wednesday,Dec,3,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4724,9,400,1,more than 30,more than 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Wednesday,Sep,3,Female,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4725,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Mazda,Urban,Thursday,Sep,3,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4726,5,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Toyota,Urban,Thursday,Jul,3,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4727,13,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Pontiac,Rural,Friday,Sep,2,Male,Married,70,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4728,8,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Honda,Urban,Friday,Sep,2,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4729,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Pontiac,Urban,Monday,Jul,1,Female,Divorced,44,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4730,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Mazda,Urban,Tuesday,Sep,2,Male,Married,49,Policy Holder,Sport - Collision,Sport,more than 69000,0,4731,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Tuesday,Jan,1,Female,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4732,8,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Honda,Urban,Tuesday,Jul,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4733,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Ford,Urban,Friday,Dec,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,4734,4,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Mazda,Urban,Monday,Dec,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4735,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Chevrolet,Urban,Tuesday,Aug,1,Male,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4736,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Mazda,Urban,Thursday,Feb,4,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4737,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Pontiac,Urban,Monday,Feb,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4738,8,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Mazda,Urban,Tuesday,Feb,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4739,1,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Toyota,Urban,Wednesday,Jun,5,Male,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4740,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Chevrolet,Urban,Friday,May,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4741,2,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Wednesday,Mazda,Urban,Wednesday,Aug,5,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4742,11,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Mazda,Urban,Wednesday,Aug,1,Male,Single,25,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4743,13,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Toyota,Urban,Tuesday,Jul,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4744,6,500,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Toyota,Urban,Tuesday,May,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4745,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Mazda,Urban,Tuesday,May,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4746,5,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Pontiac,Urban,Friday,Apr,5,Female,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4747,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Honda,Urban,Tuesday,Apr,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4748,10,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Toyota,Urban,Friday,May,1,Male,Single,58,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4749,10,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Mazda,Urban,Friday,Jun,1,Female,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4750,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Pontiac,Urban,Wednesday,Apr,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4751,13,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Honda,Urban,Sunday,Jan,1,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4752,1,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Pontiac,Urban,Monday,Nov,2,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4753,6,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Tuesday,Pontiac,Rural,Thursday,Dec,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4754,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Toyota,Urban,Friday,Sep,5,Male,Married,42,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4755,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Toyota,Urban,Wednesday,Sep,5,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4756,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Pontiac,Urban,Tuesday,Sep,4,Male,Single,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4757,5,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Chevrolet,Urban,Monday,Sep,3,Male,Married,44,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4758,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,5,Tuesday,Honda,Urban,Thursday,Sep,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4759,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Chevrolet,Urban,Thursday,Sep,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4760,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Accura,Urban,Saturday,Aug,4,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4761,9,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Monday,Mazda,Urban,Tuesday,Aug,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4762,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Mazda,Urban,Friday,Aug,2,Male,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4763,16,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Pontiac,Rural,Tuesday,Jul,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4764,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Accura,Urban,Tuesday,Jun,5,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4765,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Chevrolet,Urban,Wednesday,Jun,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4766,6,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Honda,Urban,Tuesday,Jun,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4767,11,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Toyota,Urban,Monday,Jun,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4768,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Toyota,Urban,Friday,Jun,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4769,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Ford,Urban,Monday,Apr,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,less than 20000,0,4770,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Honda,Urban,Sunday,May,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4771,11,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Pontiac,Rural,Tuesday,Nov,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4772,12,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Mazda,Urban,Monday,Nov,1,Male,Single,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4773,10,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Honda,Urban,Monday,Apr,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4774,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Honda,Urban,Thursday,Oct,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4775,15,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Mazda,Urban,Tuesday,Jun,5,Female,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4776,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Mazda,Urban,Monday,Apr,1,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4777,6,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Mazda,Urban,Friday,Mar,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4778,12,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Mazda,Urban,Friday,Mar,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4779,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Honda,Urban,Monday,May,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4780,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Pontiac,Urban,Monday,Jun,2,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4781,7,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Toyota,Urban,Thursday,Jul,3,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4782,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Toyota,Urban,Monday,Nov,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4783,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Ford,Urban,Thursday,Dec,5,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,4784,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Toyota,Urban,Tuesday,Dec,4,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4785,9,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Mazda,Urban,Wednesday,Oct,4,Female,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4786,9,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Honda,Urban,Friday,Nov,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4787,9,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Toyota,Rural,Tuesday,Dec,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4788,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Pontiac,Urban,Friday,Dec,3,Male,Single,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4789,1,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Accura,Urban,Monday,Dec,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4790,4,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Mazda,Urban,Tuesday,Dec,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4791,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Nisson,Urban,Wednesday,Dec,4,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4792,1,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,4,Tuesday,Honda,Urban,Wednesday,Dec,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4793,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Pontiac,Urban,Friday,Dec,5,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4794,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Chevrolet,Urban,Thursday,Dec,5,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,4795,9,500,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Dec,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4796,1,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Mazda,Urban,Tuesday,Nov,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4797,1,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Honda,Urban,Monday,Nov,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4798,7,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Toyota,Urban,Friday,Nov,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4799,5,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Pontiac,Urban,Monday,Sep,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4800,2,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Monday,Sep,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4801,1,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Pontiac,Rural,Tuesday,Jul,3,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4802,8,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Ford,Urban,Tuesday,May,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4803,2,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Dodge,Urban,Monday,Mar,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4804,3,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Toyota,Urban,Tuesday,Dec,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4805,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Toyota,Urban,Tuesday,Dec,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4806,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Pontiac,Urban,Monday,Jul,1,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4807,2,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Pontiac,Urban,Tuesday,Sep,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4808,1,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Chevrolet,Urban,Thursday,Jul,2,Male,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4809,3,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Mazda,Urban,Thursday,Jan,1,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4810,6,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,Yes,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Pontiac,Urban,Monday,May,2,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4811,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Mazda,Urban,Monday,Jul,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,4812,4,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Honda,Urban,Tuesday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4813,1,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Toyota,Urban,Tuesday,Mar,4,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4814,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Mazda,Urban,Wednesday,Mar,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4815,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Mazda,Urban,Thursday,Oct,3,Female,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,4816,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,3,Wednesday,Ford,Urban,Wednesday,Oct,3,Male,Married,49,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,4817,1,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Chevrolet,Urban,Friday,Jul,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,4818,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Honda,Rural,Wednesday,Feb,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4819,2,400,2,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Toyota,Urban,Tuesday,May,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4820,5,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Mazda,Urban,Tuesday,Aug,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4821,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Honda,Urban,Monday,Jul,3,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4822,8,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Pontiac,Urban,Monday,Jul,4,Male,Single,21,Third Party,Sedan - Collision,Sedan,more than 69000,0,4823,2,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Mazda,Urban,Tuesday,Jul,4,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4824,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4825,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Honda,Rural,Wednesday,Aug,2,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4826,11,400,4,more than 30,more than 30,1,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Chevrolet,Urban,Wednesday,Sep,4,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4827,6,400,1,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Pontiac,Urban,Tuesday,Oct,2,Female,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4828,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Honda,Urban,Friday,Oct,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,4829,6,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Chevrolet,Urban,Tuesday,Oct,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4830,13,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Jaguar,Rural,Tuesday,Nov,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4831,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Toyota,Urban,Thursday,Jul,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,4832,3,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Honda,Urban,Wednesday,Jan,1,Male,Married,28,Third Party,Sport - Collision,Sport,more than 69000,0,4833,9,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,5,Tuesday,Chevrolet,Urban,Wednesday,May,5,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4834,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Dodge,Urban,Monday,Jul,4,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4835,13,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Honda,Urban,Monday,Jun,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4836,2,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Mazda,Urban,Wednesday,Mar,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4837,15,700,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Toyota,Urban,Thursday,Nov,3,Male,Married,40,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4838,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Accura,Urban,Wednesday,Sep,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4839,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4840,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Pontiac,Urban,Tuesday,Sep,4,Female,Married,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4841,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Chevrolet,Urban,Wednesday,Dec,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4842,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Pontiac,Rural,Wednesday,Sep,5,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4843,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Toyota,Rural,Monday,Oct,1,Female,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4844,6,400,4,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Chevrolet,Urban,Thursday,Jan,2,Female,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4845,7,400,2,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Ford,Urban,Wednesday,Jul,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4846,16,500,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Chevrolet,Urban,Tuesday,Jul,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4847,4,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Toyota,Urban,Wednesday,Jul,2,Female,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4848,9,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,Yes,Yes,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Toyota,Urban,Tuesday,Apr,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4849,2,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Toyota,Urban,Sunday,Jan,1,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4850,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Mazda,Urban,Thursday,Mar,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4851,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Toyota,Urban,Monday,Dec,1,Female,Divorced,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4852,7,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Chevrolet,Urban,Wednesday,Dec,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4853,12,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Honda,Urban,Tuesday,Jul,1,Male,Single,23,Third Party,Sport - Collision,Sport,more than 69000,0,4854,3,400,2,more than 30,more than 30,none,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,3,Tuesday,Chevrolet,Urban,Wednesday,Dec,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4855,2,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Accura,Urban,Friday,Dec,4,Male,Married,37,Policy Holder,Utility - Liability,Utility,more than 69000,0,4856,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Dec,2,Tuesday,Toyota,Urban,Tuesday,Dec,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4857,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Chevrolet,Urban,Tuesday,May,2,Male,Married,56,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4858,2,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Tuesday,Chevrolet,Urban,Wednesday,Jan,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4859,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Pontiac,Urban,Thursday,Aug,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4860,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Toyota,Urban,Tuesday,Apr,1,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4861,6,400,4,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Wednesday,Aug,2,Female,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4862,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Rural,Wednesday,May,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4863,10,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Accura,Urban,Wednesday,Sep,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4864,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Ford,Urban,Tuesday,Jul,1,Male,Married,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4865,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Toyota,Urban,Monday,Sep,3,Male,Married,35,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4866,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Toyota,Urban,Monday,Jan,2,Male,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4867,9,400,4,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Toyota,Urban,Monday,Jan,2,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4868,8,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,Ford,Urban,Friday,Dec,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,4869,16,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Toyota,Urban,Monday,Dec,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4870,1,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Urban,Friday,Jan,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4871,6,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Pontiac,Urban,Tuesday,Sep,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4872,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Chevrolet,Rural,Tuesday,Sep,4,Female,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4873,6,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Toyota,Urban,Wednesday,May,3,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4874,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Chevrolet,Urban,Monday,May,3,Male,Single,41,Third Party,Sedan - All Perils,Sedan,more than 69000,0,4875,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Mazda,Urban,Tuesday,May,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4876,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Chevrolet,Rural,Monday,May,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4877,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Honda,Urban,Wednesday,May,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4878,14,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Chevrolet,Urban,Wednesday,Sep,4,Female,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4879,7,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Toyota,Urban,Tuesday,Oct,1,Male,Married,49,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4880,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Chevrolet,Urban,Friday,Oct,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4881,14,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Pontiac,Urban,Monday,Sep,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4882,15,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Pontiac,Rural,Wednesday,Sep,4,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4883,5,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Honda,Rural,Monday,Jun,1,Male,Single,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4884,10,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Mazda,Urban,Monday,May,3,Male,Single,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4885,4,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Chevrolet,Urban,Tuesday,Jan,1,Female,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4886,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Ford,Urban,Monday,Apr,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4887,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Chevrolet,Rural,Monday,Apr,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4888,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Pontiac,Urban,Wednesday,Apr,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4889,10,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Accura,Urban,Wednesday,Jul,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4890,15,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Toyota,Urban,Wednesday,Aug,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4891,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Honda,Urban,Tuesday,Oct,1,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4892,12,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Pontiac,Rural,Monday,Oct,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4893,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Chevrolet,Urban,Monday,Oct,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4894,13,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Toyota,Urban,Wednesday,Nov,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4895,11,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Toyota,Urban,Monday,Jan,1,Male,Married,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4896,8,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Dec,5,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,4897,10,500,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Toyota,Urban,Monday,Jan,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4898,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Honda,Urban,Thursday,Nov,3,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,4899,16,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Wednesday,Jan,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4900,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Mazda,Urban,Tuesday,May,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4901,13,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Urban,Monday,Aug,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4902,6,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Mercury,Urban,Friday,Sep,3,Male,Married,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4903,10,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Friday,Toyota,Urban,Monday,Oct,5,Male,Married,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4904,4,400,4,more than 30,more than 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Ford,Rural,Monday,Dec,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,4905,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Chevrolet,Urban,Monday,Jul,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4906,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Pontiac,Urban,Thursday,Nov,3,Male,Married,30,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4907,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Monday,Toyota,Urban,Monday,Oct,4,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4908,15,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Chevrolet,Urban,Friday,Sep,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4909,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Honda,Urban,Friday,Jul,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,4910,1,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Wednesday,Honda,Urban,Tuesday,Sep,2,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4911,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Honda,Urban,Tuesday,Jul,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4912,5,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Pontiac,Rural,Friday,Jul,2,Female,Single,24,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4913,11,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Toyota,Rural,Monday,Jun,3,Male,Married,60,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,4914,16,400,4,more than 30,more than 30,none,6 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Mazda,Urban,Friday,May,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4915,2,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Pontiac,Urban,Tuesday,May,5,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4916,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Chevrolet,Urban,Wednesday,May,5,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4917,16,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Pontiac,Urban,Monday,Jan,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4918,2,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Mazda,Urban,Wednesday,Dec,5,Female,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4919,11,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Honda,Rural,Wednesday,Dec,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4920,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Mazda,Urban,Tuesday,Nov,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4921,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Mazda,Urban,Wednesday,Nov,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4922,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Toyota,Urban,Monday,Oct,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,less than 20000,0,4923,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Pontiac,Urban,Friday,Oct,4,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4924,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Pontiac,Urban,Monday,Nov,3,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4925,1,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Mazda,Urban,Monday,Oct,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4926,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Toyota,Urban,Monday,Oct,1,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4927,12,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Chevrolet,Urban,Tuesday,Oct,1,Female,Single,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4928,2,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Pontiac,Urban,Tuesday,Oct,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4929,6,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4930,3,700,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Ford,Urban,Monday,Aug,5,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4931,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Monday,Pontiac,Urban,Friday,Aug,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4932,9,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Chevrolet,Urban,Wednesday,Aug,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4933,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Mercury,Urban,Tuesday,Jul,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4934,10,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Chevrolet,Rural,Monday,Jun,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4935,10,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Mazda,Urban,Tuesday,Jun,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4936,13,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Honda,Urban,Wednesday,Apr,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4937,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Pontiac,Urban,Monday,Mar,5,Male,Married,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,4938,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,VW,Urban,Thursday,May,4,Female,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4939,12,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Toyota,Urban,Wednesday,Sep,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4940,7,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Toyota,Urban,Thursday,Oct,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4941,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Mazda,Urban,Friday,Oct,3,Female,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4942,14,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Pontiac,Urban,Friday,Jun,1,Male,Single,29,Third Party,Sedan - Collision,Sedan,less than 20000,0,4943,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Chevrolet,Urban,Thursday,Jul,5,Male,Married,40,Policy Holder,Utility - All Perils,Utility,more than 69000,1,4944,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,1,Saturday,Toyota,Urban,Monday,Sep,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4945,2,400,3,15 to 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Toyota,Urban,Wednesday,Nov,2,Male,Single,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4946,2,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Pontiac,Urban,Monday,Mar,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4947,5,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Honda,Rural,Friday,Oct,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4948,14,500,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,4949,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Ford,Urban,Monday,Jan,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,4950,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Urban,Monday,Apr,2,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4951,15,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Toyota,Urban,Thursday,Jan,1,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4952,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Toyota,Urban,Tuesday,Nov,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4953,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,50,Policy Holder,Utility - All Perils,Utility,more than 69000,0,4954,3,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Thursday,Mazda,Urban,Thursday,Oct,1,Male,Married,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4955,13,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Chevrolet,Urban,Friday,Mar,3,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,4956,12,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Saab,Urban,Wednesday,May,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,4957,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Pontiac,Urban,Thursday,Jun,1,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4958,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Mazda,Urban,Friday,Jan,3,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4959,12,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Mazda,Urban,Monday,Jun,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4960,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Toyota,Urban,Friday,Jun,1,Male,Married,32,Third Party,Sedan - All Perils,Sedan,less than 20000,0,4961,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Pontiac,Urban,Wednesday,Jun,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,4962,6,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4963,3,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Toyota,Urban,Monday,Dec,1,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4964,13,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Mazda,Urban,Tuesday,Nov,4,Female,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4965,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Honda,Rural,Thursday,Oct,4,Male,Single,35,Third Party,Sport - Collision,Sport,more than 69000,0,4966,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Dec,4,Wednesday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,4967,12,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Toyota,Urban,Monday,Jul,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4968,11,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Pontiac,Urban,Tuesday,Jul,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,4969,6,400,3,more than 30,more than 30,none,7 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Ford,Urban,Friday,Dec,5,Male,Married,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4970,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Honda,Urban,Monday,Dec,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4971,4,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Mazda,Rural,Monday,Nov,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4972,8,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Toyota,Urban,Tuesday,Jul,2,Male,Married,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,4973,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Ford,Urban,Friday,Jul,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4974,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Sunday,Chevrolet,Urban,Tuesday,Aug,2,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4975,13,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Chevrolet,Rural,Monday,Oct,4,Male,Married,46,Policy Holder,Utility - Collision,Utility,more than 69000,0,4976,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Dec,1,Friday,Honda,Urban,Tuesday,Jan,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,4977,1,400,4,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Pontiac,Urban,Friday,Dec,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4978,6,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Chevrolet,Urban,Tuesday,Apr,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4979,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Chevrolet,Urban,Wednesday,Mar,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,4980,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Dodge,Urban,Monday,Oct,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,4981,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Toyota,Urban,Tuesday,May,4,Female,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4982,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Toyota,Urban,Monday,May,4,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4983,6,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Honda,Urban,Monday,Jul,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4984,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Saab,Urban,Wednesday,Jul,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4985,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Urban,Monday,Sep,1,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,4986,5,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Chevrolet,Urban,Tuesday,Oct,3,Female,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4987,9,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Toyota,Urban,Thursday,Oct,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4988,15,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Mazda,Urban,Friday,Dec,1,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,4989,2,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Toyota,Rural,Wednesday,Dec,4,Male,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,4990,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Honda,Urban,Wednesday,Jan,3,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,4991,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Honda,Urban,Monday,Jan,3,Female,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4992,2,700,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Ford,Urban,Saturday,May,4,Male,Married,70,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,0,4993,16,400,1,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Urban,Monday,May,5,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4994,9,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Pontiac,Rural,Tuesday,Oct,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4995,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Chevrolet,Urban,Monday,Oct,1,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,4996,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Toyota,Urban,Wednesday,Oct,1,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,4997,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Honda,Urban,Tuesday,Dec,1,Male,Single,21,Third Party,Sedan - Liability,Sport,20000 to 29000,0,4998,10,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Saab,Urban,Thursday,Dec,4,Male,Single,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,4999,5,500,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Accura,Urban,Wednesday,Oct,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5000,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Mazda,Urban,Monday,Oct,2,Male,Married,61,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5001,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Toyota,Urban,Monday,Oct,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5002,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Honda,Urban,Monday,Oct,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5003,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5004,9,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Toyota,Urban,Monday,Oct,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5005,15,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,Yes,No,Internal,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Mazda,Urban,Friday,Aug,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5006,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Accura,Urban,Wednesday,Jun,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5007,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Pontiac,Urban,Friday,Jun,2,Female,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5008,8,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Pontiac,Urban,Friday,Jun,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5009,9,400,1,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Toyota,Urban,Friday,Jul,3,Male,Married,63,Third Party,Sedan - Liability,Sport,more than 69000,0,5010,8,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Chevrolet,Rural,Tuesday,Jun,1,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5011,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Chevrolet,Urban,Tuesday,Jun,1,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5012,4,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Toyota,Urban,Monday,May,3,Male,Single,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5013,12,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Toyota,Urban,Monday,Feb,1,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5014,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Pontiac,Urban,Friday,Jan,4,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5015,12,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Pontiac,Urban,Thursday,Feb,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5016,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Tuesday,Nov,5,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5017,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Honda,Rural,Monday,Nov,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5018,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Honda,Urban,Monday,Oct,2,Male,Married,46,Policy Holder,Sport - Collision,Sport,more than 69000,1,5019,9,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Oct,1,Wednesday,Pontiac,Urban,Friday,Oct,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5020,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Toyota,Urban,Thursday,Oct,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5021,3,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Pontiac,Urban,Friday,Aug,1,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5022,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Thursday,Jul,2,Male,Married,78,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5023,3,700,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Mazda,Urban,Tuesday,May,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5024,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Chevrolet,Urban,Wednesday,Oct,3,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5025,5,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Honda,Urban,Friday,Mar,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5026,3,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Chevrolet,Urban,Monday,Jul,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5027,4,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Mazda,Urban,Thursday,Jul,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5028,8,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Chevrolet,Urban,Thursday,Feb,2,Male,Married,62,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5029,13,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Wednesday,Honda,Urban,Tuesday,Jan,1,Female,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5030,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Saturday,Honda,Urban,Wednesday,Jun,1,Male,Married,34,Third Party,Sedan - Liability,Sport,more than 69000,0,5031,3,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Saturday,Honda,Urban,Tuesday,May,2,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5032,4,400,2,more than 30,more than 30,2 to 4,new,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Chevrolet,Urban,Wednesday,Jun,3,Male,Married,31,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5033,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Thursday,Mazda,Urban,Wednesday,Nov,2,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5034,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Pontiac,Urban,Friday,Sep,5,Male,Single,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5035,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Pontiac,Urban,Tuesday,Jul,2,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5036,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Thursday,Toyota,Urban,Wednesday,Oct,2,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5037,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Pontiac,Urban,Tuesday,Jul,1,Female,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5038,14,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Chevrolet,Urban,Wednesday,Oct,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,5039,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Monday,Sep,2,Female,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5040,8,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Toyota,Urban,Friday,Jul,1,Male,Married,47,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5041,12,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Honda,Rural,Thursday,Feb,3,Female,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5042,3,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,5 to 8,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Honda,Urban,Tuesday,Oct,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5043,2,400,1,more than 30,more than 30,1,new,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Ford,Urban,Monday,Jun,3,Female,Married,45,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5044,9,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Toyota,Rural,Tuesday,Oct,2,Male,Single,41,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5045,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Toyota,Urban,Wednesday,Aug,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5046,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,VW,Urban,Monday,Sep,3,Male,Married,66,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5047,3,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Pontiac,Urban,Friday,Sep,4,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5048,6,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Pontiac,Rural,Monday,Nov,2,Male,Divorced,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5049,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Toyota,Urban,Tuesday,Nov,3,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,5050,3,500,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Chevrolet,Urban,Monday,Jan,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5051,9,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Chevrolet,Urban,Monday,Feb,1,Male,Married,56,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5052,15,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Toyota,Urban,Wednesday,Jul,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5053,12,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Pontiac,Urban,Monday,Jan,2,Male,Single,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5054,15,400,4,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Pontiac,Urban,Thursday,Jul,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5055,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Pontiac,Urban,Friday,Oct,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5056,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Rural,Thursday,Oct,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5057,2,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Pontiac,Urban,Wednesday,Jun,5,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5058,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Toyota,Urban,Wednesday,Feb,2,Female,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5059,6,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Toyota,Urban,Friday,Dec,2,Male,Married,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5060,15,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Honda,Urban,Tuesday,Aug,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,5061,7,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Mazda,Urban,Wednesday,Oct,4,Female,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5062,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,VW,Urban,Thursday,Nov,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5063,1,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Wednesday,Honda,Urban,Tuesday,Aug,2,Female,Married,39,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5064,2,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Chevrolet,Rural,Wednesday,Dec,5,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5065,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Toyota,Urban,Tuesday,Jan,4,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5066,6,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Pontiac,Urban,Monday,Feb,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5067,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Monday,Chevrolet,Urban,Monday,Nov,1,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5068,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Honda,Urban,Friday,Apr,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5069,7,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Pontiac,Urban,Thursday,Dec,3,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5070,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Pontiac,Urban,Monday,Nov,2,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5071,3,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Toyota,Urban,Tuesday,Jan,1,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5072,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Pontiac,Urban,Friday,Jun,2,Male,Married,61,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5073,3,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Toyota,Urban,Friday,Sep,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5074,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Friday,Nov,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5075,7,400,4,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5076,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,Yes,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Ford,Urban,Monday,Feb,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,5077,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Toyota,Urban,Friday,Jun,2,Female,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5078,8,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Honda,Urban,Thursday,Jul,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5079,10,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Toyota,Rural,Monday,Jul,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5080,6,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Pontiac,Urban,Thursday,Oct,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5081,14,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5082,11,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Mazda,Urban,Monday,Jul,3,Male,Married,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5083,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Mercury,Urban,Thursday,Sep,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5084,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,VW,Urban,Tuesday,Oct,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,5085,16,700,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Pontiac,Rural,Tuesday,Oct,2,Female,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5086,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Mazda,Urban,Thursday,Jun,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5087,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Sunday,Ford,Urban,Thursday,Jun,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,5088,9,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Friday,Chevrolet,Rural,Wednesday,Jun,2,Male,Single,42,Third Party,Sedan - Liability,Sport,40000 to 59000,0,5089,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Pontiac,Urban,Tuesday,Feb,2,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5090,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Mazda,Urban,Tuesday,Feb,2,Male,Married,58,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5091,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Pontiac,Urban,Monday,Feb,1,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5092,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Pontiac,Rural,Friday,Jul,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5093,10,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Chevrolet,Urban,Thursday,Feb,2,Female,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5094,16,400,4,none,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Tuesday,Toyota,Urban,Wednesday,Feb,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,5095,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Chevrolet,Urban,Monday,Jan,5,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5096,7,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Toyota,Rural,Thursday,Apr,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5097,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Chevrolet,Urban,Monday,Jan,5,Male,Married,73,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5098,14,400,4,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,VW,Urban,Monday,Jan,4,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,5099,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Mazda,Urban,Monday,Jan,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5100,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Accura,Urban,Tuesday,Jan,4,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5101,10,500,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Mazda,Urban,Friday,Jul,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5102,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Honda,Urban,Thursday,Oct,2,Male,Single,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5103,4,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Mazda,Rural,Friday,Sep,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5104,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Chevrolet,Urban,Monday,Jul,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5105,10,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Chevrolet,Urban,Thursday,Jun,4,Male,Single,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5106,14,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Mazda,Urban,Friday,Jun,1,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5107,8,400,3,more than 30,more than 30,1,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Saturn,Urban,Wednesday,May,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5108,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Toyota,Urban,Monday,Jan,3,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5109,10,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Nisson,Urban,Monday,Jan,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5110,4,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Honda,Urban,Monday,Jan,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5111,11,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Pontiac,Urban,Monday,Jan,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5112,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Toyota,Urban,Monday,Jul,3,Female,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5113,13,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5114,13,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Saturday,Honda,Urban,Monday,Jan,1,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5115,5,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Toyota,Urban,Tuesday,Feb,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5116,16,700,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Honda,Urban,Wednesday,Feb,2,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5117,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Monday,Pontiac,Urban,Wednesday,Feb,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5118,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Mazda,Rural,Wednesday,Jul,4,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5119,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Toyota,Rural,Monday,Feb,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5120,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,Toyota,Rural,Monday,Nov,5,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,5121,9,400,3,more than 30,more than 30,1,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,VW,Urban,Thursday,Feb,3,Male,Married,69,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5122,2,400,1,more than 30,more than 30,1,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Mazda,Urban,Thursday,Aug,4,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5123,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Mazda,Urban,Friday,Aug,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5124,14,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Chevrolet,Urban,Thursday,Jul,3,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5125,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Mazda,Urban,Thursday,Jul,2,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5126,4,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Toyota,Urban,Thursday,Apr,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5127,1,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Chevrolet,Urban,Thursday,Apr,2,Female,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5128,14,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Toyota,Urban,Wednesday,Feb,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,5129,9,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Mazda,Urban,Tuesday,Feb,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5130,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Honda,Urban,Friday,Jan,4,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,5131,13,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Toyota,Rural,Thursday,May,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5132,6,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Honda,Urban,Friday,Sep,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5133,15,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Toyota,Urban,Tuesday,Sep,3,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5134,7,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Mazda,Rural,Tuesday,Nov,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5135,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Mazda,Urban,Tuesday,Oct,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5136,15,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Toyota,Urban,Monday,Sep,4,Male,Married,73,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5137,2,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Toyota,Urban,Tuesday,Oct,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5138,7,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Mazda,Rural,Monday,Jan,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5139,6,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Toyota,Urban,Monday,Dec,2,Male,Married,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5140,1,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Ford,Urban,Friday,Dec,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5141,1,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,VW,Rural,Thursday,Jan,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5142,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Honda,Urban,Monday,Jan,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5143,2,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Honda,Urban,Thursday,Feb,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5144,16,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5145,16,400,2,more than 30,more than 30,1,7 years,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Honda,Urban,Monday,Jun,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5146,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5147,12,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Honda,Rural,Monday,Sep,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5148,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Toyota,Urban,Wednesday,Oct,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5149,10,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Wednesday,Chevrolet,Rural,Tuesday,Dec,2,Male,Married,51,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5150,8,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Urban,Monday,May,2,Male,Married,51,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5151,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Accura,Urban,Monday,May,2,Male,Single,20,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5152,3,400,1,more than 30,more than 30,none,2 years,21 to 25,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Pontiac,Urban,Monday,Jun,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5153,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Toyota,Urban,Thursday,May,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5154,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Toyota,Rural,Tuesday,Jun,5,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5155,5,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Chevrolet,Urban,Tuesday,Aug,2,Male,Married,65,Third Party,Sedan - Collision,Sedan,more than 69000,0,5156,9,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Chevrolet,Urban,Tuesday,Jul,3,Male,Single,47,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,5157,13,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Mazda,Urban,Monday,Apr,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5158,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Pontiac,Rural,Wednesday,May,1,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5159,5,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Pontiac,Urban,Tuesday,May,2,Male,Divorced,70,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5160,6,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Chevrolet,Urban,Monday,Jun,3,Female,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5161,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Mazda,Urban,Monday,May,5,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5162,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Toyota,Urban,Wednesday,Jun,5,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5163,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Thursday,Pontiac,Urban,Tuesday,Sep,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5164,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Toyota,Urban,Wednesday,Oct,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5165,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Mazda,Urban,Monday,Jul,4,Male,Single,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5166,13,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Chevrolet,Urban,Wednesday,Aug,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5167,10,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,4 to 8 years,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Mazda,Urban,Thursday,Oct,1,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5168,13,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Honda,Urban,Friday,Jun,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5169,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Mazda,Urban,Friday,Jun,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5170,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Honda,Urban,Monday,Jan,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5171,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Mazda,Urban,Thursday,Jan,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5172,11,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Toyota,Urban,Monday,Jan,4,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5173,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Toyota,Urban,Tuesday,Jan,5,Male,Married,51,Third Party,Sedan - Collision,Sedan,less than 20000,0,5174,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Pontiac,Rural,Wednesday,Jan,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5175,10,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Saab,Urban,Thursday,Feb,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,5176,3,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Toyota,Urban,Wednesday,Jan,3,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5177,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Toyota,Urban,Monday,Mar,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5178,13,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Toyota,Urban,Tuesday,Jan,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5179,2,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Mazda,Urban,Wednesday,Jan,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5180,2,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,5181,1,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Chevrolet,Urban,Monday,Jan,1,Female,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5182,4,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Pontiac,Urban,Tuesday,Jan,1,Female,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5183,1,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Mazda,Urban,Wednesday,Feb,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5184,8,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Pontiac,Urban,Friday,Oct,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5185,9,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Pontiac,Urban,Tuesday,Sep,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5186,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Pontiac,Rural,Thursday,Sep,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5187,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Sunday,BMW,Urban,Thursday,Aug,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5188,2,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,1 year,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Pontiac,Urban,Monday,May,4,Male,Single,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5189,15,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Honda,Urban,Wednesday,May,1,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5190,10,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Thursday,Jul,4,Female,Married,53,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5191,3,400,3,8 to 15,8 to 15,none,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Pontiac,Rural,Tuesday,Apr,2,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5192,4,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Pontiac,Urban,Wednesday,Mar,3,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5193,10,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5194,3,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Urban,Friday,Mar,2,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5195,3,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Pontiac,Rural,Monday,Mar,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5196,7,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Mazda,Urban,Wednesday,Apr,3,Female,Single,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5197,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Mazda,Urban,Wednesday,Jun,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5198,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5199,10,400,4,more than 30,more than 30,1,7 years,36 to 40,Yes,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Honda,Urban,Wednesday,Jun,5,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5200,4,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Honda,Urban,Monday,Jul,3,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5201,10,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Sunday,VW,Urban,Wednesday,Sep,1,Female,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5202,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Mazda,Urban,Tuesday,Oct,5,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5203,4,500,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Tuesday,Pontiac,Urban,Thursday,Aug,4,Male,Single,39,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,5204,12,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,2,Saturday,Toyota,Urban,Tuesday,Nov,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5205,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Mercury,Urban,Tuesday,Apr,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5206,4,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Urban,Monday,May,2,Female,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5207,14,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Wednesday,May,2,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5208,3,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Pontiac,Urban,Friday,Oct,4,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5209,13,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5210,12,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Pontiac,Urban,Friday,Sep,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5211,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Pontiac,Urban,Wednesday,Jun,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5212,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Pontiac,Urban,Wednesday,Jun,4,Female,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5213,12,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Chevrolet,Urban,Friday,Jun,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5214,15,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Pontiac,Urban,Monday,Jun,3,Male,Single,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5215,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Chevrolet,Urban,Wednesday,Jun,4,Female,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5216,4,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Saab,Urban,Thursday,May,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5217,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Toyota,Urban,Wednesday,Apr,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5218,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,Honda,Urban,Thursday,Apr,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5219,15,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Accura,Urban,Tuesday,Aug,1,Male,Married,36,Policy Holder,Utility - All Perils,Utility,more than 69000,1,5220,1,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,1,Thursday,Pontiac,Urban,Monday,Feb,1,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5221,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Mazda,Urban,Thursday,Mar,2,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5222,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Pontiac,Urban,Tuesday,Jan,3,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5223,1,400,4,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Pontiac,Urban,Wednesday,Jan,2,Female,Divorced,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5224,9,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Wednesday,Pontiac,Urban,Wednesday,Jan,1,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5225,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Chevrolet,Urban,Tuesday,Jan,2,Male,Married,67,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5226,8,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Toyota,Urban,Friday,Jan,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5227,10,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Toyota,Urban,Monday,Jan,2,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5228,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Thursday,Toyota,Rural,Monday,Aug,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5229,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Mazda,Urban,Tuesday,Jan,5,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5230,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Pontiac,Urban,Thursday,Jan,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5231,6,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Toyota,Urban,Wednesday,Nov,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5232,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Thursday,Mercury,Urban,Friday,Jul,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5233,5,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Honda,Urban,Tuesday,Sep,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5234,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Toyota,Urban,Friday,Aug,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5235,7,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Chevrolet,Urban,Tuesday,Sep,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5236,10,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Mazda,Urban,Thursday,Jul,5,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5237,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Thursday,Honda,Urban,Tuesday,May,5,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5238,11,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Saturn,Urban,Friday,Apr,4,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,5239,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Toyota,Rural,Tuesday,Mar,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5240,15,700,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Pontiac,Urban,Thursday,Jul,4,Female,Married,40,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5241,16,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Chevrolet,Urban,Monday,Feb,5,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,5242,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Honda,Urban,Tuesday,Feb,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5243,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Thursday,Jan,2,Male,Single,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5244,15,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Mazda,Urban,Friday,Jan,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5245,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5246,3,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Thursday,Ford,Urban,Thursday,Jan,2,Male,Married,49,Policy Holder,Utility - Liability,Utility,more than 69000,0,5247,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Sep,4,Thursday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5248,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Pontiac,Urban,Wednesday,Jul,4,Female,Single,27,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5249,2,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5250,8,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Honda,Rural,Wednesday,Jan,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5251,15,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Mazda,Urban,Tuesday,Jan,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5252,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Chevrolet,Urban,Monday,Jan,3,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5253,16,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Toyota,Urban,Monday,Jan,3,Female,Single,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5254,13,500,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Honda,Urban,Friday,Jan,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5255,15,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Pontiac,Rural,Monday,Jan,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5256,7,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Mazda,Urban,Wednesday,Jan,1,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5257,3,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Pontiac,Urban,Friday,Nov,4,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5258,11,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Toyota,Urban,Thursday,Sep,3,Female,Single,35,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5259,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Pontiac,Urban,Thursday,Jul,4,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5260,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Mazda,Urban,Saturday,Jul,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5261,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Mazda,Urban,Tuesday,Mar,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5262,6,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Mazda,Urban,Tuesday,Mar,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5263,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Toyota,Urban,Wednesday,Mar,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5264,9,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Honda,Urban,Thursday,Feb,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5265,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Honda,Urban,Tuesday,Feb,4,Male,Single,41,Third Party,Sport - Collision,Sport,more than 69000,0,5266,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,3,Tuesday,Honda,Urban,Friday,Feb,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5267,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Chevrolet,Urban,Tuesday,Mar,2,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5268,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Pontiac,Rural,Thursday,Jul,5,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5269,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Mazda,Urban,Tuesday,Dec,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5270,9,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Chevrolet,Urban,Tuesday,Sep,1,Male,Married,73,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5271,9,700,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Chevrolet,Urban,Friday,Aug,4,Male,Married,70,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5272,4,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Saturn,Rural,Monday,May,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5273,5,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Saturday,Accura,Urban,Tuesday,Aug,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,5274,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Mazda,Rural,Tuesday,Apr,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5275,13,400,4,15 to 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Honda,Urban,Wednesday,Apr,4,Male,Married,30,Third Party,Sedan - Liability,Sport,more than 69000,0,5276,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Honda,Urban,Wednesday,Apr,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5277,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Chevrolet,Urban,Thursday,Mar,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5278,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Toyota,Rural,Thursday,Mar,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5279,9,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Toyota,Urban,Thursday,Feb,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,5280,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Thursday,Feb,4,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5281,6,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,3,Friday,Pontiac,Urban,Friday,Feb,3,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5282,13,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Honda,Urban,Friday,Jan,5,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5283,8,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Pontiac,Urban,Friday,Jan,5,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5284,9,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Honda,Urban,Tuesday,Apr,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5285,13,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Toyota,Urban,Tuesday,Mar,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5286,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Chevrolet,Urban,Tuesday,Mar,3,Male,Single,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5287,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Mazda,Urban,Friday,Mar,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5288,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Ford,Urban,Tuesday,Mar,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5289,5,400,1,none,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Accura,Urban,Friday,Jul,5,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5290,14,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Ford,Urban,Wednesday,Mar,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5291,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Honda,Urban,Friday,Mar,4,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5292,11,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Honda,Urban,Thursday,Mar,3,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5293,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Mazda,Urban,Thursday,Mar,1,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5294,10,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Honda,Urban,Friday,Jul,5,Male,Married,19,Policy Holder,Sport - Collision,Sport,more than 69000,1,5295,13,400,4,more than 30,more than 30,none,2 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,2,Friday,Mazda,Urban,Friday,Feb,2,Male,Married,45,Third Party,Sedan - Liability,Sport,more than 69000,0,5296,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Honda,Urban,Monday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5297,16,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Toyota,Urban,Monday,Feb,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5298,15,400,1,more than 30,more than 30,more than 4,5 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Mazda,Urban,Tuesday,Feb,5,Female,Married,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5299,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Mercury,Urban,Monday,Mar,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5300,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Sunday,Honda,Urban,Wednesday,Mar,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5301,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Chevrolet,Rural,Wednesday,Feb,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5302,13,700,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Honda,Urban,Tuesday,Aug,1,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,5303,11,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Honda,Urban,Friday,Jan,5,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5304,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Chevrolet,Rural,Monday,Jan,5,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,5305,1,500,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Mazda,Rural,Monday,Jan,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5306,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Toyota,Urban,Friday,Jul,5,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5307,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,VW,Urban,Tuesday,Jan,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,0,5308,3,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Toyota,Urban,Tuesday,Jan,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5309,3,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5310,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Accura,Urban,Friday,Jan,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5311,16,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Honda,Rural,Friday,Mar,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5312,10,400,3,more than 30,more than 30,none,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Chevrolet,Urban,Thursday,Feb,2,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5313,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5314,1,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Honda,Urban,Monday,Jan,4,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5315,6,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Honda,Urban,Friday,Jan,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5316,8,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Ford,Rural,Friday,Jan,4,Male,Single,60,Third Party,Sedan - Liability,Sport,40000 to 59000,0,5317,14,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5318,14,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,Toyota,Urban,Friday,Jan,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5319,14,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Toyota,Urban,Monday,Dec,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5320,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Toyota,Urban,Thursday,Jul,5,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5321,8,400,1,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Thursday,Mazda,Urban,Monday,Jan,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5322,4,400,2,more than 30,more than 30,none,3 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Toyota,Urban,Thursday,Jan,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5323,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Pontiac,Urban,Wednesday,Jan,3,Female,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5324,7,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Mazda,Urban,Wednesday,Jan,3,Male,Married,79,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5325,9,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Toyota,Urban,Friday,Jan,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5326,8,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Mazda,Urban,Wednesday,Jan,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5327,3,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Honda,Urban,Tuesday,Jan,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5328,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Chevrolet,Urban,Monday,Jan,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5329,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Toyota,Urban,Monday,Jan,1,Male,Divorced,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5330,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Saturn,Urban,Wednesday,Aug,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5331,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Honda,Urban,Monday,Jan,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5332,12,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Chevrolet,Rural,Wednesday,Jan,1,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5333,1,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Honda,Urban,Monday,Jan,4,Male,Married,79,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5334,5,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,VW,Rural,Saturday,Jan,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5335,3,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Mazda,Urban,Wednesday,Jan,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5336,4,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Honda,Urban,Tuesday,Jan,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5337,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Honda,Urban,Friday,Jan,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5338,12,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Toyota,Urban,Monday,Jan,2,Female,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5339,15,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Toyota,Urban,Monday,Jan,2,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5340,5,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Toyota,Urban,Friday,Jan,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5341,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Ford,Urban,Wednesday,Jan,4,Female,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5342,16,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5343,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Toyota,Urban,Sunday,Jan,4,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5344,7,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Toyota,Urban,Wednesday,Feb,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5345,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Mazda,Urban,Tuesday,Feb,1,Female,Single,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5346,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Rural,Wednesday,Feb,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5347,12,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Pontiac,Urban,Tuesday,Feb,1,Female,Married,31,Policy Holder,Sedan - Liability,Sport,less than 20000,0,5348,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,Honda,Urban,Friday,Jan,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5349,9,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Mazda,Rural,Thursday,Jan,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5350,2,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Mazda,Urban,Tuesday,Jan,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5351,5,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,5,Saturday,Honda,Urban,Monday,Jan,2,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5352,11,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Dodge,Urban,Wednesday,Feb,1,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5353,6,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Toyota,Urban,Tuesday,Jan,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5354,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Honda,Urban,Monday,Jan,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5355,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Honda,Urban,Thursday,Jan,2,Female,Married,43,Third Party,Sport - Collision,Sport,more than 69000,1,5356,9,400,2,more than 30,more than 30,1,4 years,36 to 40,No,No,External,none,2 to 3 years,2 vehicles,1994,Collision, - ,Sport - Collision,TRUE
+Jan,1,Thursday,Pontiac,Urban,Monday,Jan,2,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5357,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Mazda,Urban,Tuesday,Jan,2,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5358,10,400,1,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Thursday,Accura,Urban,Monday,Aug,1,Male,Married,48,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,5359,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Pontiac,Urban,Monday,Jan,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5360,15,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Urban,Thursday,Aug,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,5361,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Toyota,Urban,Monday,Jan,5,Male,Single,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5362,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Honda,Urban,Wednesday,Aug,1,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5363,4,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Honda,Urban,Friday,Feb,2,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5364,4,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Chevrolet,Urban,Tuesday,Feb,2,Male,Married,45,Policy Holder,Utility - Collision,Utility,more than 69000,0,5365,7,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Feb,2,Monday,Mazda,Urban,Wednesday,Feb,3,Male,Married,60,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5366,3,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Mazda,Urban,Tuesday,Sep,4,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5367,5,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Chevrolet,Urban,Wednesday,Mar,2,Male,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5368,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Tuesday,Feb,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5369,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Pontiac,Urban,Monday,Mar,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5370,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5371,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Ford,Urban,Tuesday,Feb,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,5372,15,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Mazda,Urban,Monday,Feb,2,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5373,6,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Honda,Urban,Friday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5374,12,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Ford,Urban,Friday,Feb,3,Male,Married,43,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5375,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,1,Monday,Toyota,Urban,Monday,Feb,1,Female,Married,60,Policy Holder,Sedan - Liability,Sport,less than 20000,0,5376,12,400,1,more than 30,more than 30,1,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Chevrolet,Urban,Wednesday,Apr,3,Male,Single,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5377,11,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,77,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5378,14,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,2,Wednesday,VW,Urban,Wednesday,Feb,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5379,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Chevrolet,Urban,Monday,Mar,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5380,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Sunday,Toyota,Urban,Wednesday,Feb,4,Male,Single,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5381,3,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Accura,Urban,Tuesday,Feb,4,Male,Married,37,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5382,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Feb,3,Wednesday,Toyota,Urban,Monday,Feb,4,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5383,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Mazda,Urban,Monday,Feb,2,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5384,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Mazda,Urban,Monday,Jan,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5385,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Toyota,Urban,Tuesday,Feb,1,Male,Single,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5386,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Chevrolet,Urban,Thursday,Feb,1,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5387,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Toyota,Urban,Monday,Jan,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5388,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Mazda,Urban,Monday,Jan,5,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5389,15,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Honda,Urban,Friday,Feb,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5390,16,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Honda,Urban,Thursday,Feb,1,Male,Married,50,Policy Holder,Sport - Collision,Sport,more than 69000,0,5391,7,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jan,3,Thursday,Toyota,Urban,Friday,Jan,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5392,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Mazda,Urban,Thursday,Jan,3,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5393,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Honda,Urban,Monday,Jan,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5394,14,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Toyota,Urban,Thursday,Feb,3,Male,Single,21,Third Party,Sedan - Collision,Sedan,less than 20000,0,5395,16,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5396,16,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Accura,Urban,Friday,Jan,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5397,15,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Mercury,Urban,Wednesday,Jan,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5398,14,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Pontiac,Urban,Monday,Mar,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5399,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Toyota,Rural,Monday,Jan,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5400,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Thursday,Honda,Rural,Thursday,May,5,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5401,6,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,VW,Urban,Thursday,Mar,1,Male,Married,59,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5402,16,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Chevrolet,Urban,Monday,Mar,5,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5403,15,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Friday,Mazda,Urban,Tuesday,Apr,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5404,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Honda,Urban,Monday,Jul,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5405,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Pontiac,Urban,Monday,Jul,2,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5406,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Mazda,Urban,Thursday,Mar,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5407,11,500,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Toyota,Urban,Friday,Feb,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5408,6,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Toyota,Urban,Wednesday,Apr,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5409,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Pontiac,Urban,Thursday,Feb,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5410,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Honda,Urban,Tuesday,Feb,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5411,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Honda,Urban,Wednesday,Aug,1,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5412,15,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Jaguar,Urban,Thursday,Oct,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5413,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Pontiac,Urban,Thursday,Jun,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5414,6,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5415,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Toyota,Urban,Tuesday,Jun,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5416,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Honda,Urban,Friday,Jun,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5417,2,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Honda,Urban,Tuesday,Feb,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5418,10,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Toyota,Rural,Friday,Feb,3,Male,Married,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5419,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Pontiac,Urban,Thursday,Mar,1,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5420,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Pontiac,Urban,Tuesday,May,1,Female,Single,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5421,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Chevrolet,Urban,Thursday,Jul,2,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5422,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Chevrolet,Urban,Friday,Aug,1,Male,Single,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5423,15,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Honda,Urban,Friday,Jul,5,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5424,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Toyota,Urban,Tuesday,Aug,1,Male,Single,19,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5425,2,400,3,more than 30,more than 30,1,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Tuesday,Toyota,Urban,Friday,Nov,1,Male,Single,57,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5426,8,700,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Tuesday,Mazda,Urban,Tuesday,Oct,5,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5427,4,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Mazda,Rural,Wednesday,Nov,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5428,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Toyota,Urban,Thursday,Mar,5,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5429,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Honda,Urban,Friday,May,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5430,16,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Toyota,Urban,Monday,Mar,5,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,5431,6,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Pontiac,Urban,Tuesday,Mar,1,Male,Single,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5432,15,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Honda,Urban,Wednesday,Jun,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5433,11,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5434,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Pontiac,Rural,Monday,Aug,1,Male,Single,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5435,1,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Sunday,Mazda,Rural,Tuesday,Sep,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5436,6,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Pontiac,Urban,Thursday,Sep,1,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5437,9,400,3,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Honda,Urban,Saturday,Oct,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5438,14,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Saab,Urban,Tuesday,Oct,1,Male,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5439,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Pontiac,Urban,Thursday,Sep,5,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5440,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Honda,Urban,Friday,Oct,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5441,3,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Mazda,Urban,Monday,Oct,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5442,7,400,4,more than 30,more than 30,more than 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Mazda,Urban,Thursday,Oct,3,Male,Single,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5443,10,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Pontiac,Urban,Monday,Oct,3,Female,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5444,14,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Toyota,Urban,Thursday,Nov,2,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5445,5,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Honda,Urban,Monday,Nov,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5446,15,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Accura,Urban,Thursday,Feb,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5447,12,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Pontiac,Urban,Monday,Mar,1,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5448,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Pontiac,Urban,Wednesday,Mar,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5449,6,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Pontiac,Urban,Tuesday,May,1,Male,Single,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5450,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Accura,Urban,Wednesday,Aug,5,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,1,5451,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,3,Tuesday,Accura,Urban,Friday,Jun,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5452,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Toyota,Urban,Friday,May,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5453,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Pontiac,Urban,Thursday,Nov,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5454,13,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Toyota,Urban,Thursday,Sep,3,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5455,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Chevrolet,Urban,Wednesday,Sep,3,Female,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5456,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5457,13,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Saab,Urban,Friday,Aug,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5458,4,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Honda,Urban,Tuesday,Jun,5,Male,Single,25,Third Party,Sport - Collision,Sport,more than 69000,0,5459,3,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+May,4,Monday,Mazda,Urban,Tuesday,May,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5460,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Honda,Urban,Tuesday,May,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5461,11,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,1 year,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Chevrolet,Urban,Wednesday,Sep,2,Male,Single,21,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5462,6,400,2,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Chevrolet,Urban,Monday,Aug,4,Female,Married,32,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5463,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Sunday,Toyota,Urban,Friday,Aug,2,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5464,9,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Chevrolet,Urban,Friday,Oct,4,Male,Single,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5465,6,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Pontiac,Urban,Tuesday,Oct,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5466,11,400,4,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Mazda,Urban,Friday,May,4,Male,Married,68,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5467,1,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Toyota,Urban,Monday,Apr,1,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5468,14,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Honda,Urban,Thursday,Jun,1,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5469,16,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,VW,Urban,Tuesday,Nov,2,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5470,15,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Toyota,Rural,Thursday,Aug,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5471,7,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Toyota,Urban,Tuesday,Aug,1,Female,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5472,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Mazda,Urban,Wednesday,Oct,2,Male,Single,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5473,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Pontiac,Rural,Thursday,Aug,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5474,4,400,2,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Honda,Urban,Monday,Oct,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5475,14,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Toyota,Urban,Tuesday,Sep,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5476,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Pontiac,Urban,Monday,May,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5477,11,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Mazda,Urban,Monday,Aug,1,Female,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5478,1,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,VW,Urban,Monday,Aug,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,5479,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Toyota,Urban,Saturday,Jun,1,Female,Married,53,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5480,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Honda,Urban,Friday,Oct,2,Male,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5481,16,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Chevrolet,Urban,Monday,Jul,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5482,4,400,2,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Saturday,Toyota,Urban,Monday,Jul,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5483,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Wednesday,Chevrolet,Urban,Thursday,Aug,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,5484,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Toyota,Urban,Wednesday,Jun,3,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5485,7,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Honda,Urban,Thursday,Feb,1,Male,Married,38,Third Party,Sport - Collision,Sport,more than 69000,0,5486,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,2,Tuesday,Chevrolet,Urban,Tuesday,Sep,2,Male,Married,40,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,5487,5,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Toyota,Urban,Thursday,Jul,3,Male,Single,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5488,12,700,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Honda,Urban,Tuesday,Aug,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5489,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Pontiac,Urban,Tuesday,May,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5490,14,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Toyota,Urban,Thursday,May,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5491,4,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Mazda,Urban,Monday,Jul,2,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5492,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Pontiac,Urban,Monday,Jul,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5493,10,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Chevrolet,Urban,Friday,Dec,3,Male,Single,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5494,3,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Toyota,Urban,Monday,Aug,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5495,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Toyota,Urban,Wednesday,Aug,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5496,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Mazda,Rural,Tuesday,Aug,4,Female,Single,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5497,14,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Pontiac,Urban,Thursday,Sep,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5498,8,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Honda,Urban,Monday,Aug,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5499,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Pontiac,Rural,Tuesday,Dec,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5500,8,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Toyota,Urban,Thursday,Oct,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5501,14,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Pontiac,Urban,Wednesday,Oct,1,Female,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5502,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Chevrolet,Urban,Thursday,Aug,5,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5503,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Toyota,Rural,Tuesday,Jun,1,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5504,1,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Ford,Urban,Friday,Jun,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,5505,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Mazda,Urban,Friday,Aug,3,Female,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5506,4,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Chevrolet,Urban,Tuesday,Apr,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5507,7,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Pontiac,Urban,Friday,Dec,3,Male,Married,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5508,6,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Toyota,Urban,Tuesday,Oct,2,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5509,15,500,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Honda,Rural,Tuesday,Oct,2,Male,Married,74,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5510,2,400,2,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Mazda,Urban,Friday,Oct,2,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5511,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Pontiac,Urban,Monday,Jul,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5512,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Chevrolet,Rural,Friday,Aug,1,Male,Single,47,Policy Holder,Utility - Collision,Utility,more than 69000,1,5513,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Utility - Collision,TRUE
+Apr,4,Friday,Toyota,Urban,Wednesday,May,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5514,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Toyota,Urban,Friday,Apr,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5515,5,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Toyota,Rural,Monday,Apr,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5516,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Mazda,Urban,Wednesday,Mar,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5517,8,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Mazda,Urban,Monday,Nov,1,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5518,1,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Toyota,Urban,Thursday,Sep,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5519,11,700,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Honda,Urban,Wednesday,Sep,2,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5520,2,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Accura,Rural,Monday,Sep,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5521,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Honda,Rural,Tuesday,Nov,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5522,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Accura,Urban,Monday,Jul,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5523,6,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Pontiac,Urban,Wednesday,Aug,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5524,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Mazda,Rural,Thursday,Jul,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,5525,15,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Pontiac,Urban,Monday,Jun,4,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5526,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Pontiac,Urban,Thursday,Jun,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5527,13,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,BMW,Rural,Monday,Jun,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5528,4,400,4,more than 30,more than 30,none,2 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Pontiac,Rural,Wednesday,May,2,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5529,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Pontiac,Urban,Thursday,May,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5530,11,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,Mazda,Urban,Thursday,Apr,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5531,1,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5532,8,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Mazda,Urban,Friday,Apr,2,Female,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5533,7,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Chevrolet,Rural,Thursday,Nov,3,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5534,10,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Saturday,Mazda,Urban,Friday,Nov,1,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,5535,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,58,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5536,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Honda,Urban,Thursday,Aug,4,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5537,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Pontiac,Urban,Friday,Aug,1,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5538,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Thursday,Pontiac,Urban,Tuesday,May,5,Male,Married,39,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5539,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Chevrolet,Urban,Monday,Aug,2,Male,Married,38,Policy Holder,Utility - All Perils,Utility,more than 69000,1,5540,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Monday,Chevrolet,Urban,Tuesday,Apr,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5541,13,400,4,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Friday,Toyota,Rural,Tuesday,Aug,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,5542,4,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Pontiac,Urban,Thursday,Apr,4,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5543,12,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Sunday,Chevrolet,Urban,Monday,Feb,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5544,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Honda,Urban,Friday,Nov,1,Female,Single,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5545,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Pontiac,Urban,Thursday,Nov,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5546,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Chevrolet,Urban,Saturday,Jul,1,Male,Single,21,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5547,1,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Toyota,Urban,Monday,Jul,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5548,9,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Pontiac,Urban,Thursday,Aug,2,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5549,7,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Ford,Urban,Monday,Apr,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5550,8,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Mazda,Rural,Monday,Mar,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5551,15,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Chevrolet,Rural,Monday,Mar,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5552,7,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Pontiac,Urban,Friday,Mar,3,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5553,10,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Chevrolet,Urban,Thursday,Mar,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5554,8,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Ford,Urban,Wednesday,Aug,2,Female,Married,51,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,5555,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Mazda,Urban,Tuesday,Oct,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5556,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Honda,Urban,Tuesday,Sep,4,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5557,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Mazda,Urban,Wednesday,Jul,1,Female,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5558,9,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Mazda,Urban,Monday,Jun,3,Female,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5559,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Pontiac,Urban,Monday,May,2,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5560,5,500,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Mazda,Urban,Monday,May,2,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5561,1,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Toyota,Urban,Monday,Apr,2,Male,Single,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5562,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Chevrolet,Urban,Friday,Apr,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5563,5,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Toyota,Urban,Friday,Apr,1,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5564,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Pontiac,Urban,Thursday,Mar,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5565,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Toyota,Rural,Tuesday,Mar,4,Male,Married,28,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5566,6,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Toyota,Urban,Monday,Mar,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5567,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Chevrolet,Urban,Friday,Mar,3,Male,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5568,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Pontiac,Urban,Monday,Mar,3,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5569,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Sunday,Chevrolet,Urban,Thursday,Aug,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,5570,9,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Mazda,Urban,Thursday,Mar,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5571,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Mazda,Urban,Tuesday,Jul,1,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5572,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Toyota,Urban,Wednesday,Aug,2,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5573,10,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Pontiac,Rural,Thursday,Jun,1,Male,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5574,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Accura,Urban,Thursday,Feb,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5575,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Mazda,Urban,Friday,Jan,5,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5576,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Toyota,Urban,Tuesday,Feb,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5577,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5578,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Honda,Urban,Monday,Feb,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5579,2,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Chevrolet,Urban,Tuesday,Feb,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5580,8,400,4,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Toyota,Urban,Friday,Feb,2,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5581,1,700,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Toyota,Urban,Thursday,Feb,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5582,16,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Pontiac,Urban,Friday,Feb,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5583,9,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Thursday,Oct,3,Male,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5584,14,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Tuesday,Mar,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5585,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Mazda,Urban,Wednesday,Mar,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5586,2,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Tuesday,Chevrolet,Urban,Monday,Mar,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5587,11,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Accura,Urban,Friday,Aug,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,5588,4,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5589,11,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,VW,Urban,Monday,Mar,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5590,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Saturday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5591,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Toyota,Urban,Thursday,Aug,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,5592,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Chevrolet,Urban,Thursday,Feb,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5593,6,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Pontiac,Urban,Monday,Feb,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5594,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Toyota,Urban,Monday,Feb,1,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5595,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Toyota,Urban,Friday,Feb,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5596,1,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Pontiac,Urban,Friday,Feb,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5597,1,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Monday,Feb,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5598,8,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Friday,Feb,4,Male,Married,54,Third Party,Sedan - Collision,Sedan,less than 20000,0,5599,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Pontiac,Urban,Friday,Mar,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5600,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Mazda,Urban,Monday,Feb,4,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5601,6,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Toyota,Urban,Wednesday,Mar,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5602,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Toyota,Urban,Wednesday,Mar,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5603,11,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Mazda,Urban,Thursday,Mar,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5604,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Pontiac,Urban,Friday,Mar,4,Female,Married,38,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5605,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Mazda,Urban,Tuesday,Apr,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5606,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Mazda,Urban,Wednesday,Apr,3,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5607,10,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Mazda,Rural,Wednesday,Jun,4,Male,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5608,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Toyota,Urban,Monday,Jun,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5609,5,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Mazda,Urban,Tuesday,Jul,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5610,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Toyota,Urban,Monday,Oct,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5611,7,500,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Urban,Thursday,Nov,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5612,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Toyota,Urban,Friday,Nov,2,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5613,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Pontiac,Urban,Thursday,Nov,3,Male,Single,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5614,12,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Monday,Nov,2,Male,Single,26,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5615,3,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Toyota,Rural,Thursday,Nov,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5616,12,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Tuesday,Nov,2,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5617,3,400,1,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Honda,Urban,Friday,Oct,3,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5618,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Mazda,Urban,Tuesday,Jul,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5619,8,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Chevrolet,Urban,Monday,Jul,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5620,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Mazda,Urban,Wednesday,Jul,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5621,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Toyota,Urban,Monday,Jun,4,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5622,7,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Chevrolet,Urban,Tuesday,Jul,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5623,10,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Pontiac,Urban,Tuesday,Apr,3,Female,Married,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5624,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Tuesday,Toyota,Urban,Wednesday,Apr,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5625,3,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Mazda,Urban,Monday,Apr,4,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5626,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,58,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5627,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Pontiac,Urban,Thursday,Mar,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5628,11,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Pontiac,Urban,Monday,Mar,3,Male,Single,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5629,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Mazda,Urban,Thursday,Mar,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5630,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Toyota,Urban,Wednesday,Mar,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5631,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Ford,Urban,Thursday,Mar,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5632,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Chevrolet,Rural,Friday,Aug,2,Female,Married,48,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5633,15,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Pontiac,Urban,Thursday,Mar,2,Male,Single,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5634,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Chevrolet,Urban,Tuesday,Mar,3,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5635,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Pontiac,Urban,Friday,Mar,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5636,11,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Ford,Urban,Tuesday,May,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5637,6,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Toyota,Rural,Friday,Mar,1,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5638,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Toyota,Urban,Thursday,Aug,4,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5639,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Toyota,Urban,Friday,Mar,1,Female,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5640,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Saab,Urban,Saturday,Mar,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5641,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Honda,Urban,Tuesday,Feb,5,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5642,9,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Toyota,Urban,Friday,Feb,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5643,4,700,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Pontiac,Urban,Monday,Oct,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5644,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Monday,Aug,5,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5645,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Accura,Urban,Tuesday,Apr,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5646,4,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Honda,Urban,Monday,Apr,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5647,6,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Pontiac,Urban,Friday,Apr,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5648,5,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Toyota,Rural,Friday,May,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5649,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Mazda,Urban,Friday,Apr,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5650,4,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Honda,Urban,Monday,Apr,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5651,11,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5652,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Mazda,Urban,Monday,Mar,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5653,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Chevrolet,Urban,Friday,Apr,1,Male,Single,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5654,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Toyota,Urban,Wednesday,Mar,2,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5655,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Honda,Urban,Thursday,Mar,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5656,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Mazda,Urban,Thursday,Mar,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5657,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Toyota,Urban,Thursday,Mar,1,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5658,8,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Toyota,Urban,Tuesday,Mar,1,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5659,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Pontiac,Urban,Monday,Feb,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5660,3,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Chevrolet,Rural,Thursday,Feb,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5661,7,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Chevrolet,Urban,Tuesday,Feb,4,Female,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5662,3,300,4,more than 30,more than 30,2 to 4,2 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Monday,Feb,3,Female,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5663,14,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Toyota,Urban,Wednesday,Feb,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5664,10,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Chevrolet,Urban,Thursday,Feb,2,Male,Married,42,Third Party,Sedan - Liability,Sport,40000 to 59000,0,5665,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Pontiac,Urban,Thursday,Feb,1,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5666,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Toyota,Urban,Wednesday,Jan,4,Female,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5667,12,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Honda,Urban,Thursday,Jan,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5668,13,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Pontiac,Urban,Friday,Jan,4,Male,Married,38,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,5669,11,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Wednesday,Honda,Urban,Tuesday,Nov,5,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,5670,8,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Wednesday,Toyota,Urban,Wednesday,Aug,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5671,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Chevrolet,Urban,Monday,Jan,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5672,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Urban,Monday,Mar,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5673,16,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Honda,Urban,Monday,Jun,2,Male,Married,39,Third Party,Sport - Collision,Sport,more than 69000,0,5674,7,700,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,2,Saturday,Accura,Rural,Thursday,Aug,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5675,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Honda,Urban,Tuesday,May,2,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5676,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Mazda,Urban,Tuesday,Jun,4,Male,Married,53,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5677,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Toyota,Urban,Tuesday,Jun,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5678,14,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Pontiac,Rural,Tuesday,Aug,5,Male,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5679,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Honda,Urban,Friday,Aug,4,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5680,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5681,10,400,2,more than 30,more than 30,2 to 4,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Mazda,Rural,Wednesday,Aug,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5682,13,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Toyota,Urban,Monday,Nov,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5683,13,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Mazda,Urban,Tuesday,Apr,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5684,2,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Toyota,Urban,Friday,Aug,3,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5685,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Thursday,Pontiac,Urban,Friday,Jul,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5686,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Toyota,Urban,Wednesday,Jul,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5687,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Pontiac,Urban,Wednesday,Nov,3,Male,Married,29,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5688,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Toyota,Rural,Thursday,Aug,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5689,13,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Pontiac,Urban,Thursday,Apr,5,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5690,6,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Honda,Urban,Tuesday,May,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5691,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Sunday,Chevrolet,Urban,Monday,Oct,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5692,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Toyota,Urban,Monday,Apr,2,Male,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5693,13,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Toyota,Urban,Wednesday,Jun,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5694,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Honda,Urban,Monday,Jun,1,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5695,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Honda,Urban,Wednesday,Jul,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5696,14,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Pontiac,Urban,Monday,Aug,2,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5697,14,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Sunday,Toyota,Urban,Friday,Aug,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5698,5,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Pontiac,Urban,Wednesday,Aug,3,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5699,14,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Pontiac,Urban,Saturday,Oct,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5700,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Tuesday,Chevrolet,Urban,Monday,Oct,4,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5701,12,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Sunday,Mazda,Urban,Tuesday,Nov,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5702,10,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Honda,Urban,Tuesday,Nov,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5703,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Toyota,Urban,Wednesday,Apr,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5704,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Pontiac,Urban,Monday,Apr,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5705,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Toyota,Urban,Tuesday,May,2,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5706,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Mazda,Urban,Friday,Aug,4,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5707,9,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5708,11,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Honda,Urban,Wednesday,Sep,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5709,13,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Honda,Urban,Wednesday,Apr,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5710,7,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Chevrolet,Urban,Tuesday,Apr,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5711,4,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Toyota,Urban,Monday,May,4,Female,Married,51,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5712,10,400,3,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,Toyota,Urban,Wednesday,Jun,1,Male,Single,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5713,16,500,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,2 to 3 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Pontiac,Urban,Tuesday,May,3,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5714,10,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Mazda,Urban,Monday,Jul,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5715,9,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Toyota,Urban,Monday,Jul,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5716,5,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Honda,Urban,Monday,Aug,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5717,14,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Honda,Urban,Monday,Dec,3,Male,Married,66,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5718,8,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Pontiac,Urban,Tuesday,May,2,Male,Married,36,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,5719,7,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,2,Thursday,Pontiac,Urban,Monday,Apr,3,Male,Married,75,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5720,8,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Toyota,Urban,Wednesday,May,4,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5721,8,400,4,more than 30,more than 30,1,6 years,36 to 40,Yes,Yes,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Mazda,Urban,Tuesday,Aug,3,Male,Married,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5722,12,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Mazda,Urban,Monday,Nov,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5723,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Wednesday,Aug,2,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5724,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Pontiac,Urban,Friday,Oct,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5725,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Sunday,Honda,Urban,Wednesday,Dec,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5726,15,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Toyota,Urban,Monday,May,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5727,7,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5728,10,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Pontiac,Urban,Wednesday,Nov,4,Female,Married,50,Third Party,Sedan - Collision,Sedan,less than 20000,0,5729,2,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Mazda,Rural,Tuesday,Aug,2,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5730,3,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Pontiac,Urban,Friday,Jul,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5731,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Mazda,Urban,Wednesday,Sep,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5732,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Honda,Urban,Wednesday,May,2,Male,Single,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5733,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Saturday,Mazda,Urban,Tuesday,May,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5734,2,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,1 year,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Sunday,Toyota,Urban,Thursday,Oct,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5735,13,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Toyota,Urban,Wednesday,Jul,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5736,2,700,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Toyota,Urban,Thursday,Jan,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5737,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Honda,Urban,Thursday,Dec,2,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5738,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,Yes,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Toyota,Urban,Friday,Jan,5,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5739,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Toyota,Urban,Friday,Jan,5,Female,Widow,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5740,16,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,Yes,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Friday,Honda,Urban,Monday,Jan,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5741,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Ford,Rural,Thursday,Mar,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5742,8,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Mazda,Urban,Tuesday,Sep,4,Male,Single,32,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5743,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Mazda,Urban,Wednesday,Aug,3,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5744,1,400,3,more than 30,more than 30,none,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Toyota,Urban,Thursday,Jan,3,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5745,15,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Honda,Urban,Thursday,Jan,3,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5746,1,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Mazda,Urban,Tuesday,Apr,4,Female,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5747,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Mazda,Urban,Monday,Nov,4,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5748,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Pontiac,Urban,Tuesday,Nov,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5749,10,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Toyota,Urban,Tuesday,Nov,4,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5750,11,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Mazda,Urban,Monday,Sep,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5751,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Toyota,Urban,Tuesday,Aug,1,Female,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5752,10,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Accura,Urban,Wednesday,Jun,5,Male,Married,63,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5753,11,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Honda,Urban,Thursday,Jun,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5754,6,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Mazda,Urban,Thursday,Dec,3,Female,Married,38,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5755,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Chevrolet,Urban,Tuesday,Jul,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,5756,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Mazda,Urban,Thursday,Jul,3,Male,Single,21,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5757,16,400,3,more than 30,more than 30,none,5 years,26 to 30,Yes,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Toyota,Urban,Friday,Jul,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5758,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Toyota,Urban,Tuesday,May,4,Female,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5759,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Urban,Monday,May,4,Male,Married,56,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5760,9,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Mazda,Urban,Wednesday,May,4,Male,Single,19,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5761,3,400,1,more than 30,more than 30,none,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Pontiac,Urban,Wednesday,Aug,5,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5762,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Sunday,Pontiac,Urban,Thursday,Nov,1,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5763,11,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Toyota,Rural,Thursday,Nov,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5764,10,500,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Toyota,Urban,Monday,Sep,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5765,2,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Mazda,Urban,Wednesday,Aug,4,Male,Married,78,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5766,3,400,2,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Accura,Urban,Monday,Aug,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,5767,4,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Wednesday,Pontiac,Urban,Tuesday,May,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5768,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Mazda,Urban,Friday,May,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5769,2,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Pontiac,Urban,Monday,Nov,3,Male,Married,50,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5770,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Rural,Monday,Nov,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5771,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5772,2,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Pontiac,Urban,Friday,Aug,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5773,11,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Mazda,Urban,Tuesday,May,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5774,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Honda,Urban,Friday,Apr,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5775,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Pontiac,Urban,Friday,Aug,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5776,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Chevrolet,Rural,Thursday,Nov,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5777,2,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Accura,Rural,Friday,Aug,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,5778,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Toyota,Urban,Wednesday,Nov,1,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5779,16,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Honda,Urban,Thursday,Oct,4,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5780,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Toyota,Urban,Friday,Aug,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5781,9,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Toyota,Urban,Wednesday,Jul,4,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5782,6,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Honda,Urban,Tuesday,Jun,4,Male,Single,17,Policy Holder,Sport - Collision,Sport,more than 69000,0,5783,8,400,4,more than 30,more than 30,none,2 years,18 to 20,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Mar,2,Friday,Pontiac,Urban,Friday,Mar,2,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5784,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Pontiac,Urban,Tuesday,Mar,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5785,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Pontiac,Rural,Friday,Apr,1,Male,Single,28,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5786,3,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Saturn,Urban,Tuesday,Apr,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5787,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Dodge,Urban,Tuesday,Apr,2,Male,Single,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5788,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Honda,Urban,Wednesday,Apr,2,Male,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5789,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Honda,Urban,Thursday,Apr,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5790,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Chevrolet,Urban,Monday,Apr,3,Male,Married,28,Third Party,Utility - All Perils,Utility,more than 69000,0,5791,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Monday,Honda,Urban,Wednesday,Apr,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5792,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Honda,Urban,Friday,May,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5793,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Honda,Rural,Wednesday,Jun,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5794,13,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Mazda,Urban,Monday,Jun,2,Female,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5795,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Honda,Urban,Monday,Jun,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5796,11,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Toyota,Urban,Thursday,Jun,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5797,2,400,2,15 to 30,15 to 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Toyota,Urban,Monday,Jun,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5798,13,700,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Accura,Urban,Monday,Sep,1,Male,Single,24,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,5799,15,400,2,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Chevrolet,Urban,Wednesday,Jun,5,Male,Married,52,Third Party,Sedan - All Perils,Sedan,more than 69000,0,5800,3,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Toyota,Urban,Friday,Jul,2,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5801,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Wednesday,Aug,3,Male,Married,55,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5802,9,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,3,Monday,Mazda,Urban,Tuesday,Oct,1,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5803,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Friday,Oct,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5804,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Pontiac,Urban,Tuesday,Sep,4,Female,Divorced,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5805,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Toyota,Urban,Tuesday,Oct,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5806,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Honda,Urban,Monday,Oct,4,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5807,12,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Ford,Urban,Thursday,Oct,1,Male,Married,43,Third Party,Utility - All Perils,Utility,30000 to 39000,0,5808,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Wednesday,Toyota,Urban,Thursday,Nov,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5809,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Toyota,Urban,Friday,Nov,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5810,8,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Honda,Urban,Thursday,Mar,3,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5811,15,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Honda,Urban,Tuesday,Mar,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5812,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Honda,Urban,Monday,Mar,2,Female,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5813,15,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Mazda,Urban,Friday,Apr,2,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5814,4,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Toyota,Urban,Monday,Apr,2,Male,Married,68,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5815,11,500,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Honda,Urban,Wednesday,May,2,Male,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5816,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5817,2,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Honda,Urban,Wednesday,Jul,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5818,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Toyota,Urban,Tuesday,Jul,2,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5819,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Mazda,Urban,Monday,Jul,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5820,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Chevrolet,Urban,Monday,Jul,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5821,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Honda,Urban,Wednesday,Aug,5,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5822,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Mazda,Rural,Friday,Oct,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5823,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Pontiac,Urban,Wednesday,Nov,3,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5824,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Pontiac,Urban,Monday,Nov,2,Female,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5825,15,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,1 year,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Toyota,Urban,Monday,Nov,4,Male,Single,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5826,13,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Pontiac,Urban,Friday,Nov,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5827,8,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Pontiac,Urban,Tuesday,Nov,3,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5828,11,400,2,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Honda,Urban,Monday,Nov,3,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5829,11,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Honda,Urban,Monday,Nov,3,Male,Single,0,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5830,10,400,1,more than 30,more than 30,none,more than 7,16 to 17,Yes,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Toyota,Urban,Tuesday,Oct,4,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5831,7,400,3,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Pontiac,Urban,Wednesday,Aug,1,Male,Single,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5832,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Pontiac,Urban,Monday,Jul,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5833,2,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Pontiac,Rural,Monday,Aug,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5834,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,VW,Urban,Tuesday,Jul,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5835,2,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Sunday,Honda,Urban,Friday,Jul,4,Male,Married,59,Policy Holder,Sport - Collision,Sport,more than 69000,0,5836,12,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,3,Friday,Toyota,Rural,Friday,Jul,3,Male,Married,77,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5837,5,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Toyota,Urban,Tuesday,Jul,4,Female,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5838,2,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Saab,Urban,Wednesday,Aug,4,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5839,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Toyota,Urban,Tuesday,Jul,3,Male,Single,55,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5840,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Mazda,Urban,Friday,Jul,5,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5841,5,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Pontiac,Urban,Thursday,Jun,3,Male,Single,25,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5842,4,400,1,more than 30,more than 30,1,3 years,26 to 30,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Pontiac,Urban,Thursday,Jun,4,Male,Married,36,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,5843,3,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+May,5,Sunday,Toyota,Urban,Monday,May,5,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5844,15,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5845,7,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Toyota,Rural,Monday,May,4,Male,Married,34,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5846,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Pontiac,Urban,Monday,May,3,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5847,13,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Pontiac,Urban,Monday,May,3,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5848,9,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Mazda,Urban,Tuesday,May,2,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5849,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Pontiac,Urban,Wednesday,May,2,Female,Single,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5850,8,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Mazda,Urban,Tuesday,Apr,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5851,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Pontiac,Urban,Friday,May,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5852,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Pontiac,Urban,Monday,Mar,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5853,12,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Honda,Urban,Friday,Mar,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5854,6,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Honda,Urban,Tuesday,Dec,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5855,11,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Ford,Urban,Monday,Dec,4,Female,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5856,8,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Mazda,Urban,Wednesday,Aug,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5857,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Honda,Urban,Monday,Nov,2,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5858,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Mazda,Urban,Wednesday,Nov,3,Male,Divorced,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5859,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Mazda,Urban,Tuesday,Nov,3,Female,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5860,12,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Chevrolet,Urban,Thursday,Nov,1,Male,Married,42,Third Party,Sedan - Collision,Sedan,more than 69000,0,5861,8,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Pontiac,Urban,Thursday,Nov,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5862,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Honda,Urban,Thursday,Nov,2,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5863,10,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Toyota,Urban,Wednesday,Aug,4,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,5864,15,400,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,more than 5,no change,3 to 4,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Toyota,Urban,Friday,Nov,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5865,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Toyota,Urban,Wednesday,Oct,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,less than 20000,1,5866,2,500,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Toyota,Urban,Monday,Oct,3,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5867,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Thursday,Aug,4,Male,Single,31,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5868,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Wednesday,Mazda,Urban,Thursday,Sep,5,Female,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5869,5,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Pontiac,Urban,Monday,Oct,1,Male,Single,40,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5870,3,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Mazda,Urban,Tuesday,Sep,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5871,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Honda,Urban,Tuesday,Sep,4,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5872,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Tuesday,Sep,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5873,3,400,3,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Pontiac,Urban,Friday,Sep,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5874,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Chevrolet,Urban,Monday,Sep,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5875,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Pontiac,Urban,Friday,Sep,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5876,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Mazda,Urban,Tuesday,Aug,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5877,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Urban,Tuesday,Aug,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5878,5,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Chevrolet,Urban,Tuesday,Jul,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5879,10,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Mazda,Urban,Thursday,Jul,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5880,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Toyota,Urban,Monday,Jul,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5881,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Pontiac,Urban,Monday,Jun,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5882,3,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Mazda,Urban,Monday,Jun,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5883,7,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Honda,Urban,Thursday,Jun,3,Male,Single,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5884,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Tuesday,Accura,Urban,Wednesday,Jun,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5885,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Toyota,Urban,Monday,Jun,1,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5886,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Mazda,Urban,Monday,May,5,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5887,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,5,Saturday,Pontiac,Urban,Wednesday,Jun,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5888,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Honda,Urban,Monday,May,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5889,15,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Toyota,Urban,Thursday,May,3,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5890,6,400,4,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Accura,Urban,Tuesday,May,2,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5891,7,700,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Chevrolet,Urban,Friday,May,1,Female,Married,48,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5892,2,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Chevrolet,Urban,Monday,May,2,Female,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5893,9,400,2,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,5,Thursday,Chevrolet,Urban,Friday,Apr,5,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5894,13,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Mazda,Urban,Tuesday,May,2,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5895,10,400,1,more than 30,more than 30,more than 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Thursday,VW,Urban,Wednesday,May,1,Male,Married,63,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5896,4,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Wednesday,Honda,Urban,Friday,Aug,4,Male,Single,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5897,16,400,1,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Honda,Urban,Friday,Apr,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5898,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Honda,Urban,Sunday,Apr,2,Male,Single,35,Third Party,Sport - Collision,Sport,more than 69000,0,5899,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Aug,4,Wednesday,Chevrolet,Urban,Wednesday,Aug,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5900,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Pontiac,Rural,Monday,Apr,4,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5901,3,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Pontiac,Urban,Friday,Apr,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5902,9,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Mazda,Urban,Monday,Mar,5,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5903,3,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,35,Third Party,Sedan - All Perils,Sedan,less than 20000,0,5904,1,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Chevrolet,Urban,Tuesday,Jul,3,Female,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5905,7,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Pontiac,Rural,Thursday,Nov,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5906,5,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,2,Thursday,Pontiac,Urban,Tuesday,Nov,3,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,5907,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Toyota,Urban,Monday,Aug,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5908,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Chevrolet,Urban,Thursday,Sep,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5909,6,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Toyota,Urban,Friday,Dec,4,Female,Married,35,Third Party,Sedan - Liability,Sport,less than 20000,0,5910,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Mazda,Urban,Friday,Sep,1,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5911,11,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Honda,Urban,Thursday,Dec,3,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5912,16,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Pontiac,Urban,Thursday,Jul,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5913,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Pontiac,Urban,Friday,Jul,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5914,4,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Pontiac,Urban,Friday,Aug,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,5915,13,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Thursday,Ford,Urban,Tuesday,Oct,1,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5916,8,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,1 year,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Mazda,Urban,Monday,Dec,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5917,14,500,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Chevrolet,Urban,Thursday,Dec,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5918,9,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Toyota,Urban,Thursday,Nov,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5919,10,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Honda,Urban,Wednesday,Aug,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5920,15,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Pontiac,Rural,Wednesday,Oct,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5921,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Toyota,Urban,Friday,Dec,1,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5922,4,400,3,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Toyota,Urban,Monday,Nov,4,Male,Married,43,Third Party,Sedan - Collision,Sedan,more than 69000,0,5923,16,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Honda,Urban,Wednesday,Dec,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5924,6,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Honda,Urban,Friday,Jul,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5925,5,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Accura,Urban,Monday,Jul,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5926,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Pontiac,Urban,Friday,Jul,5,Female,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,5927,5,400,3,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Chevrolet,Urban,Thursday,Jun,1,Male,Married,61,Policy Holder,Utility - All Perils,Utility,more than 69000,0,5928,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,2,Tuesday,Honda,Rural,Wednesday,Sep,3,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5929,15,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Honda,Urban,Tuesday,Aug,5,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,5930,5,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Saturday,Honda,Urban,Tuesday,May,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5931,9,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Honda,Urban,Monday,Nov,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5932,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Accura,Urban,Friday,Nov,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5933,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Mazda,Urban,Thursday,Nov,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5934,1,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Honda,Urban,Monday,Mar,4,Male,Single,0,Policy Holder,Sport - All Perils,Sport,more than 69000,0,5935,11,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Jan,1,Sunday,Chevrolet,Urban,Thursday,Jan,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5936,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Mazda,Urban,Friday,Jan,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5937,11,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,1,Monday,Honda,Urban,Thursday,Jul,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5938,5,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Saab,Urban,Thursday,Jan,3,Female,Widow,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5939,15,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Toyota,Urban,Thursday,Feb,1,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5940,15,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Ford,Urban,Friday,Aug,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,5941,5,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Ford,Urban,Thursday,Mar,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,5942,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Chevrolet,Urban,Friday,Mar,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5943,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Chevrolet,Urban,Tuesday,Mar,2,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5944,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Honda,Urban,Tuesday,Mar,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5945,1,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Pontiac,Urban,Friday,Oct,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5946,9,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Toyota,Rural,Thursday,Oct,1,Female,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5947,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Thursday,Oct,1,Male,Married,43,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,5948,9,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Saturday,Pontiac,Urban,Monday,Oct,2,Male,Married,76,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5949,16,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,4,Saturday,Mecedes,Urban,Monday,Sep,4,Female,Single,25,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5950,11,400,3,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Chevrolet,Urban,Tuesday,Feb,2,Male,Married,44,Policy Holder,Utility - Liability,Utility,more than 69000,0,5951,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1994,Liability, - ,Utility - Liability,TRUE
+Mar,3,Monday,Accura,Urban,Monday,Mar,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5952,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Honda,Urban,Tuesday,Apr,1,Male,Single,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5953,15,700,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Chevrolet,Urban,Monday,Aug,5,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5954,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Wednesday,Honda,Urban,Tuesday,Jun,3,Male,Married,71,Third Party,Sedan - Liability,Sport,more than 69000,0,5955,16,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Pontiac,Urban,Monday,Apr,2,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5956,15,400,2,more than 30,more than 30,1,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Chevrolet,Urban,Friday,Aug,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5957,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Pontiac,Urban,Friday,Aug,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5958,5,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Monday,Nov,4,Male,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,5959,1,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Mazda,Urban,Monday,Dec,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5960,3,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Monday,Mazda,Urban,Monday,Nov,1,Female,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5961,7,400,4,more than 30,more than 30,none,5 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Mazda,Urban,Friday,Nov,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5962,4,400,4,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Pontiac,Urban,Monday,Aug,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5963,6,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Pontiac,Urban,Thursday,Jul,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5964,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Mazda,Urban,Wednesday,Mar,2,Male,Married,33,Third Party,Sport - Collision,Sport,more than 69000,0,5965,14,400,2,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Collision, - ,Sport - Collision,TRUE
+Mar,5,Wednesday,Accura,Urban,Wednesday,Mar,5,Female,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5966,2,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Pontiac,Urban,Thursday,Mar,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5967,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Sunday,Honda,Urban,Wednesday,Sep,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,5968,9,500,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Mazda,Urban,Friday,Mar,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5969,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Mazda,Urban,Tuesday,Mar,3,Female,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5970,5,400,1,more than 30,more than 30,none,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Mazda,Urban,Monday,Feb,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5971,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Toyota,Urban,Thursday,Mar,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5972,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Mazda,Urban,Friday,May,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,5973,2,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Thursday,Pontiac,Urban,Thursday,May,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5974,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Toyota,Urban,Monday,Mar,5,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5975,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Honda,Rural,Monday,Apr,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5976,1,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Pontiac,Urban,Monday,Mar,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5977,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Sunday,Ford,Rural,Thursday,Nov,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,5978,3,400,3,15 to 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Tuesday,Mazda,Urban,Thursday,Mar,2,Male,Married,35,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,5979,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Sunday,Honda,Urban,Monday,Aug,5,Male,Single,19,Policy Holder,Sport - Collision,Sport,more than 69000,1,5980,6,400,1,more than 30,more than 30,none,5 years,21 to 25,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Feb,4,Tuesday,Honda,Urban,Wednesday,Feb,4,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,5981,8,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Chevrolet,Urban,Friday,Feb,4,Male,Single,44,Third Party,Sedan - Collision,Sedan,more than 69000,0,5982,2,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Toyota,Urban,Friday,Sep,3,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,5983,11,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Toyota,Urban,Thursday,Sep,1,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,5984,9,700,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Honda,Urban,Wednesday,Jan,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5985,6,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Mercury,Rural,Thursday,Oct,3,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5986,12,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Mazda,Urban,Friday,Dec,4,Female,Divorced,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5987,16,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Mercury,Urban,Monday,Aug,5,Male,Married,46,Policy Holder,Utility - All Perils,Utility,30000 to 39000,1,5988,14,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Jan,5,Saturday,Toyota,Urban,Tuesday,Feb,1,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,5989,8,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5990,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Pontiac,Rural,Friday,Nov,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,5991,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Honda,Urban,Friday,Nov,4,Male,Single,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,5992,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Honda,Urban,Thursday,Nov,4,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,5993,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Chevrolet,Urban,Wednesday,Nov,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5994,13,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Chevrolet,Rural,Wednesday,Nov,4,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,5995,14,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Honda,Urban,Friday,Dec,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,5996,4,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Honda,Urban,Thursday,Jan,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,5997,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Toyota,Urban,Friday,May,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,5998,4,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Toyota,Urban,Tuesday,May,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,5999,1,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Mazda,Urban,Thursday,May,3,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6000,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Rural,Thursday,Jul,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6001,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Toyota,Urban,Wednesday,Sep,2,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6002,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Chevrolet,Urban,Thursday,May,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6003,7,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Toyota,Urban,Tuesday,Sep,1,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6004,11,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Pontiac,Rural,Monday,Aug,5,Male,Married,75,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,6005,16,400,3,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Wednesday,Jul,2,Female,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6006,5,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Mazda,Urban,Monday,Sep,1,Male,Single,24,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6007,16,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,1 year,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Mazda,Urban,Wednesday,Aug,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6008,14,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Honda,Urban,Wednesday,Aug,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6009,13,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Honda,Urban,Friday,Sep,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6010,8,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Ford,Urban,Thursday,Aug,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6011,10,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Pontiac,Urban,Thursday,Sep,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6012,3,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Mazda,Urban,Wednesday,Oct,4,Female,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6013,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Mazda,Urban,Thursday,Nov,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6014,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Mazda,Urban,Friday,Nov,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6015,16,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Toyota,Urban,Friday,Nov,3,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6016,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6017,10,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Toyota,Urban,Wednesday,May,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6018,13,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Mazda,Rural,Friday,May,1,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6019,15,500,2,more than 30,more than 30,1,more than 7,over 65,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Pontiac,Urban,Thursday,May,1,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6020,9,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Toyota,Urban,Tuesday,May,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6021,6,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Toyota,Urban,Friday,May,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6022,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Toyota,Urban,Monday,May,4,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6023,7,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Mazda,Rural,Thursday,Jun,3,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6024,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Honda,Rural,Thursday,Jul,4,Female,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6025,12,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Honda,Urban,Tuesday,Aug,1,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6026,7,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Toyota,Urban,Friday,Jul,5,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6027,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,5,Monday,Chevrolet,Rural,Tuesday,Aug,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6028,15,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,4 to 8 years,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Mazda,Urban,Wednesday,Aug,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6029,7,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Mazda,Urban,Thursday,Sep,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6030,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Chevrolet,Urban,Friday,Sep,1,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,6031,1,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Pontiac,Urban,Wednesday,Aug,5,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6032,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Pontiac,Urban,Wednesday,Nov,4,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6033,4,400,1,more than 30,more than 30,2 to 4,2 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Honda,Urban,Wednesday,Nov,5,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6034,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Toyota,Rural,Wednesday,Aug,5,Male,Single,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6035,2,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Honda,Urban,Monday,Dec,1,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6036,9,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Chevrolet,Urban,Friday,Dec,1,Female,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6037,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Chevrolet,Urban,Monday,Nov,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6038,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Chevrolet,Urban,Wednesday,Sep,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6039,4,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Toyota,Urban,Tuesday,Sep,1,Female,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6040,3,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Toyota,Urban,Friday,Sep,1,Male,Single,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6041,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Pontiac,Urban,Wednesday,Aug,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6042,15,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Chevrolet,Urban,Monday,Aug,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6043,7,400,4,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Accura,Urban,Friday,Aug,2,Male,Single,26,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6044,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Aug,5,Wednesday,Toyota,Urban,Wednesday,Sep,4,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6045,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Ford,Urban,Monday,Aug,3,Male,Married,71,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,6046,6,700,3,more than 30,more than 30,none,more than 7,over 65,Yes,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Mazda,Urban,Wednesday,Jun,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6047,16,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Honda,Urban,Tuesday,Apr,3,Female,Single,24,Third Party,Sedan - Liability,Sport,more than 69000,0,6048,12,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Toyota,Urban,Monday,Dec,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6049,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Honda,Rural,Tuesday,Dec,2,Male,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6050,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Toyota,Urban,Friday,Dec,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6051,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Toyota,Urban,Friday,Dec,2,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6052,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Monday,Nov,4,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6053,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Pontiac,Urban,Monday,Nov,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6054,3,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Chevrolet,Urban,Tuesday,Nov,4,Male,Single,27,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6055,2,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Tuesday,Ford,Urban,Wednesday,Nov,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6056,13,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Honda,Rural,Thursday,Oct,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6057,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Accura,Urban,Thursday,Oct,2,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6058,8,400,2,more than 30,more than 30,2 to 4,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Toyota,Urban,Monday,Nov,5,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6059,10,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Accura,Urban,Friday,Sep,2,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6060,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Chevrolet,Rural,Monday,Oct,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6061,10,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Toyota,Urban,Wednesday,Aug,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6062,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Honda,Urban,Tuesday,Aug,1,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6063,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Toyota,Urban,Monday,Jul,4,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6064,16,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Thursday,Honda,Urban,Wednesday,Nov,2,Male,Married,56,Policy Holder,Sport - Collision,Sport,more than 69000,0,6065,3,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sport - Collision,TRUE
+Jul,4,Thursday,Honda,Urban,Friday,Jul,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6066,10,400,2,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Toyota,Urban,Friday,Jul,4,Male,Married,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6067,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Wednesday,Jul,3,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6068,12,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Toyota,Urban,Tuesday,Jul,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6069,11,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1994,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Ford,Urban,Monday,Jul,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,6070,1,500,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,2 vehicles,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Nisson,Urban,Tuesday,Jun,5,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6071,16,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,Pontiac,Urban,Thursday,Jun,5,Male,Married,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6072,13,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Honda,Urban,Friday,Sep,1,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,6073,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Honda,Urban,Tuesday,Jun,3,Male,Single,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6074,14,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Honda,Urban,Friday,May,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6075,11,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Mazda,Urban,Wednesday,May,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6076,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Tuesday,Feb,4,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6077,14,700,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Honda,Rural,Friday,Mar,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6078,3,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Honda,Urban,Thursday,Dec,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6079,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Toyota,Urban,Tuesday,Dec,3,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6080,2,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Toyota,Urban,Monday,Dec,1,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6081,9,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Friday,Pontiac,Urban,Friday,Oct,1,Male,Married,62,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6082,13,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Honda,Urban,Thursday,Dec,4,Female,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6083,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Mazda,Urban,Tuesday,Oct,2,Male,Married,76,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6084,2,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Monday,Honda,Urban,Friday,Sep,5,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6085,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Pontiac,Urban,Friday,Jan,5,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6086,9,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,VW,Urban,Tuesday,Mar,1,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6087,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Friday,Toyota,Urban,Tuesday,Sep,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6088,6,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Friday,Mazda,Urban,Tuesday,Sep,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6089,10,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Friday,VW,Rural,Tuesday,Apr,1,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6090,4,400,3,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Mazda,Urban,Monday,Mar,4,Female,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6091,1,400,3,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,3 to 5,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Mazda,Urban,Thursday,Oct,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6092,7,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Mercury,Urban,Monday,Oct,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6093,11,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Friday,Toyota,Urban,Monday,Sep,1,Female,Single,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6094,10,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Pontiac,Urban,Monday,Apr,1,Male,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6095,10,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Tuesday,Mar,5,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6096,14,400,1,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Accura,Urban,Friday,Jun,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6097,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Honda,Urban,Wednesday,Mar,5,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6098,3,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,1 year,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Toyota,Urban,Monday,Jul,1,Female,Single,23,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6099,2,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Toyota,Urban,Tuesday,Jul,1,Female,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6100,6,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Toyota,Urban,Monday,Oct,5,Male,Single,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6101,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Honda,Urban,Monday,Aug,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6102,2,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Saab,Urban,Monday,Dec,1,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6103,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Mazda,Urban,Monday,Dec,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6104,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Pontiac,Urban,Friday,Apr,3,Male,Married,50,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6105,2,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Saturday,Accura,Urban,Thursday,Oct,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,6106,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Pontiac,Urban,Monday,Nov,2,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6107,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Chevrolet,Urban,Thursday,Jun,3,Female,Single,28,Third Party,Sedan - Collision,Sedan,more than 69000,0,6108,6,700,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Saturday,Pontiac,Urban,Monday,Jun,2,Male,Married,49,Policy Holder,Sport - All Perils,Sport,30000 to 39000,0,6109,2,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sport - All Perils,TRUE
+Sep,1,Saturday,Mazda,Urban,Friday,Sep,4,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6110,3,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,3 to 4,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Honda,Urban,Thursday,Jun,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6111,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Pontiac,Urban,Tuesday,Jun,2,Male,Single,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6112,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Pontiac,Urban,Thursday,Sep,2,Male,Single,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6113,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Monday,Aug,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6114,14,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,52,Third Party,Utility - All Perils,Utility,more than 69000,0,6115,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Utility - All Perils,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Thursday,Sep,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6116,6,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Honda,Urban,Wednesday,Oct,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6117,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Honda,Urban,Friday,Nov,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6118,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Sep,1,Saturday,Toyota,Urban,Tuesday,Sep,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6119,6,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Honda,Rural,Monday,Dec,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6120,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Pontiac,Urban,Friday,Dec,2,Female,Single,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6121,10,500,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Mazda,Urban,Monday,Nov,5,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6122,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Toyota,Urban,Wednesday,Apr,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6123,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Mazda,Urban,Monday,Apr,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6124,11,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Toyota,Urban,Wednesday,May,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6125,7,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Pontiac,Urban,Monday,May,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6126,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Toyota,Urban,Wednesday,Jun,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6127,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Mazda,Urban,Monday,Jun,1,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6128,13,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Mazda,Urban,Monday,Sep,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6129,12,400,3,more than 30,more than 30,none,5 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,VW,Urban,Thursday,Jul,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6130,7,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Honda,Urban,Tuesday,Oct,3,Male,Married,50,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6131,15,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Pontiac,Urban,Monday,Oct,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6132,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Toyota,Urban,Tuesday,Nov,2,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6133,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Honda,Urban,Friday,Sep,4,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6134,16,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Saab,Urban,Friday,Sep,5,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6135,14,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Thursday,Mazda,Rural,Tuesday,Jul,4,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6136,16,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Toyota,Urban,Thursday,Jul,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6137,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Pontiac,Urban,Thursday,Jul,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6138,12,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Mazda,Urban,Tuesday,Mar,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6139,4,700,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1994,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Toyota,Urban,Thursday,Mar,4,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6140,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1994,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Chevrolet,Urban,Monday,Nov,5,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6141,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Monday,Accura,Urban,Monday,Nov,5,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6142,3,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1994,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Sunday,Toyota,Urban,Wednesday,Nov,5,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6143,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Toyota,Urban,Wednesday,Nov,4,Female,Married,68,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6144,3,400,2,more than 30,more than 30,more than 4,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Ford,Urban,Monday,Nov,5,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6145,4,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Mazda,Urban,Thursday,Sep,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6146,10,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Honda,Urban,Tuesday,Nov,5,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6147,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Toyota,Urban,Monday,Oct,3,Male,Single,66,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6148,7,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Pontiac,Urban,Tuesday,Sep,2,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6149,16,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Honda,Rural,Monday,Sep,1,Male,Single,18,Policy Holder,Sport - Collision,Sport,more than 69000,1,6150,6,400,4,more than 30,more than 30,none,5 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jul,2,Monday,Toyota,Urban,Monday,Aug,1,Male,Married,70,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6151,10,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Toyota,Urban,Thursday,Aug,1,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6152,3,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Honda,Urban,Monday,Jul,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6153,5,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Chevrolet,Urban,Monday,Jul,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,6154,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Toyota,Urban,Tuesday,Jun,5,Male,Married,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6155,9,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Pontiac,Urban,Friday,Jun,3,Male,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6156,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Saab,Urban,Friday,Sep,5,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,6157,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Pontiac,Rural,Friday,Jun,1,Male,Married,66,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6158,9,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Saturday,Pontiac,Urban,Wednesday,Jun,1,Male,Married,64,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6159,13,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Toyota,Urban,Monday,May,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6160,6,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Honda,Urban,Wednesday,Apr,4,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6161,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Toyota,Urban,Friday,Apr,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6162,14,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Chevrolet,Urban,Thursday,Apr,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6163,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Mazda,Urban,Tuesday,Apr,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6164,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Chevrolet,Urban,Monday,Apr,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6165,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Honda,Urban,Wednesday,Sep,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6166,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Mazda,Urban,Thursday,Dec,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6167,8,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Thursday,Mazda,Urban,Wednesday,Sep,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6168,8,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Sunday,Honda,Urban,Wednesday,Sep,4,Male,Single,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6169,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Pontiac,Urban,Tuesday,Sep,1,Male,Married,75,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6170,6,700,1,more than 30,more than 30,1,more than 7,over 65,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Pontiac,Urban,Thursday,Feb,1,Female,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6171,10,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Toyota,Urban,Monday,Jul,3,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,6172,7,500,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Pontiac,Urban,Tuesday,Jun,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6173,1,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Mazda,Urban,Tuesday,Jun,3,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6174,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Toyota,Urban,Monday,Apr,1,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6175,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Toyota,Urban,Monday,Apr,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6176,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Mazda,Urban,Tuesday,Mar,4,Female,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6177,5,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Honda,Rural,Tuesday,Sep,1,Male,Single,17,Policy Holder,Sport - Collision,Sport,more than 69000,1,6178,13,400,3,more than 30,more than 30,none,3 years,18 to 20,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,3,Friday,Toyota,Urban,Friday,Oct,3,Male,Married,58,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6179,13,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Honda,Urban,Wednesday,Apr,3,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,6180,16,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Urban,Thursday,Mar,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6181,3,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6182,11,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Mazda,Urban,Monday,Feb,2,Male,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6183,1,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Toyota,Urban,Wednesday,Sep,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6184,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Tuesday,Honda,Urban,Friday,Sep,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6185,12,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Thursday,Nov,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6186,6,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Pontiac,Urban,Monday,Nov,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6187,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Tuesday,Nov,5,Male,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6188,16,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,VW,Urban,Thursday,Dec,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6189,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6190,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Sunday,Pontiac,Urban,Monday,Aug,2,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6191,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,69,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6192,7,400,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,3 to 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Toyota,Rural,Thursday,Aug,2,Female,Single,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6193,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Mazda,Urban,Thursday,Aug,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6194,2,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Toyota,Urban,Monday,Sep,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6195,9,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Pontiac,Rural,Tuesday,Sep,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6196,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Toyota,Urban,Tuesday,Nov,5,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6197,2,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Ford,Urban,Monday,Dec,1,Male,Single,74,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,6198,13,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Mazda,Urban,Tuesday,Dec,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6199,10,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Mazda,Urban,Monday,Dec,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6200,9,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Pontiac,Urban,Monday,Dec,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6201,15,700,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6202,6,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Honda,Urban,Monday,Dec,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6203,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Chevrolet,Urban,Tuesday,Dec,1,Male,Single,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6204,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Pontiac,Urban,Monday,Oct,3,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6205,4,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Pontiac,Urban,Thursday,Oct,3,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6206,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Pontiac,Urban,Thursday,Oct,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6207,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Accura,Urban,Thursday,Sep,5,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,1,6208,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,1,Sunday,Mazda,Urban,Monday,Sep,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6209,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Monday,Aug,4,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6210,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Mazda,Urban,Thursday,Aug,4,Male,Married,70,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6211,9,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Toyota,Urban,Monday,Apr,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6212,14,400,2,none,more than 30,1,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Honda,Urban,Wednesday,Feb,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6213,12,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,Honda,Urban,Wednesday,Mar,5,Male,Married,45,Third Party,Sedan - Collision,Sedan,more than 69000,0,6214,15,400,4,more than 30,more than 30,none,new,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Toyota,Urban,Thursday,Dec,3,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6215,15,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,Chevrolet,Urban,Wednesday,Dec,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6216,13,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Toyota,Urban,Wednesday,Dec,4,Male,Married,47,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6217,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Saturday,Toyota,Urban,Monday,Sep,1,Male,Married,60,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6218,16,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Chevrolet,Rural,Friday,Jul,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6219,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Toyota,Rural,Wednesday,Feb,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6220,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Toyota,Urban,Wednesday,Jan,4,Female,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6221,15,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Urban,Monday,Jan,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6222,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Saturday,Honda,Rural,Friday,Mar,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6223,6,500,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Honda,Urban,Tuesday,May,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6224,14,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Pontiac,Urban,Friday,Feb,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6225,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Mazda,Urban,Tuesday,Mar,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6226,7,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Pontiac,Urban,Monday,Oct,1,Female,Single,39,Policy Holder,Sedan - Liability,Sport,less than 20000,0,6227,13,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Mazda,Urban,Tuesday,Apr,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6228,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Toyota,Urban,Thursday,Jan,4,Male,Single,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6229,4,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Pontiac,Urban,Monday,Jan,4,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6230,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Mazda,Urban,Thursday,Feb,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6231,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Mazda,Urban,Tuesday,Apr,2,Female,Single,30,Third Party,Sedan - Collision,Sedan,less than 20000,0,6232,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Chevrolet,Urban,Friday,Oct,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6233,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Chevrolet,Urban,Monday,Oct,4,Male,Single,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6234,13,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Pontiac,Rural,Friday,Nov,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6235,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Accura,Urban,Tuesday,Dec,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6236,14,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Ford,Urban,Friday,Sep,3,Female,Married,38,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,6237,7,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,79,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6238,10,400,3,more than 30,more than 30,1,6 years,over 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6239,9,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,Yes,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Ford,Urban,Monday,Apr,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,6240,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Chevrolet,Urban,Wednesday,May,3,Male,Married,59,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,6241,2,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Honda,Urban,Monday,May,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6242,4,400,4,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Toyota,Rural,Wednesday,May,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6243,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Chevrolet,Urban,Wednesday,May,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6244,4,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Mazda,Urban,Monday,Sep,4,Male,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6245,14,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Toyota,Urban,Tuesday,Jun,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6246,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Mazda,Urban,Friday,Jul,1,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6247,13,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Pontiac,Urban,Tuesday,Jun,5,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6248,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Toyota,Urban,Monday,Sep,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6249,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Pontiac,Urban,Friday,Sep,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6250,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Pontiac,Urban,Friday,Oct,4,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6251,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Chevrolet,Urban,Tuesday,Oct,4,Male,Married,37,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6252,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Thursday,Chevrolet,Urban,Thursday,Nov,2,Male,Married,76,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6253,15,400,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Honda,Urban,Monday,Nov,3,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6254,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,Mazda,Urban,Friday,Nov,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6255,4,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Mazda,Urban,Thursday,Dec,1,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,6256,3,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Apr,3,Friday,Accura,Urban,Tuesday,Apr,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6257,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Honda,Urban,Monday,Jun,1,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6258,6,400,4,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Honda,Urban,Friday,Jun,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6259,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Honda,Urban,Wednesday,Sep,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6260,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Pontiac,Urban,Friday,Nov,3,Male,Married,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6261,9,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Chevrolet,Urban,Tuesday,Jan,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6262,13,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Toyota,Urban,Friday,May,3,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6263,9,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Mercury,Urban,Monday,Jun,2,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6264,11,400,1,more than 30,more than 30,none,2 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6265,7,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Toyota,Urban,Monday,Aug,1,Female,Married,35,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6266,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Honda,Urban,Wednesday,Jul,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6267,3,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Mazda,Urban,Friday,Dec,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6268,2,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Pontiac,Rural,Saturday,Sep,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6269,8,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Ford,Urban,Friday,Dec,2,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,6270,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Pontiac,Urban,Thursday,Dec,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6271,15,400,4,more than 30,more than 30,none,7 years,41 to 50,Yes,Yes,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Tuesday,Nov,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6272,6,400,3,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6273,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Honda,Urban,Thursday,Jun,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6274,13,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,2 to 3 years,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,BMW,Urban,Tuesday,Oct,1,Male,Married,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6275,4,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Mazda,Urban,Wednesday,Aug,5,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6276,1,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Honda,Urban,Monday,Sep,3,Male,Married,46,Third Party,Sedan - Liability,Sport,more than 69000,0,6277,7,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Mercury,Rural,Monday,Aug,5,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6278,9,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Accura,Urban,Friday,Sep,4,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6279,5,400,1,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Pontiac,Urban,Monday,Sep,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6280,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,1 year,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Accura,Urban,Tuesday,Nov,3,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6281,16,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Honda,Urban,Wednesday,Oct,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6282,2,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Pontiac,Urban,Thursday,Oct,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6283,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Thursday,VW,Rural,Friday,Sep,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6284,5,400,3,15 to 30,more than 30,none,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Saturday,Mercury,Urban,Thursday,Sep,2,Male,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6285,1,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Honda,Urban,Tuesday,Aug,5,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6286,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Sunday,Accura,Urban,Monday,Aug,5,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6287,14,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Chevrolet,Urban,Tuesday,Aug,5,Male,Married,62,Third Party,Sedan - Liability,Sport,more than 69000,0,6288,14,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Honda,Urban,Thursday,Aug,4,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6289,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Pontiac,Urban,Thursday,Jul,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6290,1,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Ford,Urban,Wednesday,Aug,2,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6291,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Toyota,Urban,Thursday,Jun,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6292,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Toyota,Urban,Monday,Apr,3,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6293,2,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Mazda,Urban,Tuesday,Sep,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,6294,4,700,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6295,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Mazda,Urban,Friday,Dec,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6296,10,400,2,none,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Thursday,Nov,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6297,10,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Pontiac,Urban,Tuesday,Nov,3,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6298,6,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Chevrolet,Urban,Friday,Nov,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6299,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Mazda,Urban,Tuesday,Nov,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6300,1,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Toyota,Urban,Monday,Sep,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,6301,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Rural,Wednesday,Sep,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6302,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Chevrolet,Urban,Monday,Aug,4,Male,Married,70,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6303,9,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Chevrolet,Urban,Monday,Aug,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6304,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Mazda,Urban,Wednesday,Aug,5,Female,Single,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6305,15,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Pontiac,Urban,Monday,Sep,2,Male,Single,21,Third Party,Sedan - Collision,Sedan,more than 69000,0,6306,13,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Saab,Urban,Thursday,Jul,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6307,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Mazda,Urban,Monday,Aug,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6308,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Chevrolet,Urban,Thursday,Jul,3,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6309,10,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,38,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6310,5,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,VW,Urban,Wednesday,Jul,2,Male,Married,35,Third Party,Sedan - Liability,Sport,more than 69000,0,6311,1,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Toyota,Urban,Wednesday,May,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6312,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Saab,Urban,Wednesday,Mar,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6313,15,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Honda,Urban,Tuesday,Feb,3,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6314,14,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Accura,Urban,Thursday,Oct,2,Male,Married,41,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6315,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,2,Tuesday,Pontiac,Urban,Tuesday,Jan,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6316,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Toyota,Urban,Thursday,Jan,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6317,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Ford,Urban,Friday,Feb,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6318,7,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Mazda,Urban,Monday,Mar,1,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6319,15,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Toyota,Urban,Monday,Nov,1,Female,Married,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6320,3,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Pontiac,Urban,Monday,Sep,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6321,12,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Mazda,Urban,Wednesday,Aug,1,Male,Married,37,Third Party,Sport - Collision,Sport,more than 69000,0,6322,9,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sport - Collision,TRUE
+Apr,4,Monday,Mazda,Rural,Wednesday,Jun,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6323,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Mazda,Urban,Tuesday,Apr,4,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6324,2,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Mazda,Urban,Tuesday,May,4,Female,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6325,11,700,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Pontiac,Urban,Wednesday,Dec,5,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6326,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Pontiac,Urban,Wednesday,Dec,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6327,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Chevrolet,Urban,Friday,Dec,2,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6328,11,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Chevrolet,Urban,Thursday,Oct,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6329,1,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Monday,Honda,Urban,Tuesday,Oct,4,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6330,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Toyota,Urban,Monday,Sep,4,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6331,4,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Mazda,Rural,Friday,Sep,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6332,14,400,3,more than 30,more than 30,none,5 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Rural,Tuesday,Aug,1,Male,Married,57,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,6333,15,400,4,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jul,2,Friday,Pontiac,Urban,Friday,Jul,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6334,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Honda,Urban,Wednesday,Jul,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6335,4,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Mazda,Urban,Tuesday,May,5,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6336,3,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Chevrolet,Urban,Monday,Apr,3,Male,Married,52,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6337,9,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,2,Sunday,Toyota,Urban,Monday,Apr,3,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6338,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Chevrolet,Urban,Monday,Mar,3,Female,Married,55,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6339,4,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Mazda,Urban,Monday,Feb,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6340,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Pontiac,Urban,Monday,Dec,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6341,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Honda,Urban,Friday,Oct,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6342,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Honda,Urban,Monday,Jan,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6343,1,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Mazda,Urban,Tuesday,Feb,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6344,12,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Ford,Urban,Wednesday,Mar,3,Male,Single,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6345,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Chevrolet,Urban,Wednesday,Apr,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6346,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Honda,Urban,Wednesday,Apr,1,Female,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6347,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Honda,Urban,Thursday,Sep,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6348,10,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Pontiac,Urban,Friday,Dec,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6349,9,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Honda,Urban,Wednesday,Apr,2,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6350,11,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Chevrolet,Urban,Tuesday,Apr,3,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6351,5,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Honda,Urban,Tuesday,Jul,3,Male,Married,50,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6352,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Mazda,Urban,Friday,Sep,5,Male,Single,80,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6353,10,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Toyota,Rural,Tuesday,Dec,1,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6354,15,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Chevrolet,Urban,Thursday,Dec,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6355,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Chevrolet,Urban,Wednesday,Dec,2,Male,Single,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6356,15,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Ford,Urban,Wednesday,Dec,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6357,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Mazda,Urban,Friday,Dec,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6358,11,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Pontiac,Urban,Tuesday,Dec,3,Male,Married,58,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6359,10,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Mazda,Urban,Monday,Dec,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6360,15,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Mercury,Urban,Monday,Sep,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6361,8,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Honda,Urban,Friday,Dec,4,Male,Single,28,Policy Holder,Sport - Collision,Sport,more than 69000,0,6362,5,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Friday,Nov,2,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6363,4,400,2,more than 30,more than 30,none,2 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Pontiac,Rural,Monday,Jul,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6364,8,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Pontiac,Urban,Monday,May,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6365,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Pontiac,Rural,Monday,Sep,4,Female,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6366,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Toyota,Urban,Wednesday,Mar,1,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6367,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Pontiac,Urban,Wednesday,Dec,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6368,1,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Mazda,Urban,Tuesday,Dec,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6369,6,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Chevrolet,Urban,Wednesday,Jun,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6370,3,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Pontiac,Rural,Monday,Apr,3,Male,Married,45,Third Party,Sedan - Collision,Sedan,less than 20000,0,6371,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Chevrolet,Urban,Monday,Mar,4,Male,Married,29,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6372,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,5,Monday,Toyota,Urban,Wednesday,Mar,3,Female,Married,35,Third Party,Sedan - Collision,Sedan,less than 20000,0,6373,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Chevrolet,Urban,Monday,Feb,5,Male,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6374,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Pontiac,Urban,Monday,Jun,4,Male,Married,64,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6375,6,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Toyota,Urban,Wednesday,Jun,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6376,2,500,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Honda,Urban,Tuesday,Jun,2,Male,Single,37,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6377,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Honda,Urban,Friday,Jul,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6378,1,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Pontiac,Urban,Tuesday,May,2,Male,Married,46,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6379,6,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,1,Monday,Mazda,Urban,Tuesday,May,1,Male,Single,35,Third Party,Sport - Collision,Sport,more than 69000,0,6380,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,Yes,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+May,4,Wednesday,Mazda,Urban,Wednesday,May,4,Male,Married,64,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6381,16,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Dodge,Urban,Thursday,May,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6382,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Accura,Urban,Wednesday,Jun,5,Female,Single,50,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6383,14,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Honda,Urban,Wednesday,Aug,2,Male,Married,53,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6384,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Mazda,Urban,Tuesday,Jul,2,Female,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6385,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Chevrolet,Urban,Monday,Sep,2,Male,Married,65,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6386,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Chevrolet,Urban,Tuesday,Nov,2,Male,Married,66,Policy Holder,Utility - All Perils,Utility,more than 69000,1,6387,13,700,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,2,Tuesday,Accura,Urban,Thursday,Oct,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,6388,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Toyota,Urban,Thursday,Apr,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6389,16,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Mazda,Urban,Monday,Apr,4,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6390,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Pontiac,Urban,Tuesday,May,2,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6391,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Chevrolet,Urban,Wednesday,Sep,3,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6392,3,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Monday,Honda,Urban,Monday,Nov,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6393,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Toyota,Urban,Monday,Dec,4,Male,Married,41,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6394,4,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Toyota,Urban,Wednesday,Mar,1,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6395,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Honda,Urban,Thursday,Sep,4,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6396,4,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Honda,Rural,Friday,Sep,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6397,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Honda,Urban,Friday,May,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6398,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Toyota,Urban,Friday,Sep,3,Female,Widow,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6399,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Honda,Rural,Tuesday,May,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6400,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Pontiac,Urban,Wednesday,Jul,3,Male,Single,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6401,1,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Pontiac,Rural,Thursday,Jul,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6402,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Chevrolet,Urban,Monday,Sep,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6403,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Chevrolet,Urban,Monday,Jul,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6404,11,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Sunday,Toyota,Rural,Friday,Jul,4,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6405,9,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Chevrolet,Urban,Thursday,Aug,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6406,11,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Sunday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6407,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Mazda,Urban,Friday,Aug,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6408,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Pontiac,Urban,Tuesday,Nov,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6409,10,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Pontiac,Rural,Thursday,Sep,5,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6410,9,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Pontiac,Urban,Monday,Feb,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6411,12,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Ford,Rural,Thursday,Sep,4,Male,Married,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6412,2,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Pontiac,Urban,Monday,May,1,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6413,8,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Mazda,Urban,Wednesday,Apr,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6414,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Mazda,Urban,Wednesday,Sep,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6415,3,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Toyota,Urban,Friday,Nov,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6416,4,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Honda,Urban,Friday,Oct,3,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6417,8,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Toyota,Urban,Tuesday,Oct,1,Female,Single,39,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6418,12,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Honda,Urban,Monday,Mar,4,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6419,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Pontiac,Urban,Friday,Dec,3,Female,Single,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6420,5,400,1,more than 30,more than 30,none,4 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Mazda,Urban,Tuesday,Dec,3,Male,Married,43,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6421,8,400,1,more than 30,more than 30,none,more than 7,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,1,Sunday,Mercury,Rural,Tuesday,Nov,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6422,2,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Friday,Mar,2,Female,Divorced,41,Third Party,Sedan - Collision,Sedan,less than 20000,0,6423,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Mazda,Urban,Tuesday,Oct,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6424,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Pontiac,Urban,Wednesday,Dec,2,Male,Single,20,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6425,14,400,3,more than 30,more than 30,1,2 years,21 to 25,No,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Mazda,Urban,Wednesday,Dec,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6426,6,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Urban,Monday,Dec,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6427,3,500,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,2 to 3 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Accura,Urban,Thursday,Sep,4,Male,Married,74,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6428,13,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Toyota,Urban,Monday,Dec,3,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6429,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Sunday,Toyota,Urban,Wednesday,Dec,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6430,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Toyota,Urban,Thursday,Sep,5,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6431,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Toyota,Urban,Monday,Sep,2,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6432,4,400,2,8 to 15,15 to 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Saab,Urban,Sunday,Sep,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6433,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Toyota,Urban,Tuesday,Sep,1,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6434,9,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Thursday,Mazda,Urban,Wednesday,Sep,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6435,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Wednesday,Aug,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6436,16,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Mazda,Urban,Wednesday,Sep,5,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,6437,6,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Honda,Urban,Friday,Sep,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6438,2,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Mazda,Urban,Monday,Sep,1,Female,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6439,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Honda,Urban,Tuesday,Jun,5,Male,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6440,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,Honda,Urban,Monday,Nov,2,Male,Married,51,Third Party,Sport - Collision,Sport,more than 69000,0,6441,16,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,4,Friday,Chevrolet,Urban,Friday,Nov,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,6442,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Chevrolet,Urban,Tuesday,Sep,4,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6443,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,VW,Urban,Tuesday,Sep,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6444,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Toyota,Urban,Thursday,Sep,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6445,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Pontiac,Urban,Thursday,Sep,3,Female,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6446,8,400,2,more than 30,more than 30,1,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Mazda,Urban,Monday,May,2,Male,Married,57,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6447,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,1,Saturday,Honda,Urban,Monday,May,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6448,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Toyota,Urban,Wednesday,Apr,4,Female,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6449,7,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Chevrolet,Urban,Monday,May,2,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6450,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Chevrolet,Rural,Monday,Sep,4,Female,Married,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6451,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Pontiac,Urban,Friday,Dec,4,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6452,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Mazda,Urban,Tuesday,Dec,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6453,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Dodge,Urban,Friday,Nov,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6454,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Pontiac,Urban,Friday,Sep,4,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6455,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Honda,Urban,Thursday,Sep,3,Female,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6456,8,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Tuesday,Pontiac,Urban,Tuesday,Sep,2,Female,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6457,2,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Pontiac,Urban,Monday,Aug,5,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6458,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Toyota,Urban,Wednesday,Oct,1,Female,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6459,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Honda,Urban,Monday,Oct,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6460,2,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,Toyota,Urban,Tuesday,May,5,Male,Married,53,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6461,4,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Mazda,Urban,Wednesday,Sep,4,Male,Single,34,Third Party,Sport - Collision,Sport,more than 69000,0,6462,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Apr,3,Saturday,Chevrolet,Urban,Tuesday,Apr,4,Male,Single,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6463,7,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Toyota,Urban,Thursday,Dec,5,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6464,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Honda,Urban,Wednesday,Dec,5,Female,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6465,16,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Chevrolet,Urban,Tuesday,Dec,4,Male,Married,63,Third Party,Sedan - Liability,Sport,more than 69000,0,6466,12,400,4,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Chevrolet,Urban,Wednesday,Dec,5,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6467,3,400,2,8 to 15,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Toyota,Urban,Friday,Oct,3,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6468,6,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Saturday,Pontiac,Rural,Tuesday,Aug,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6469,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Toyota,Urban,Tuesday,Sep,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6470,6,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Mazda,Urban,Friday,May,1,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6471,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Honda,Urban,Friday,Apr,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6472,7,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Friday,VW,Urban,Wednesday,Apr,1,Male,Single,40,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6473,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Mazda,Urban,Wednesday,Sep,5,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6474,12,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Pontiac,Urban,Friday,Apr,5,Male,Single,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6475,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Mazda,Urban,Tuesday,May,2,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6476,10,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Honda,Urban,Wednesday,Dec,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6477,8,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Urban,Tuesday,Sep,1,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6478,7,500,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Pontiac,Urban,Wednesday,Sep,4,Male,Single,56,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6479,10,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Toyota,Urban,Thursday,Dec,5,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6480,16,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Mazda,Urban,Monday,Dec,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6481,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Pontiac,Urban,Wednesday,Apr,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6482,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Toyota,Urban,Wednesday,Apr,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6483,10,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Mazda,Rural,Tuesday,Jun,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6484,14,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Toyota,Urban,Monday,Aug,2,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6485,13,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Toyota,Urban,Wednesday,Oct,4,Male,Married,63,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6486,7,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Dodge,Urban,Tuesday,Dec,4,Female,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6487,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,VW,Urban,Tuesday,Dec,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,6488,12,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Pontiac,Urban,Tuesday,Dec,4,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6489,2,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Saturday,Pontiac,Urban,Wednesday,Dec,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6490,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Mazda,Urban,Monday,Nov,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6491,4,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Honda,Urban,Thursday,Nov,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6492,15,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Toyota,Urban,Thursday,Nov,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6493,16,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Chevrolet,Urban,Wednesday,Sep,1,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6494,10,400,2,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Wednesday,Chevrolet,Urban,Thursday,Aug,4,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6495,4,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Wednesday,Sep,2,Female,Single,38,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6496,8,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Toyota,Urban,Wednesday,Nov,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6497,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Honda,Urban,Thursday,Jun,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6498,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Chevrolet,Urban,Friday,May,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6499,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Pontiac,Rural,Wednesday,Mar,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6500,15,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Pontiac,Urban,Wednesday,Dec,3,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6501,1,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Honda,Urban,Thursday,Nov,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6502,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Accura,Rural,Friday,Nov,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6503,8,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Saab,Urban,Tuesday,Oct,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6504,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Toyota,Urban,Wednesday,Sep,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,6505,1,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Pontiac,Urban,Monday,Sep,4,Male,Single,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6506,5,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Pontiac,Urban,Tuesday,Aug,5,Female,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6507,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Pontiac,Urban,Tuesday,Sep,4,Female,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6508,8,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Pontiac,Urban,Friday,Aug,4,Male,Married,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6509,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Chevrolet,Urban,Friday,Jul,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6510,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Chevrolet,Urban,Thursday,Aug,4,Male,Married,33,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6511,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Sunday,Pontiac,Rural,Monday,Jul,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6512,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Pontiac,Urban,Tuesday,May,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6513,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Toyota,Urban,Tuesday,May,1,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6514,15,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Chevrolet,Urban,Friday,Apr,1,Male,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6515,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Tuesday,Mazda,Urban,Friday,Feb,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6516,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Chevrolet,Urban,Friday,Apr,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6517,15,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Mazda,Urban,Wednesday,Sep,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6518,7,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Thursday,Sep,5,Male,Single,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6519,5,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Pontiac,Urban,Monday,Oct,5,Female,Married,54,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6520,3,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Toyota,Urban,Friday,May,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6521,1,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Toyota,Urban,Thursday,Oct,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6522,4,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Toyota,Urban,Wednesday,Feb,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6523,15,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Friday,Pontiac,Urban,Friday,Jul,4,Male,Married,53,Third Party,Sedan - Collision,Sedan,less than 20000,0,6524,6,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Chevrolet,Urban,Wednesday,Jul,4,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6525,1,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Toyota,Urban,Wednesday,Sep,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6526,8,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Chevrolet,Rural,Thursday,Jul,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6527,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Toyota,Urban,Monday,Aug,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6528,11,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Toyota,Urban,Monday,Oct,2,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6529,5,500,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,VW,Rural,Wednesday,Sep,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,6530,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6531,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Honda,Rural,Friday,Nov,3,Male,Single,22,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6532,11,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,Yes,Yes,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Chevrolet,Urban,Tuesday,Nov,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6533,4,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Sunday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6534,13,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Wednesday,Toyota,Urban,Monday,Sep,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,6535,2,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Ford,Urban,Tuesday,Nov,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6536,2,400,3,8 to 15,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Honda,Urban,Thursday,Apr,3,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6537,12,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Monday,Sep,3,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6538,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Toyota,Urban,Wednesday,Dec,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6539,15,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Pontiac,Urban,Monday,Jan,1,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6540,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Friday,Pontiac,Urban,Monday,Aug,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6541,6,400,4,more than 30,more than 30,more than 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Accura,Urban,Wednesday,Sep,4,Female,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6542,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Pontiac,Urban,Tuesday,Nov,2,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6543,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Accura,Rural,Wednesday,Sep,4,Male,Married,29,Policy Holder,Utility - All Perils,Utility,more than 69000,1,6544,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,3,Wednesday,Toyota,Urban,Friday,Oct,4,Female,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6545,16,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Mazda,Urban,Thursday,Apr,3,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6546,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Mazda,Rural,Wednesday,Jun,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6547,16,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Chevrolet,Urban,Thursday,Jun,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6548,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Mazda,Urban,Monday,Apr,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6549,10,400,3,more than 30,more than 30,none,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Chevrolet,Urban,Tuesday,Sep,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6550,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Mazda,Urban,Tuesday,Jul,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6551,2,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Pontiac,Urban,Thursday,Mar,3,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6552,10,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Pontiac,Urban,Thursday,Sep,4,Male,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6553,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,1 year,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Chevrolet,Urban,Monday,Nov,4,Male,Married,63,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6554,12,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Toyota,Urban,Wednesday,Nov,3,Female,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6555,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Toyota,Urban,Wednesday,Nov,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6556,3,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Honda,Urban,Tuesday,Dec,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6557,12,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Mazda,Urban,Thursday,Nov,5,Female,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6558,8,400,2,more than 30,more than 30,more than 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Mazda,Urban,Tuesday,May,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6559,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Honda,Urban,Thursday,Jan,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6560,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Honda,Rural,Wednesday,Apr,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6561,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Toyota,Urban,Thursday,Jan,1,Female,Widow,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6562,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Mecedes,Urban,Monday,Jan,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6563,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Pontiac,Urban,Tuesday,Jan,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6564,10,400,3,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Pontiac,Urban,Thursday,May,3,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6565,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Accura,Urban,Friday,Sep,1,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6566,9,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Toyota,Urban,Monday,Mar,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6567,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Chevrolet,Urban,Wednesday,May,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6568,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Pontiac,Urban,Friday,May,1,Female,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6569,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Ford,Urban,Wednesday,Sep,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6570,14,400,1,more than 30,more than 30,1,6 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Saab,Urban,Thursday,Sep,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6571,8,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Dodge,Urban,Monday,Sep,3,Female,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6572,8,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Wednesday,Ford,Urban,Friday,May,3,Female,Married,48,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,6573,12,700,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Mazda,Urban,Wednesday,May,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6574,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Toyota,Rural,Wednesday,Mar,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6575,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Toyota,Urban,Friday,Nov,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6576,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Honda,Urban,Monday,Oct,3,Female,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6577,16,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Toyota,Rural,Monday,Sep,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6578,15,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,VW,Urban,Tuesday,May,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6579,15,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Mazda,Urban,Monday,Mar,2,Female,Single,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6580,3,500,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Honda,Urban,Tuesday,Sep,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,6581,3,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Honda,Urban,Friday,May,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6582,7,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Pontiac,Rural,Tuesday,May,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6583,16,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Honda,Urban,Tuesday,May,1,Female,Single,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6584,11,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Pontiac,Urban,Thursday,May,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6585,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Monday,Jun,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6586,16,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Thursday,Toyota,Urban,Tuesday,Aug,1,Female,Single,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6587,7,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Dodge,Rural,Thursday,Jul,5,Female,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6588,3,400,1,more than 30,more than 30,1,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6589,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Monday,Sep,4,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6590,16,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Honda,Rural,Friday,Oct,5,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6591,15,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Chevrolet,Urban,Thursday,Oct,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6592,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Chevrolet,Urban,Wednesday,Nov,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6593,8,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Honda,Urban,Wednesday,Nov,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6594,7,400,1,more than 30,more than 30,1,new,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Mazda,Urban,Wednesday,Sep,5,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6595,8,400,1,more than 30,more than 30,more than 4,2 years,21 to 25,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Mazda,Urban,Thursday,Dec,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6596,15,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Chevrolet,Urban,Tuesday,Jan,2,Male,Married,50,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6597,4,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Wednesday,Ford,Urban,Wednesday,Jan,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6598,3,400,3,more than 30,more than 30,more than 4,4 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Honda,Urban,Monday,Jan,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6599,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Mazda,Urban,Thursday,May,3,Female,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6600,9,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Saturday,Pontiac,Urban,Tuesday,May,2,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6601,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Toyota,Urban,Friday,Oct,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6602,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Mazda,Urban,Tuesday,May,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6603,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Honda,Urban,Tuesday,Sep,4,Male,Single,32,Policy Holder,Sport - Collision,Sport,more than 69000,1,6604,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,4,Wednesday,Toyota,Urban,Monday,Sep,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6605,14,400,4,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Honda,Urban,Tuesday,May,4,Male,Single,19,Third Party,Sport - Collision,Sport,more than 69000,0,6606,4,400,2,more than 30,more than 30,1,5 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,2,Monday,Honda,Urban,Tuesday,Sep,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6607,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Friday,Sep,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6608,15,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Thursday,Oct,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6609,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Toyota,Rural,Tuesday,Dec,4,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6610,1,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Pontiac,Urban,Tuesday,Dec,4,Male,Single,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6611,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Chevrolet,Urban,Thursday,Dec,5,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6612,6,400,4,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Pontiac,Urban,Thursday,Oct,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6613,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Honda,Urban,Monday,Dec,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6614,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Honda,Urban,Friday,Dec,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6615,15,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Sunday,Honda,Urban,Friday,Nov,3,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6616,3,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Chevrolet,Urban,Monday,Sep,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6617,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,VW,Urban,Thursday,Oct,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,6618,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Honda,Urban,Monday,Aug,5,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6619,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Honda,Urban,Friday,May,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6620,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Pontiac,Rural,Tuesday,Oct,1,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6621,16,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Pontiac,Urban,Friday,Jun,1,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6622,6,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Mazda,Urban,Tuesday,Oct,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6623,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Pontiac,Urban,Monday,Jan,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6624,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Toyota,Urban,Wednesday,Jan,3,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6625,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Mazda,Rural,Saturday,Dec,3,Male,Married,59,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6626,7,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Chevrolet,Urban,Monday,Sep,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,6627,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Mazda,Urban,Monday,Nov,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6628,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Toyota,Urban,Monday,Oct,4,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6629,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Honda,Urban,Tuesday,Oct,4,Female,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6630,16,400,4,more than 30,more than 30,1,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Toyota,Urban,Tuesday,Oct,2,Female,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6631,6,500,4,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Honda,Urban,Monday,Oct,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6632,12,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Toyota,Rural,Monday,Oct,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6633,12,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Pontiac,Urban,Tuesday,Oct,1,Female,Married,55,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6634,4,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Chevrolet,Rural,Wednesday,Jun,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6635,9,700,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Honda,Urban,Monday,Oct,1,Male,Single,22,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6636,5,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Pontiac,Urban,Monday,May,1,Male,Married,65,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6637,14,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Mazda,Urban,Tuesday,May,2,Male,Married,57,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6638,8,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Toyota,Urban,Wednesday,May,1,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6639,13,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6640,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Mazda,Urban,Wednesday,Oct,2,Male,Married,43,Policy Holder,Sport - Collision,Sport,more than 69000,0,6641,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+May,4,Monday,Pontiac,Urban,Monday,May,5,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6642,9,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Chevrolet,Urban,Wednesday,Sep,4,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6643,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Thursday,Pontiac,Urban,Thursday,Dec,5,Male,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6644,6,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Toyota,Urban,Tuesday,Oct,1,Female,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6645,15,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Pontiac,Urban,Wednesday,Sep,4,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6646,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Urban,Monday,Jan,4,Female,Single,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6647,11,400,2,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Mazda,Urban,Tuesday,Jan,4,Male,Married,40,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6648,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Mazda,Urban,Friday,Jun,2,Male,Single,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6649,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Honda,Urban,Thursday,Apr,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6650,16,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Toyota,Urban,Friday,Jan,2,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6651,11,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Accura,Urban,Thursday,Jan,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6652,7,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Chevrolet,Urban,Monday,Oct,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6653,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Chevrolet,Urban,Friday,Nov,4,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6654,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Dodge,Urban,Wednesday,May,5,Female,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6655,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Toyota,Rural,Tuesday,Jun,3,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6656,12,400,4,more than 30,more than 30,1,2 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Honda,Urban,Wednesday,Jun,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6657,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Saab,Urban,Friday,Jul,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6658,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Saab,Urban,Monday,Jun,4,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6659,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Honda,Urban,Monday,Oct,1,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6660,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Mazda,Urban,Tuesday,Nov,2,Male,Married,56,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6661,10,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,6662,2,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Toyota,Urban,Wednesday,Dec,5,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6663,2,400,4,more than 30,more than 30,none,2 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Mazda,Urban,Monday,Jan,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6664,10,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Chevrolet,Urban,Tuesday,Dec,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,less than 20000,0,6665,6,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Saturday,Mazda,Urban,Tuesday,Dec,4,Male,Married,56,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6666,2,700,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Pontiac,Urban,Monday,Jul,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6667,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Honda,Urban,Thursday,Oct,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6668,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Mazda,Urban,Friday,Jul,5,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6669,1,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Mazda,Urban,Monday,Jul,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,less than 20000,0,6670,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Toyota,Rural,Thursday,Nov,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6671,5,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Accura,Urban,Friday,Dec,5,Female,Single,37,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6672,14,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Chevrolet,Urban,Tuesday,Dec,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6673,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Pontiac,Urban,Wednesday,Mar,5,Male,Married,57,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6674,16,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Toyota,Urban,Thursday,Nov,4,Female,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6675,9,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Toyota,Urban,Tuesday,Oct,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6676,6,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Toyota,Urban,Tuesday,Oct,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6677,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6678,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6679,9,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Accura,Urban,Friday,Dec,1,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6680,9,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Monday,Ford,Urban,Tuesday,Sep,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,6681,11,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Toyota,Urban,Friday,Jan,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6682,5,500,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Saturday,Toyota,Urban,Monday,Aug,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6683,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6684,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Monday,Honda,Urban,Friday,Aug,2,Male,Single,58,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6685,4,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Chevrolet,Urban,Thursday,May,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,more than 69000,0,6686,4,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Pontiac,Urban,Thursday,May,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6687,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Toyota,Urban,Thursday,Oct,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6688,3,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Mazda,Urban,Tuesday,Mar,3,Male,Single,35,Third Party,Sport - Collision,Sport,more than 69000,0,6689,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,3,Friday,Pontiac,Urban,Monday,Nov,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6690,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Saturn,Urban,Friday,Aug,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6691,3,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Accura,Urban,Monday,Oct,2,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6692,6,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Friday,Honda,Urban,Friday,Oct,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6693,11,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Honda,Urban,Wednesday,May,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6694,16,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Pontiac,Rural,Tuesday,May,3,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6695,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Ford,Urban,Monday,Oct,1,Male,Married,46,Policy Holder,Utility - All Perils,Utility,30000 to 39000,0,6696,16,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,1,Monday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6697,2,700,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Ford,Rural,Wednesday,Sep,2,Male,Single,31,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,6698,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Mazda,Urban,Thursday,Oct,2,Male,Married,33,Third Party,Sport - Collision,Sport,more than 69000,0,6699,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,3,Wednesday,Mazda,Urban,Wednesday,Jan,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6700,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Chevrolet,Urban,Monday,Jan,4,Female,Single,53,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6701,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Chevrolet,Urban,Tuesday,May,4,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6702,1,400,4,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Pontiac,Urban,Thursday,May,4,Female,Married,48,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6703,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Mazda,Urban,Wednesday,May,5,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6704,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,5,Tuesday,Pontiac,Urban,Tuesday,May,5,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6705,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Saturday,Pontiac,Urban,Tuesday,Jul,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6706,11,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Toyota,Urban,Tuesday,Sep,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6707,2,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Honda,Urban,Tuesday,Oct,1,Female,Single,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6708,14,400,3,more than 30,more than 30,2 to 4,new,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Mazda,Urban,Monday,Oct,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6709,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Mazda,Urban,Wednesday,Sep,5,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6710,14,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Toyota,Urban,Monday,Oct,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6711,4,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Chevrolet,Urban,Thursday,Oct,3,Male,Married,59,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6712,7,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Toyota,Urban,Tuesday,Oct,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6713,16,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Toyota,Urban,Tuesday,Oct,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6714,9,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6715,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Honda,Urban,Monday,Jun,2,Male,Married,64,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6716,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Mazda,Urban,Wednesday,Jun,2,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6717,4,400,4,more than 30,more than 30,2 to 4,3 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Pontiac,Urban,Thursday,Jun,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6718,12,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Accura,Urban,Monday,Jun,2,Male,Single,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6719,2,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Chevrolet,Urban,Monday,May,4,Male,Single,52,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6720,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Pontiac,Urban,Thursday,Jan,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6721,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Mazda,Urban,Tuesday,Jan,5,Female,Single,37,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6722,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Honda,Urban,Wednesday,Sep,5,Female,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6723,3,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Toyota,Urban,Friday,Dec,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6724,1,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Mazda,Urban,Thursday,Nov,1,Female,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6725,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Honda,Rural,Thursday,Oct,2,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6726,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Pontiac,Urban,Wednesday,Sep,4,Male,Married,63,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6727,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Tuesday,Pontiac,Urban,Wednesday,Sep,2,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6728,15,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Honda,Urban,Tuesday,Sep,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6729,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Mazda,Urban,Tuesday,Jul,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6730,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Honda,Urban,Thursday,Jun,5,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6731,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Thursday,Jun,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6732,5,400,2,none,15 to 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Pontiac,Urban,Monday,Mar,4,Female,Single,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6733,10,500,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Toyota,Urban,Monday,Oct,3,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6734,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Pontiac,Urban,Friday,Mar,3,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6735,1,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Mazda,Urban,Monday,Mar,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,more than 69000,0,6736,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Pontiac,Rural,Tuesday,Oct,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,6737,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Toyota,Urban,Wednesday,Jul,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6738,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Honda,Urban,Monday,Jul,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6739,8,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Honda,Urban,Tuesday,Feb,3,Male,Married,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6740,14,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Mazda,Urban,Friday,Apr,3,Male,Married,65,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6741,5,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Pontiac,Urban,Wednesday,Feb,1,Female,Single,32,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6742,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Tuesday,Pontiac,Urban,Friday,Feb,1,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6743,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Honda,Urban,Thursday,Jun,1,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6744,12,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Chevrolet,Rural,Thursday,Oct,4,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6745,13,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Saturday,Pontiac,Urban,Wednesday,Oct,1,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6746,16,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,43,Policy Holder,Utility - All Perils,Utility,60000 to 69000,0,6747,16,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,2,Thursday,Mazda,Urban,Thursday,Feb,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6748,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Pontiac,Urban,Wednesday,Oct,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6749,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Pontiac,Urban,Monday,Apr,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6750,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Toyota,Urban,Monday,Jul,1,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6751,6,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Wednesday,Toyota,Urban,Monday,Oct,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,6752,1,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Thursday,Pontiac,Urban,Tuesday,May,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6753,3,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Toyota,Urban,Friday,May,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6754,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Toyota,Urban,Monday,Oct,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6755,14,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Accura,Urban,Thursday,Oct,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,6756,10,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Honda,Urban,Monday,Nov,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6757,9,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Toyota,Rural,Monday,Feb,1,Male,Married,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6758,1,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Chevrolet,Urban,Wednesday,Feb,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6759,11,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Tuesday,Aug,2,Male,Single,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6760,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Honda,Urban,Wednesday,Jul,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6761,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Wednesday,Ford,Rural,Thursday,Sep,2,Male,Married,77,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6762,15,400,4,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Mazda,Urban,Wednesday,Oct,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6763,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Honda,Urban,Monday,Nov,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6764,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Accura,Urban,Monday,Oct,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6765,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Honda,Urban,Wednesday,Jun,3,Male,Single,52,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6766,10,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Pontiac,Rural,Wednesday,Jun,2,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6767,9,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Toyota,Urban,Tuesday,Nov,5,Male,Single,33,Third Party,Sedan - Collision,Sedan,less than 20000,0,6768,1,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Chevrolet,Rural,Monday,Oct,1,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,6769,16,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6770,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Toyota,Urban,Monday,Sep,2,Female,Single,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6771,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Honda,Urban,Monday,Aug,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6772,5,400,2,more than 30,more than 30,1,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Toyota,Urban,Wednesday,Mar,4,Male,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6773,1,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Mazda,Urban,Monday,Jul,1,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6774,15,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Toyota,Rural,Thursday,Aug,5,Female,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6775,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Thursday,Ford,Urban,Tuesday,Oct,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6776,3,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Toyota,Urban,Monday,Oct,1,Male,Single,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6777,5,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Honda,Urban,Wednesday,Dec,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6778,15,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Pontiac,Urban,Monday,Oct,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6779,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Honda,Urban,Monday,Jul,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,less than 20000,0,6780,15,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Toyota,Urban,Friday,Jul,1,Female,Single,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6781,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,VW,Urban,Wednesday,Nov,5,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,6782,12,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Mazda,Urban,Monday,Jan,5,Male,Married,78,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6783,1,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Sunday,Mazda,Urban,Thursday,Feb,1,Female,Single,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6784,8,500,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Monday,Jun,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6785,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Mazda,Urban,Monday,Jun,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6786,13,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Chevrolet,Urban,Tuesday,Jun,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6787,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Mazda,Urban,Wednesday,Jan,4,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6788,10,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Monday,Jun,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6789,15,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Pontiac,Urban,Friday,Oct,2,Male,Single,80,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6790,3,700,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Pontiac,Rural,Monday,Oct,2,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6791,11,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Ford,Rural,Thursday,Oct,3,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6792,1,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Mazda,Urban,Monday,Nov,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6793,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Pontiac,Urban,Monday,Jun,2,Female,Single,21,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6794,16,400,2,more than 30,more than 30,none,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Toyota,Urban,Tuesday,Jan,5,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6795,9,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Toyota,Urban,Thursday,Feb,1,Male,Single,30,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6796,5,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Ford,Urban,Friday,Feb,2,Female,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6797,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,VW,Urban,Monday,Jan,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6798,8,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Toyota,Urban,Tuesday,Jan,5,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6799,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Saturday,Honda,Urban,Monday,Nov,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6800,9,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Toyota,Urban,Monday,Oct,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6801,9,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Toyota,Rural,Tuesday,Jul,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6802,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Toyota,Urban,Thursday,Feb,2,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6803,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Pontiac,Urban,Monday,Jan,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6804,9,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Mazda,Urban,Wednesday,Jan,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6805,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Mazda,Urban,Wednesday,Feb,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6806,13,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Saturday,VW,Urban,Monday,Oct,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6807,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Honda,Urban,Monday,Jan,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6808,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Pontiac,Urban,Tuesday,Jan,3,Female,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6809,9,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Pontiac,Urban,Thursday,Oct,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,6810,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Accura,Rural,Monday,Mar,1,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6811,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Toyota,Rural,Monday,Feb,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6812,2,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Honda,Urban,Monday,Feb,4,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6813,7,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Monday,Feb,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6814,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6815,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Saturn,Rural,Monday,Jun,2,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6816,8,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Honda,Urban,Thursday,Jun,3,Male,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,6817,9,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,5,Tuesday,Mazda,Urban,Wednesday,Mar,1,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6818,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Toyota,Rural,Monday,Feb,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6819,10,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Honda,Urban,Monday,Feb,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6820,2,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Mazda,Urban,Wednesday,Jan,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6821,8,700,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Chevrolet,Urban,Monday,May,5,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6822,15,400,2,more than 30,more than 30,more than 4,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Saturday,Accura,Urban,Monday,Apr,4,Male,Single,58,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,6823,5,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Pontiac,Urban,Wednesday,Jul,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6824,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Mazda,Rural,Wednesday,Oct,1,Male,Married,50,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6825,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Pontiac,Rural,Tuesday,Feb,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6826,10,400,4,15 to 30,more than 30,none,more than 7,51 to 65,No,No,External,none,1 year,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6827,8,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Toyota,Rural,Thursday,Jan,3,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6828,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Pontiac,Rural,Friday,Feb,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6829,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Toyota,Rural,Thursday,Feb,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6830,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Toyota,Urban,Wednesday,Feb,3,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6831,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Pontiac,Urban,Thursday,Feb,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6832,8,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Friday,Mazda,Urban,Thursday,Jul,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6833,6,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Mazda,Urban,Friday,Aug,4,Female,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6834,10,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Mazda,Urban,Friday,Oct,2,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6835,10,500,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Pontiac,Urban,Friday,Oct,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6836,10,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Mazda,Urban,Thursday,Apr,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6837,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Ford,Urban,Wednesday,Mar,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,6838,10,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Chevrolet,Urban,Saturday,Feb,2,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6839,2,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Honda,Urban,Thursday,Apr,4,Female,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6840,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6841,3,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Pontiac,Urban,Friday,Apr,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6842,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Chevrolet,Urban,Tuesday,Oct,4,Male,Married,59,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6843,10,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Pontiac,Rural,Saturday,Sep,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6844,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Mazda,Urban,Monday,Nov,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6845,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Toyota,Rural,Friday,Nov,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6846,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Pontiac,Urban,Thursday,Feb,1,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6847,2,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Toyota,Urban,Wednesday,Feb,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6848,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Pontiac,Urban,Wednesday,Feb,2,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6849,16,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Chevrolet,Urban,Wednesday,Feb,2,Female,Married,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6850,6,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Toyota,Urban,Monday,Jan,2,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6851,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Pontiac,Urban,Tuesday,May,1,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6852,5,700,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Mazda,Urban,Thursday,May,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6853,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Honda,Urban,Monday,Jun,2,Male,Married,42,Policy Holder,Sport - Collision,Sport,more than 69000,0,6854,11,400,1,more than 30,more than 30,none,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,1,Sunday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6855,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Honda,Urban,Tuesday,Jun,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6856,7,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Toyota,Urban,Monday,Jul,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6857,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Urban,Tuesday,Dec,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6858,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Honda,Urban,Thursday,Nov,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6859,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Mazda,Urban,Thursday,Nov,1,Male,Married,72,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6860,11,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Rural,Monday,Oct,5,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6861,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Pontiac,Urban,Tuesday,Nov,5,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6862,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Toyota,Urban,Monday,Mar,4,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6863,12,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6864,8,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Mazda,Rural,Friday,May,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6865,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Friday,Toyota,Urban,Tuesday,Apr,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6866,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Mazda,Rural,Tuesday,Jun,3,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6867,15,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,4,Wednesday,Mazda,Urban,Wednesday,Jun,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6868,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,6869,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Mazda,Urban,Tuesday,Aug,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6870,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Ford,Rural,Monday,Aug,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,6871,8,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Pontiac,Urban,Friday,Sep,3,Male,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6872,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,VW,Urban,Thursday,Sep,3,Male,Single,55,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6873,6,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Chevrolet,Urban,Monday,Oct,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6874,6,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Chevrolet,Urban,Tuesday,Feb,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6875,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Mazda,Urban,Monday,Jul,2,Male,Married,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6876,6,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,39,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6877,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Pontiac,Urban,Wednesday,Dec,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6878,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Ford,Urban,Thursday,Oct,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6879,3,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Chevrolet,Urban,Wednesday,Jul,2,Male,Single,50,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,6880,4,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Accura,Urban,Thursday,Feb,3,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6881,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Dodge,Urban,Wednesday,Jan,4,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6882,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Chevrolet,Urban,Friday,Jan,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6883,9,700,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Accura,Urban,Thursday,Feb,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6884,12,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Toyota,Urban,Monday,Jan,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6885,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Mazda,Urban,Wednesday,Oct,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,6886,12,500,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Mazda,Urban,Thursday,Jan,4,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6887,4,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Mazda,Urban,Tuesday,Jan,3,Female,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6888,15,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Honda,Urban,Friday,Jan,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6889,3,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,4 to 8 years,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Toyota,Urban,Monday,Jan,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6890,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6891,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Toyota,Urban,Wednesday,Jan,1,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6892,1,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Pontiac,Urban,Monday,Dec,3,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6893,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Toyota,Urban,Wednesday,Sep,4,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6894,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Honda,Urban,Wednesday,Jul,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6895,8,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6896,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Toyota,Rural,Wednesday,Jul,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6897,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Thursday,Apr,2,Male,Married,35,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,6898,13,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,2,Friday,Pontiac,Urban,Monday,Mar,3,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6899,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Pontiac,Rural,Tuesday,Apr,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6900,9,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Honda,Urban,Friday,Mar,2,Female,Married,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6901,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Urban,Thursday,Mar,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6902,15,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Honda,Urban,Wednesday,Mar,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6903,15,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Mazda,Urban,Tuesday,Mar,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6904,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Thursday,Jun,5,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6905,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,BMW,Urban,Thursday,Nov,5,Female,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6906,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Mazda,Urban,Saturday,Jul,1,Male,Single,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6907,9,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Toyota,Urban,Monday,Jun,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,6908,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Wednesday,May,3,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6909,11,400,2,15 to 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Ford,Rural,Tuesday,May,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,6910,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Accura,Urban,Monday,Oct,1,Male,Married,30,Policy Holder,Utility - All Perils,Utility,more than 69000,1,6911,1,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,3,Wednesday,Toyota,Urban,Wednesday,Oct,3,Female,Married,37,Third Party,Sedan - Collision,Sedan,less than 20000,0,6912,8,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Urban,Tuesday,Oct,3,Female,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6913,1,400,2,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Toyota,Rural,Tuesday,Nov,5,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6914,6,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,VW,Urban,Saturday,Nov,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6915,4,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Honda,Urban,Wednesday,Oct,4,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6916,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Pontiac,Urban,Friday,May,3,Male,Married,73,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6917,11,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Chevrolet,Urban,Monday,May,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6918,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Chevrolet,Urban,Wednesday,Mar,5,Male,Single,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6919,11,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Mazda,Urban,Tuesday,Jan,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6920,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Pontiac,Rural,Tuesday,Jan,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6921,14,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Pontiac,Rural,Thursday,Oct,1,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6922,4,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Ford,Rural,Monday,Jan,1,Male,Single,47,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,6923,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Toyota,Urban,Thursday,Jan,1,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6924,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Chevrolet,Rural,Wednesday,Jan,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6925,1,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Toyota,Urban,Monday,Jan,2,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6926,16,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Honda,Urban,Monday,Jan,1,Male,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6927,9,400,2,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Mazda,Urban,Wednesday,Jan,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6928,2,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6929,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Honda,Urban,Wednesday,Oct,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6930,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Mazda,Urban,Wednesday,Nov,4,Female,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6931,15,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Accura,Urban,Friday,Sep,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6932,4,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Pontiac,Urban,Monday,Jun,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6933,14,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Toyota,Urban,Tuesday,Jun,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6934,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Wednesday,Jun,3,Female,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6935,14,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,VW,Rural,Tuesday,Oct,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6936,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Chevrolet,Urban,Tuesday,Jan,3,Male,Single,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6937,8,500,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Honda,Rural,Wednesday,Jan,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6938,13,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Honda,Urban,Wednesday,Mar,2,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,6939,5,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Mazda,Urban,Wednesday,Feb,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6940,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Mazda,Urban,Tuesday,Feb,2,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6941,6,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Honda,Urban,Thursday,Jan,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6942,1,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Mazda,Urban,Friday,Nov,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6943,3,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Honda,Urban,Thursday,Oct,4,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,6944,1,400,2,8 to 15,15 to 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Mazda,Urban,Wednesday,Oct,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,more than 69000,0,6945,9,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Toyota,Urban,Thursday,Jun,4,Female,Widow,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6946,7,400,4,more than 30,more than 30,1,3 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Mazda,Urban,Friday,Jun,4,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6947,5,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Ford,Rural,Thursday,Jun,4,Male,Married,53,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,6948,6,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Ford,Rural,Friday,Jun,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6949,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,46,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,6950,4,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,1,Wednesday,Toyota,Urban,Tuesday,Apr,2,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6951,9,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Pontiac,Urban,Thursday,Apr,1,Male,Married,54,Third Party,Utility - All Perils,Utility,more than 69000,0,6952,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Thursday,Toyota,Rural,Tuesday,Mar,5,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6953,10,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Honda,Urban,Saturday,Mar,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6954,8,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Honda,Urban,Monday,Feb,1,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6955,3,400,4,more than 30,more than 30,1,6 years,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Honda,Urban,Thursday,Oct,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6956,11,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Honda,Urban,Wednesday,Jan,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6957,5,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Toyota,Urban,Monday,Oct,4,Female,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6958,4,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Monday,Chevrolet,Urban,Monday,Oct,4,Male,Single,63,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6959,12,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Toyota,Urban,Thursday,Jan,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6960,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Chevrolet,Urban,Wednesday,Aug,5,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6961,12,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,4,Sunday,Chevrolet,Urban,Tuesday,Aug,4,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6962,11,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6963,13,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Honda,Urban,Monday,Jun,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6964,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Sunday,Pontiac,Urban,Wednesday,Jun,4,Female,Married,28,Policy Holder,Sedan - Liability,Sport,less than 20000,0,6965,10,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Thursday,May,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6966,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Pontiac,Urban,Tuesday,May,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6967,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Toyota,Urban,Monday,May,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,6968,5,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Ford,Urban,Tuesday,Apr,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6969,12,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Pontiac,Urban,Monday,Mar,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,6970,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Pontiac,Urban,Monday,Feb,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6971,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Pontiac,Urban,Monday,Feb,2,Male,Single,57,Third Party,Sedan - All Perils,Sedan,less than 20000,0,6972,14,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Honda,Urban,Monday,Sep,1,Male,Married,52,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6973,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Toyota,Urban,Tuesday,Apr,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,6974,7,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Ford,Urban,Tuesday,Apr,1,Female,Married,48,Third Party,Sedan - Collision,Sedan,60000 to 69000,0,6975,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Pontiac,Rural,Monday,Mar,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,6976,9,700,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Mazda,Urban,Friday,Feb,2,Male,Married,68,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6977,5,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Toyota,Urban,Wednesday,Feb,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6978,10,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Honda,Urban,Friday,Mar,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6979,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Toyota,Urban,Thursday,Feb,2,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,6980,16,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Pontiac,Urban,Tuesday,Feb,2,Female,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,6981,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Mazda,Urban,Wednesday,Apr,2,Male,Married,75,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6982,5,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Chevrolet,Urban,Thursday,Apr,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,6983,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Pontiac,Rural,Monday,Mar,5,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,6984,3,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Ford,Urban,Tuesday,Mar,4,Male,Married,54,Third Party,Sedan - Liability,Sport,30000 to 39000,0,6985,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Pontiac,Urban,Tuesday,Mar,1,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6986,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Toyota,Urban,Tuesday,Mar,1,Female,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6987,16,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Thursday,Feb,2,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,6988,1,500,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Accura,Rural,Monday,Jan,5,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,6989,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Dodge,Urban,Thursday,Jun,2,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6990,11,400,3,1 to 7,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Saturn,Urban,Monday,Oct,2,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,6991,10,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Dodge,Urban,Monday,Jan,5,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6992,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Chevrolet,Urban,Thursday,Jan,3,Male,Married,65,Policy Holder,Utility - All Perils,Utility,more than 69000,0,6993,4,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Thursday,Oct,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,6994,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Honda,Urban,Friday,Jan,5,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,6995,13,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Mazda,Urban,Thursday,Jan,2,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,6996,3,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Thursday,Jan,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,6997,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Chevrolet,Urban,Wednesday,Jan,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,6998,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Honda,Urban,Monday,Sep,3,Male,Single,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,6999,15,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Mazda,Urban,Monday,Jan,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7000,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Sunday,Pontiac,Rural,Wednesday,Jan,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7001,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Mazda,Urban,Thursday,Feb,4,Male,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,7002,10,400,4,more than 30,more than 30,none,5 years,31 to 35,No,Yes,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,4,Wednesday,Saturn,Urban,Wednesday,Feb,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,7003,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Mazda,Urban,Monday,Feb,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7004,5,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Toyota,Urban,Tuesday,Feb,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7005,4,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Honda,Urban,Wednesday,Feb,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7006,13,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Honda,Urban,Tuesday,Feb,1,Male,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,7007,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,2,Friday,Honda,Urban,Monday,Jan,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7008,15,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Honda,Urban,Friday,Jan,2,Female,Married,31,Third Party,Sport - Collision,Sport,more than 69000,0,7009,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Dec,2,Sunday,Honda,Urban,Monday,Dec,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7010,10,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Toyota,Urban,Wednesday,Jan,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7011,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Pontiac,Urban,Thursday,Feb,2,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7012,16,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Chevrolet,Urban,Thursday,Aug,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7013,11,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Toyota,Urban,Friday,Jan,2,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7014,1,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Toyota,Urban,Tuesday,Jan,2,Female,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7015,3,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Dodge,Urban,Tuesday,Jan,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7016,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Honda,Urban,Monday,Jan,1,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7017,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Mazda,Urban,Tuesday,Jan,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7018,8,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Toyota,Urban,Monday,Oct,4,Male,Single,19,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7019,5,400,1,more than 30,more than 30,none,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Mazda,Urban,Thursday,Oct,3,Male,Single,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7020,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7021,11,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Feb,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7022,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Mazda,Urban,Tuesday,Oct,2,Male,Married,41,Third Party,Sport - Collision,Sport,more than 69000,0,7023,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Dec,5,Thursday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,41,Third Party,Sedan - Liability,Sport,more than 69000,0,7024,8,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Tuesday,Saab,Urban,Tuesday,Jan,1,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7025,10,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Tuesday,Honda,Urban,Friday,Jan,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7026,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Toyota,Urban,Tuesday,Jan,1,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7027,16,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Nisson,Urban,Friday,Jan,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7028,16,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Wednesday,Jan,1,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7029,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Honda,Urban,Tuesday,Jan,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7030,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Honda,Urban,Tuesday,Jan,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7031,6,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Pontiac,Urban,Friday,Jan,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7032,15,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Pontiac,Rural,Tuesday,Jan,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7033,15,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Pontiac,Rural,Monday,Jan,2,Female,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7034,1,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Honda,Urban,Wednesday,Jan,2,Male,Married,46,Third Party,Sport - Collision,Sport,more than 69000,0,7035,13,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,2,Monday,Honda,Urban,Wednesday,Jan,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7036,14,400,1,more than 30,more than 30,1,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Ford,Urban,Thursday,Jan,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7037,15,400,3,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Honda,Urban,Wednesday,Jan,4,Male,Married,31,Third Party,Sedan - Liability,Sport,more than 69000,0,7038,6,700,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Honda,Urban,Tuesday,Jan,3,Male,Single,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7039,10,500,2,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Saturn,Urban,Monday,Jan,3,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7040,4,400,1,more than 30,more than 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Toyota,Urban,Friday,Jan,5,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7041,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Thursday,Jan,4,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7042,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Honda,Urban,Wednesday,Jan,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7043,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Mecedes,Urban,Monday,Oct,2,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,7044,14,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Honda,Urban,Monday,Jan,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7045,8,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Mazda,Urban,Wednesday,Feb,1,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7046,13,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Toyota,Urban,Tuesday,Feb,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7047,14,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7048,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Honda,Urban,Thursday,Feb,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7049,16,400,3,1 to 7,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Mazda,Urban,Tuesday,Oct,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7050,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Chevrolet,Rural,Wednesday,Mar,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7051,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Pontiac,Urban,Saturday,Oct,4,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7052,13,400,4,more than 30,more than 30,none,2 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Chevrolet,Urban,Monday,Oct,2,Male,Single,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,7053,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Honda,Urban,Monday,Jan,2,Male,Married,74,Third Party,Sport - Collision,Sport,more than 69000,0,7054,3,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,1,Thursday,Pontiac,Urban,Thursday,Jan,2,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7055,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7056,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Pontiac,Urban,Monday,Jan,3,Male,Married,64,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7057,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Ford,Urban,Wednesday,Jan,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,7058,5,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Toyota,Urban,Wednesday,Jan,3,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7059,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Honda,Urban,Wednesday,Jan,2,Female,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7060,6,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Mazda,Rural,Tuesday,Jan,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7061,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Honda,Urban,Monday,Jan,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7062,7,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,7063,11,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,7064,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Toyota,Urban,Tuesday,Oct,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,7065,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Saturn,Urban,Monday,Feb,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7066,12,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Mazda,Urban,Wednesday,Feb,1,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7067,9,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Honda,Urban,Thursday,Feb,2,Female,Married,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7068,1,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Honda,Urban,Thursday,Feb,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7069,15,700,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Toyota,Urban,Friday,Feb,4,Male,Married,77,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7070,6,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Toyota,Urban,Thursday,Nov,1,Female,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7071,2,400,1,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Pontiac,Urban,Thursday,Jun,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7072,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Chevrolet,Urban,Tuesday,Oct,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7073,4,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Chevrolet,Urban,Friday,Feb,4,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7074,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Toyota,Urban,Tuesday,Feb,5,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7075,7,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Pontiac,Urban,Friday,Nov,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7076,7,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Toyota,Urban,Monday,Oct,2,Male,Married,63,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7077,11,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Toyota,Rural,Friday,Mar,2,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7078,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Honda,Urban,Monday,Feb,3,Male,Single,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7079,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Sunday,Toyota,Urban,Tuesday,Feb,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7080,10,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Wednesday,Feb,4,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7081,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Chevrolet,Urban,Thursday,Feb,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7082,5,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Toyota,Urban,Monday,Feb,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7083,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Chevrolet,Urban,Wednesday,Feb,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7084,2,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Toyota,Urban,Friday,Feb,4,Male,Married,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7085,13,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Honda,Urban,Friday,Jun,1,Male,Married,50,Third Party,Sport - Collision,Sport,more than 69000,0,7086,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,1,Monday,Accura,Urban,Monday,Feb,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7087,3,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,BMW,Urban,Friday,Feb,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7088,16,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Accura,Urban,Tuesday,Feb,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7089,3,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Monday,Chevrolet,Urban,Thursday,Feb,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7090,9,500,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Honda,Urban,Monday,Oct,2,Male,Married,40,Third Party,Sport - Collision,Sport,more than 69000,0,7091,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,1,Thursday,Toyota,Urban,Thursday,Feb,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7092,7,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Toyota,Rural,Friday,Feb,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7093,12,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Honda,Urban,Monday,Feb,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7094,11,400,1,more than 30,more than 30,more than 4,new,41 to 50,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Dodge,Urban,Friday,Feb,3,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7095,11,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Toyota,Rural,Wednesday,Jan,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7096,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Toyota,Urban,Monday,Feb,4,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7097,14,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Toyota,Urban,Friday,Aug,4,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7098,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Honda,Urban,Monday,Mar,2,Female,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7099,13,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,1 year,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,VW,Urban,Monday,Mar,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7100,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Mazda,Urban,Friday,Feb,4,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7101,12,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,5 to 8,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Chevrolet,Urban,Wednesday,Feb,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7102,15,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Honda,Urban,Tuesday,Feb,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7103,15,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Wednesday,Feb,3,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7104,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Toyota,Urban,Tuesday,Feb,3,Female,Married,27,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7105,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Chevrolet,Urban,Friday,Feb,2,Male,Married,67,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7106,14,400,3,more than 30,more than 30,more than 4,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7107,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Accura,Urban,Wednesday,Feb,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7108,5,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Mazda,Urban,Friday,Feb,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7109,11,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Pontiac,Urban,Wednesday,Feb,1,Male,Married,69,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7110,2,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Pontiac,Rural,Tuesday,Feb,1,Female,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7111,9,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,52,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7112,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Pontiac,Urban,Monday,Jan,5,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7113,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Mazda,Urban,Wednesday,Feb,1,Male,Married,55,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,7114,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Toyota,Urban,Tuesday,Jan,4,Male,Married,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7115,5,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Mazda,Urban,Wednesday,Oct,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7116,8,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Toyota,Urban,Monday,Jan,4,Female,Married,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7117,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Mazda,Urban,Wednesday,Jan,3,Female,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7118,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Toyota,Urban,Wednesday,Feb,1,Female,Single,34,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7119,3,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Pontiac,Urban,Monday,Nov,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7120,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Mazda,Urban,Tuesday,Jan,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7121,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Ford,Urban,Thursday,Jan,3,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7122,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Honda,Urban,Tuesday,Jan,3,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7123,5,400,1,8 to 15,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Pontiac,Rural,Thursday,Jan,4,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7124,1,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Thursday,Jan,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7125,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Accura,Urban,Tuesday,Mar,5,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7126,1,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Mazda,Urban,Wednesday,Mar,1,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7127,4,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Urban,Monday,Apr,1,Male,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7128,7,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Urban,Friday,Mar,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7129,9,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Toyota,Urban,Tuesday,Jan,2,Female,Married,75,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7130,8,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,63,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7131,2,700,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7132,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Honda,Urban,Monday,Mar,3,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7133,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Mazda,Urban,Tuesday,Apr,1,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7134,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Saab,Rural,Friday,Oct,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,7135,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Toyota,Urban,Wednesday,Mar,4,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7136,2,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Honda,Urban,Tuesday,Jun,2,Female,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7137,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Honda,Urban,Monday,Nov,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7138,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Wednesday,Jun,5,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7139,8,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Mazda,Urban,Tuesday,Oct,1,Female,Single,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7140,6,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Ford,Rural,Thursday,Nov,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7141,7,500,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Dodge,Urban,Wednesday,Oct,4,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7142,15,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Pontiac,Urban,Tuesday,Oct,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7143,1,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Pontiac,Urban,Monday,Apr,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7144,16,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Urban,Wednesday,Apr,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7145,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Ford,Urban,Friday,Jul,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7146,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Pontiac,Rural,Monday,May,1,Male,Divorced,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7147,11,400,2,more than 30,more than 30,1,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Toyota,Urban,Wednesday,Aug,3,Female,Married,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7148,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Mazda,Urban,Tuesday,Jul,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7149,7,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Pontiac,Urban,Monday,Jul,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7150,9,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Ford,Urban,Thursday,Aug,1,Female,Married,31,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7151,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Honda,Rural,Wednesday,Aug,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7152,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Pontiac,Urban,Monday,Sep,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7153,3,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Wednesday,Mazda,Rural,Tuesday,Dec,2,Female,Widow,45,Third Party,Sedan - Collision,Sedan,more than 69000,0,7154,1,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Mazda,Urban,Tuesday,Mar,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7155,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Thursday,Mar,3,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7156,7,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Mazda,Urban,Friday,Mar,3,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7157,2,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Ford,Urban,Monday,Apr,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,7158,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Accura,Urban,Thursday,Dec,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7159,12,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Honda,Urban,Monday,Oct,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7160,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Pontiac,Urban,Thursday,Sep,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7161,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Toyota,Urban,Monday,Oct,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7162,10,700,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Chevrolet,Urban,Wednesday,Oct,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7163,6,400,4,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Pontiac,Urban,Tuesday,Oct,4,Female,Single,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7164,3,400,3,more than 30,more than 30,none,more than 7,41 to 50,Yes,Yes,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,VW,Urban,Wednesday,Oct,3,Male,Single,44,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,7165,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,Honda,Urban,Wednesday,Nov,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,7166,12,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Pontiac,Rural,Sunday,Apr,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7167,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Pontiac,Urban,Monday,Apr,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7168,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Pontiac,Rural,Thursday,May,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7169,3,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Pontiac,Urban,Thursday,Oct,3,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7170,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Toyota,Rural,Wednesday,May,3,Male,Single,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7171,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Pontiac,Urban,Wednesday,Jul,1,Female,Divorced,42,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7172,13,400,3,none,more than 30,1,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Mazda,Urban,Friday,Aug,3,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7173,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7174,7,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Monday,Pontiac,Rural,Monday,Nov,1,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7175,8,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Urban,Monday,Dec,3,Male,Single,37,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7176,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,Chevrolet,Urban,Thursday,Oct,2,Female,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7177,16,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Toyota,Urban,Thursday,Apr,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7178,12,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Accura,Urban,Friday,Feb,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7179,15,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Chevrolet,Urban,Thursday,Mar,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7180,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Honda,Urban,Thursday,Oct,3,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7181,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Toyota,Urban,Thursday,Jun,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7182,12,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Ford,Urban,Monday,May,5,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7183,2,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Chevrolet,Urban,Thursday,Jul,2,Male,Married,44,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7184,16,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jul,1,Tuesday,Pontiac,Rural,Friday,Jul,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7185,1,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Mazda,Urban,Monday,Sep,3,Female,Married,53,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7186,5,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Pontiac,Urban,Friday,Sep,5,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7187,9,400,4,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Pontiac,Urban,Friday,Sep,3,Female,Married,33,Third Party,Sedan - Collision,Sedan,less than 20000,0,7188,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Mazda,Urban,Thursday,Nov,2,Male,Single,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7189,15,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Pontiac,Rural,Thursday,Oct,2,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7190,6,400,1,none,more than 30,1,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Chevrolet,Urban,Thursday,Oct,2,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7191,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Honda,Rural,Thursday,May,4,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7192,1,500,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Toyota,Urban,Friday,Jun,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7193,7,700,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Mazda,Urban,Tuesday,Oct,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7194,6,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Thursday,Chevrolet,Urban,Monday,Jul,2,Female,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7195,7,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Toyota,Urban,Tuesday,Jun,2,Female,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7196,7,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Thursday,Pontiac,Rural,Friday,Sep,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7197,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Honda,Urban,Saturday,Oct,3,Female,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7198,2,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Honda,Urban,Tuesday,Oct,1,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7199,14,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Honda,Urban,Monday,Oct,1,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7200,9,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Toyota,Urban,Tuesday,Oct,1,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7201,13,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Wednesday,Toyota,Urban,Wednesday,Jun,3,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7202,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Toyota,Urban,Monday,Jun,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7203,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Pontiac,Rural,Tuesday,Oct,2,Male,Married,75,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7204,6,400,4,more than 30,more than 30,2 to 4,6 years,over 65,Yes,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Toyota,Urban,Monday,Feb,4,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7205,10,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Toyota,Urban,Thursday,Feb,4,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7206,12,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Mazda,Urban,Thursday,Aug,3,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7207,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Toyota,Urban,Thursday,Nov,2,Female,Single,30,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7208,15,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,VW,Rural,Tuesday,Nov,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,7209,5,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Honda,Urban,Wednesday,Sep,3,Female,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7210,11,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Toyota,Urban,Wednesday,Oct,1,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7211,8,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Toyota,Urban,Tuesday,Jun,2,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7212,10,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Chevrolet,Rural,Monday,Oct,3,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,7213,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Honda,Urban,Friday,Jun,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7214,5,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Mazda,Urban,Wednesday,Oct,3,Male,Single,22,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7215,10,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Toyota,Urban,Thursday,May,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7216,9,400,3,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Monday,Chevrolet,Rural,Thursday,Aug,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7217,13,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Chevrolet,Urban,Wednesday,Oct,3,Male,Single,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7218,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Honda,Urban,Wednesday,Jun,4,Female,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7219,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7220,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Wednesday,Mazda,Urban,Thursday,May,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7221,1,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Mazda,Urban,Wednesday,Jun,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7222,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Pontiac,Urban,Thursday,May,4,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7223,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Pontiac,Urban,Friday,May,1,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7224,1,700,3,more than 30,15 to 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Ford,Urban,Monday,Apr,1,Male,Married,53,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7225,7,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Saturday,Toyota,Urban,Saturday,Nov,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7226,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Toyota,Urban,Monday,Oct,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7227,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Toyota,Urban,Monday,Sep,3,Male,Single,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7228,9,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Toyota,Urban,Tuesday,Oct,3,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7229,15,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Mazda,Urban,Tuesday,Oct,3,Female,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,7230,4,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,VW,Urban,Friday,Jun,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7231,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Accura,Urban,Thursday,May,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7232,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Pontiac,Urban,Wednesday,Oct,3,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7233,12,400,3,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Chevrolet,Urban,Friday,Oct,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7234,13,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Honda,Urban,Friday,Oct,4,Female,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7235,6,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Pontiac,Urban,Monday,Nov,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7236,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Honda,Urban,Friday,Oct,5,Male,Married,70,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,7237,13,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Mazda,Urban,Monday,Oct,3,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7238,16,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Toyota,Urban,Tuesday,Jul,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7239,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Honda,Urban,Friday,Jun,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7240,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Chevrolet,Rural,Monday,May,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7241,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Toyota,Urban,Thursday,Jul,4,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7242,5,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Mazda,Rural,Monday,Apr,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7243,9,500,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Mazda,Urban,Wednesday,Apr,2,Male,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7244,5,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Honda,Urban,Monday,Nov,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7245,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Pontiac,Urban,Wednesday,Nov,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7246,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Honda,Urban,Monday,Jul,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7247,6,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Mazda,Urban,Saturday,Jul,1,Male,Married,38,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7248,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Saturday,Toyota,Urban,Wednesday,Apr,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7249,11,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,VW,Urban,Tuesday,Mar,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,7250,5,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Accura,Urban,Thursday,Mar,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7251,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Toyota,Urban,Monday,Oct,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7252,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Toyota,Urban,Saturday,Oct,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7253,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Mazda,Urban,Monday,Sep,4,Male,Single,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7254,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Honda,Urban,Monday,Aug,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7255,6,700,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Mazda,Urban,Thursday,Oct,3,Female,Single,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,7256,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,VW,Urban,Tuesday,Jul,2,Male,Married,59,Third Party,Sedan - Liability,Sport,more than 69000,0,7257,14,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Mazda,Urban,Tuesday,Jun,2,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7258,13,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Rural,Monday,May,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,7259,12,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Chevrolet,Urban,Tuesday,Oct,3,Female,Married,30,Third Party,Sedan - Collision,Sedan,more than 69000,0,7260,6,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Mercury,Urban,Wednesday,Apr,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7261,5,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Honda,Urban,Monday,Apr,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7262,4,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7263,5,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Toyota,Urban,Thursday,Jul,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7264,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Honda,Urban,Monday,Jul,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7265,11,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Honda,Urban,Thursday,Mar,1,Male,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7266,16,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Chevrolet,Urban,Friday,Mar,1,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7267,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Toyota,Urban,Tuesday,Apr,3,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7268,9,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Pontiac,Urban,Thursday,Apr,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7269,4,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Honda,Urban,Monday,Feb,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7270,4,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Mazda,Urban,Thursday,Mar,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7271,14,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Honda,Urban,Friday,Feb,2,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7272,8,400,4,more than 30,more than 30,1,new,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Toyota,Urban,Wednesday,Mar,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7273,13,400,1,8 to 15,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Honda,Urban,Tuesday,Mar,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7274,14,400,3,more than 30,more than 30,none,new,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Pontiac,Urban,Monday,Oct,4,Female,Single,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7275,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Ford,Urban,Tuesday,Jan,4,Male,Married,36,Third Party,Sedan - Liability,Sport,40000 to 59000,0,7276,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Pontiac,Urban,Wednesday,Mar,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7277,10,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Pontiac,Urban,Wednesday,Mar,1,Female,Single,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7278,6,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Honda,Urban,Tuesday,Apr,1,Male,Single,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,7279,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,3,Monday,Toyota,Urban,Friday,Mar,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7280,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Toyota,Urban,Monday,Feb,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7281,2,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Chevrolet,Urban,Wednesday,Feb,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,7282,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Tuesday,Pontiac,Urban,Monday,Mar,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7283,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Toyota,Urban,Tuesday,Mar,2,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7284,10,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Chevrolet,Urban,Friday,Apr,1,Male,Single,24,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7285,11,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Honda,Urban,Monday,Mar,4,Male,Married,42,Third Party,Sedan - Collision,Sedan,less than 20000,0,7286,14,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Mazda,Urban,Tuesday,Mar,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7287,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Honda,Urban,Tuesday,Apr,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7288,11,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Toyota,Urban,Monday,Apr,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7289,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Mazda,Urban,Tuesday,Apr,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7290,12,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Toyota,Urban,Thursday,Apr,5,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7291,7,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Honda,Urban,Tuesday,Apr,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7292,16,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Pontiac,Urban,Tuesday,Sep,2,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7293,7,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Toyota,Urban,Tuesday,Dec,4,Female,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7294,11,400,3,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Toyota,Urban,Wednesday,Dec,5,Female,Divorced,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7295,5,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Pontiac,Urban,Monday,Feb,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7296,11,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Honda,Urban,Tuesday,Feb,4,Female,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7297,2,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Thursday,Feb,4,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7298,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Toyota,Urban,Wednesday,Mar,3,Male,Married,55,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7299,3,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Toyota,Urban,Monday,Feb,4,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7300,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Pontiac,Urban,Tuesday,Mar,5,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7301,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Chevrolet,Urban,Wednesday,Mar,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7302,5,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Toyota,Rural,Thursday,Mar,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7303,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Honda,Urban,Thursday,Mar,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7304,4,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Honda,Urban,Friday,Mar,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7305,6,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Mazda,Urban,Friday,Mar,4,Male,Single,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7306,7,400,4,15 to 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Toyota,Urban,Wednesday,Jun,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7307,7,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Toyota,Urban,Monday,Jul,2,Male,Single,18,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7308,1,400,4,more than 30,more than 30,none,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Honda,Urban,Thursday,Jul,1,Female,Single,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7309,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Pontiac,Urban,Saturday,Jul,1,Male,Single,25,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7310,8,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7311,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Pontiac,Urban,Thursday,Jul,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7312,7,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Thursday,Mazda,Urban,Tuesday,Nov,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7313,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Toyota,Urban,Tuesday,Nov,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7314,5,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Toyota,Urban,Thursday,Nov,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7315,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Honda,Urban,Monday,Oct,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7316,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Pontiac,Urban,Wednesday,Oct,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,7317,13,700,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Honda,Urban,Saturday,Jul,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7318,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Chevrolet,Urban,Monday,Jul,2,Male,Married,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7319,3,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Honda,Urban,Monday,Jul,1,Male,Married,52,Third Party,Sedan - Liability,Sport,more than 69000,0,7320,13,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Honda,Urban,Saturday,Jul,1,Male,Single,21,Third Party,Sport - Collision,Sport,more than 69000,0,7321,8,400,2,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jun,4,Thursday,Pontiac,Urban,Tuesday,Jun,4,Male,Married,50,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7322,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Honda,Urban,Friday,Jun,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7323,1,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Pontiac,Urban,Wednesday,Apr,2,Male,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7324,11,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Pontiac,Urban,Friday,Oct,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7325,6,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Pontiac,Urban,Friday,Mar,5,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7326,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Chevrolet,Urban,Wednesday,Oct,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7327,6,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Honda,Urban,Thursday,Mar,4,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7328,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Mazda,Urban,Wednesday,Mar,3,Male,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7329,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,2,Monday,Mazda,Urban,Monday,Mar,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7330,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Pontiac,Urban,Monday,Mar,2,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7331,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Toyota,Urban,Monday,Mar,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7332,13,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Pontiac,Urban,Monday,Mar,1,Female,Married,59,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7333,12,400,2,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Ford,Urban,Friday,Mar,1,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,7334,10,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Pontiac,Urban,Thursday,Mar,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7335,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Chevrolet,Rural,Tuesday,Mar,3,Male,Married,40,Policy Holder,Utility - Collision,Utility,more than 69000,0,7336,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Oct,3,Tuesday,Pontiac,Urban,Wednesday,Oct,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,7337,10,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Toyota,Urban,Friday,Feb,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7338,5,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Honda,Urban,Tuesday,May,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7339,9,400,4,more than 30,more than 30,none,new,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Toyota,Rural,Tuesday,Oct,1,Female,Divorced,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7340,13,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Honda,Urban,Tuesday,Oct,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7341,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Honda,Urban,Monday,Oct,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7342,15,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Honda,Urban,Monday,Oct,4,Male,Married,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7343,11,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Honda,Urban,Thursday,Sep,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7344,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Mazda,Urban,Tuesday,Sep,2,Female,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7345,9,500,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Mazda,Urban,Tuesday,Jul,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7346,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Toyota,Urban,Monday,Jul,1,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7347,16,400,2,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Honda,Urban,Tuesday,Jul,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7348,3,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Pontiac,Urban,Monday,Jun,2,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7349,12,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Toyota,Urban,Tuesday,May,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7350,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Pontiac,Urban,Tuesday,Apr,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7351,11,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Mazda,Urban,Wednesday,Apr,2,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7352,4,400,3,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Honda,Urban,Monday,Apr,2,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7353,9,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Mazda,Urban,Wednesday,May,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7354,16,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7355,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Honda,Urban,Wednesday,Apr,1,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7356,4,400,3,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Friday,Toyota,Urban,Monday,Mar,5,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7357,9,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Mazda,Urban,Wednesday,Mar,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7358,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Chevrolet,Urban,Tuesday,Mar,4,Male,Widow,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7359,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Chevrolet,Urban,Tuesday,Oct,4,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7360,6,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Accura,Urban,Wednesday,Mar,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7361,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Toyota,Urban,Tuesday,Mar,4,Female,Single,48,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7362,4,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Toyota,Urban,Wednesday,Mar,4,Female,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7363,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Mazda,Urban,Friday,Apr,1,Male,Married,53,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7364,3,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Chevrolet,Urban,Thursday,Mar,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7365,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Mazda,Rural,Wednesday,Mar,2,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7366,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Friday,Chevrolet,Rural,Tuesday,Mar,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7367,2,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Saab,Rural,Monday,Feb,5,Male,Married,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7368,14,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Pontiac,Urban,Wednesday,Mar,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7369,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Mazda,Urban,Thursday,Feb,3,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7370,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Toyota,Urban,Monday,Feb,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7371,6,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Accura,Urban,Monday,Feb,4,Male,Married,32,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7372,10,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,1,Wednesday,Mazda,Rural,Thursday,Feb,1,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7373,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Chevrolet,Rural,Monday,Apr,2,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7374,2,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Mazda,Urban,Monday,Apr,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7375,9,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7376,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Honda,Urban,Monday,Jul,4,Male,Single,0,Policy Holder,Sport - All Perils,Sport,more than 69000,0,7377,16,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sport - All Perils,TRUE
+May,2,Saturday,Honda,Urban,Tuesday,May,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7378,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Honda,Urban,Monday,Jun,3,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7379,2,700,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Pontiac,Urban,Tuesday,Jun,4,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7380,7,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Accura,Urban,Monday,Jun,2,Male,Single,24,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7381,12,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Honda,Urban,Thursday,Jun,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7382,2,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Honda,Urban,Thursday,Aug,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7383,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Thursday,Honda,Urban,Friday,Nov,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7384,11,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Toyota,Urban,Thursday,Nov,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7385,16,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,Mazda,Urban,Tuesday,Jul,4,Male,Married,30,Third Party,Sport - All Perils,Sport,20000 to 29000,0,7386,16,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sport - All Perils,TRUE
+Oct,4,Saturday,Toyota,Urban,Thursday,Nov,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7387,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,Yes,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Toyota,Urban,Wednesday,Jul,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7388,11,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Chevrolet,Urban,Monday,Nov,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7389,10,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Honda,Urban,Tuesday,Jun,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7390,10,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Mazda,Urban,Tuesday,May,2,Male,Married,80,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7391,11,400,2,more than 30,more than 30,more than 4,7 years,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Toyota,Urban,Friday,Oct,5,Male,Married,59,Third Party,Sedan - Collision,Sedan,more than 69000,0,7392,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Pontiac,Urban,Thursday,Oct,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7393,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Pontiac,Urban,Monday,Oct,4,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7394,3,400,2,8 to 15,8 to 15,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,Honda,Rural,Wednesday,Oct,4,Female,Single,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7395,8,400,3,more than 30,more than 30,none,4 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Mazda,Urban,Wednesday,Nov,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,7396,13,300,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Accura,Urban,Tuesday,Nov,3,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7397,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Pontiac,Urban,Wednesday,Dec,5,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7398,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Honda,Urban,Wednesday,Apr,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7399,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,Mazda,Urban,Tuesday,Oct,4,Male,Single,32,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7400,15,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Mazda,Urban,Thursday,Mar,5,Male,Married,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7401,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Toyota,Urban,Tuesday,May,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7402,12,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Mazda,Urban,Thursday,May,2,Male,Married,27,Third Party,Sedan - Collision,Sedan,more than 69000,0,7403,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Toyota,Urban,Tuesday,May,5,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7404,5,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Chevrolet,Urban,Tuesday,May,5,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7405,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Pontiac,Urban,Monday,Jul,1,Male,Single,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7406,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Thursday,Aug,1,Male,Married,55,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7407,2,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Wednesday,Pontiac,Urban,Thursday,Jul,5,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7408,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Honda,Urban,Saturday,Oct,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,7409,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Accura,Rural,Thursday,Sep,3,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7410,16,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,2,Wednesday,Toyota,Urban,Friday,Sep,2,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7411,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Tuesday,Chevrolet,Urban,Wednesday,Nov,1,Male,Married,40,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7412,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7413,15,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Toyota,Urban,Tuesday,Nov,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7414,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Toyota,Urban,Wednesday,Jun,5,Male,Married,59,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7415,7,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Wednesday,Toyota,Urban,Wednesday,Jun,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7416,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Mazda,Urban,Monday,Sep,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7417,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Saturday,Chevrolet,Urban,Thursday,Jul,2,Male,Married,61,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7418,7,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Wednesday,Mazda,Rural,Thursday,Oct,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7419,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Chevrolet,Urban,Monday,Sep,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7420,6,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Honda,Urban,Thursday,Sep,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7421,9,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Honda,Urban,Friday,Jul,5,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7422,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Toyota,Rural,Monday,Oct,5,Male,Single,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7423,6,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Sunday,Pontiac,Urban,Monday,Jul,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7424,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Chevrolet,Urban,Friday,Dec,2,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7425,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Pontiac,Urban,Monday,Jan,3,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7426,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Honda,Urban,Wednesday,Jan,3,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7427,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Sunday,Pontiac,Urban,Thursday,Oct,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,7428,3,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Toyota,Urban,Tuesday,Apr,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7429,16,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Honda,Urban,Thursday,Feb,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7430,5,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Mazda,Urban,Monday,Feb,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7431,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Tuesday,Nov,4,Female,Single,45,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7432,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Pontiac,Rural,Wednesday,Oct,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7433,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,Internal,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Honda,Urban,Friday,Feb,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7434,5,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Ford,Rural,Monday,Feb,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,7435,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Toyota,Urban,Friday,Feb,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7436,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Pontiac,Urban,Thursday,Mar,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7437,13,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Pontiac,Urban,Monday,Feb,4,Female,Divorced,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7438,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Chevrolet,Urban,Thursday,Feb,1,Male,Single,23,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7439,8,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Monday,Toyota,Urban,Tuesday,Oct,4,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7440,7,400,2,15 to 30,15 to 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Mazda,Urban,Tuesday,Jan,2,Male,Single,70,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7441,1,700,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Honda,Urban,Tuesday,Jan,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7442,10,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Toyota,Urban,Tuesday,Jan,3,Male,Married,70,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7443,4,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Honda,Urban,Tuesday,Nov,5,Male,Married,59,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7444,7,400,3,more than 30,more than 30,none,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Toyota,Urban,Tuesday,Mar,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7445,7,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Wednesday,Mazda,Urban,Wednesday,Aug,5,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7446,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Chevrolet,Urban,Monday,Mar,3,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7447,3,500,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Toyota,Urban,Friday,Nov,2,Male,Single,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7448,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Toyota,Urban,Wednesday,Jun,4,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7449,15,400,1,more than 30,more than 30,1,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Pontiac,Urban,Thursday,Jul,2,Male,Single,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7450,16,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Pontiac,Rural,Monday,Jul,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7451,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Pontiac,Urban,Monday,Jul,4,Female,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7452,10,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Pontiac,Urban,Thursday,Aug,2,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7453,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Toyota,Urban,Friday,Aug,3,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7454,1,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Honda,Rural,Tuesday,Sep,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7455,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Friday,Toyota,Urban,Tuesday,Jun,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7456,16,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Mazda,Urban,Monday,May,5,Male,Married,35,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7457,1,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Chevrolet,Rural,Tuesday,May,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7458,8,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Honda,Rural,Wednesday,May,5,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7459,2,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Mazda,Urban,Friday,May,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7460,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Mazda,Urban,Tuesday,Oct,4,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7461,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Mazda,Urban,Wednesday,Oct,4,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7462,4,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Toyota,Urban,Tuesday,Sep,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7463,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,none,1 year,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Mazda,Urban,Friday,May,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7464,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Dodge,Urban,Tuesday,May,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7465,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Honda,Urban,Monday,Oct,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7466,9,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Toyota,Urban,Friday,May,1,Male,Single,19,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7467,6,400,4,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Toyota,Rural,Thursday,Apr,3,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7468,13,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Toyota,Urban,Tuesday,Nov,2,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7469,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Chevrolet,Urban,Wednesday,Aug,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7470,8,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Toyota,Urban,Thursday,Aug,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7471,4,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Chevrolet,Urban,Monday,Jul,4,Female,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7472,4,400,3,more than 30,more than 30,1,6 years,51 to 65,Yes,Yes,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Honda,Urban,Wednesday,Feb,3,Male,Single,0,Policy Holder,Utility - Liability,Utility,more than 69000,0,7473,12,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Utility - Liability,TRUE
+Feb,4,Monday,Chevrolet,Urban,Wednesday,Feb,4,Male,Single,46,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7474,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,2,Sunday,Chevrolet,Rural,Monday,Mar,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7475,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Toyota,Urban,Friday,Apr,1,Female,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7476,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Tuesday,Toyota,Urban,Tuesday,Nov,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7477,3,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Honda,Rural,Tuesday,Apr,2,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7478,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Tuesday,Honda,Urban,Thursday,Oct,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7479,15,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Mazda,Urban,Friday,Apr,3,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7480,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Honda,Urban,Wednesday,May,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7481,10,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Chevrolet,Urban,Tuesday,Jun,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7482,11,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Wednesday,Toyota,Urban,Tuesday,Jun,2,Female,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7483,8,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7484,13,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Toyota,Urban,Friday,Jun,2,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7485,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,VW,Urban,Monday,Jun,3,Male,Married,66,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7486,13,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Toyota,Urban,Wednesday,Jun,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7487,16,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Pontiac,Urban,Monday,Jun,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7488,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Honda,Urban,Monday,Jul,2,Female,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7489,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Saturday,Pontiac,Urban,Tuesday,Jul,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7490,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,VW,Rural,Friday,Sep,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7491,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Accura,Urban,Monday,Oct,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7492,8,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Pontiac,Urban,Thursday,Oct,3,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7493,6,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Sunday,VW,Urban,Wednesday,Nov,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,7494,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Accura,Urban,Thursday,Oct,4,Male,Married,68,Policy Holder,Utility - All Perils,Utility,more than 69000,1,7495,7,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Sunday,Honda,Urban,Friday,Oct,5,Male,Married,41,Third Party,Sport - Collision,Sport,more than 69000,0,7496,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,5,Friday,Toyota,Urban,Friday,Oct,5,Male,Married,62,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7497,7,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Toyota,Urban,Tuesday,Nov,1,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7498,5,500,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,2 to 3 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Mazda,Urban,Thursday,Nov,2,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7499,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Chevrolet,Urban,Tuesday,Nov,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,7500,12,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Pontiac,Urban,Monday,Feb,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7501,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7502,2,400,3,more than 30,more than 30,1,4 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,73,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7503,1,700,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7504,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Friday,Dec,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,7505,5,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Chevrolet,Urban,Wednesday,Apr,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7506,13,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Mazda,Urban,Monday,Jul,2,Male,Married,64,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7507,2,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Toyota,Urban,Thursday,May,3,Male,Married,47,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7508,10,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Sunday,Pontiac,Urban,Thursday,Jun,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7509,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,VW,Urban,Monday,May,5,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7510,4,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Tuesday,Pontiac,Urban,Monday,Jul,3,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7511,6,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Mazda,Urban,Friday,Jun,2,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7512,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Toyota,Urban,Monday,Jul,2,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7513,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Mazda,Urban,Wednesday,Jul,2,Male,Single,37,Policy Holder,Sport - Collision,Sport,more than 69000,0,7514,9,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jul,3,Friday,Toyota,Urban,Monday,Jul,3,Male,Married,73,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7515,16,400,4,15 to 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Toyota,Urban,Tuesday,Jul,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7516,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Mazda,Rural,Wednesday,Jul,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7517,5,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Saturday,Jul,4,Male,Married,70,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7518,10,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Honda,Urban,Friday,Jul,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7519,4,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Pontiac,Urban,Monday,Jul,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7520,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Mazda,Urban,Monday,Jul,5,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7521,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Pontiac,Urban,Friday,Nov,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7522,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Mazda,Urban,Thursday,Dec,4,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7523,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,Honda,Urban,Friday,Nov,3,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7524,8,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Mazda,Urban,Monday,Nov,2,Male,Single,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7525,14,400,4,more than 30,more than 30,2 to 4,4 years,26 to 30,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Pontiac,Urban,Monday,Nov,2,Female,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7526,2,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Mazda,Urban,Thursday,Nov,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7527,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,VW,Urban,Monday,Nov,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7528,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Mazda,Urban,Thursday,Nov,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7529,4,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Toyota,Urban,Thursday,Dec,3,Female,Married,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7530,12,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Toyota,Urban,Monday,Nov,4,Female,Married,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7531,13,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Pontiac,Urban,Friday,Nov,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7532,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Mazda,Urban,Tuesday,Nov,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7533,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Pontiac,Urban,Wednesday,Nov,3,Female,Single,43,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7534,8,700,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Chevrolet,Urban,Friday,Nov,4,Male,Single,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7535,16,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Monday,Honda,Urban,Monday,Nov,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7536,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Tuesday,Pontiac,Urban,Monday,Nov,1,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7537,1,400,2,none,8 to 15,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Ford,Urban,Monday,Sep,3,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7538,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Pontiac,Urban,Monday,Aug,5,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7539,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Chevrolet,Urban,Wednesday,Aug,3,Male,Married,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7540,15,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Monday,Toyota,Urban,Wednesday,Aug,1,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7541,9,400,1,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Sunday,Chevrolet,Urban,Monday,Jul,5,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7542,7,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Honda,Urban,Wednesday,Jul,4,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7543,4,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Toyota,Urban,Friday,Jul,5,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7544,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Toyota,Urban,Thursday,Jul,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7545,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Honda,Urban,Friday,Jul,4,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7546,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Pontiac,Urban,Wednesday,Jul,3,Female,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7547,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Pontiac,Urban,Monday,Jul,4,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7548,8,400,3,more than 30,more than 30,none,7 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Toyota,Urban,Thursday,Jul,1,Female,Married,50,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7549,12,500,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7550,12,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Chevrolet,Urban,Wednesday,Jun,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7551,13,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Toyota,Urban,Friday,Jun,4,Male,Married,74,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7552,7,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Accura,Urban,Friday,Jun,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7553,9,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Pontiac,Urban,Friday,Jun,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7554,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Accura,Urban,Wednesday,Dec,3,Male,Married,60,Policy Holder,Utility - All Perils,Utility,more than 69000,1,7555,3,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,5,Saturday,Toyota,Urban,Tuesday,Nov,2,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7556,11,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Mazda,Urban,Thursday,May,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7557,15,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Honda,Urban,Monday,May,3,Female,Single,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7558,9,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Ford,Urban,Friday,Nov,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7559,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Thursday,Pontiac,Urban,Friday,May,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7560,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Toyota,Rural,Monday,Jul,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7561,1,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Toyota,Urban,Wednesday,May,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7562,4,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Sunday,Mazda,Urban,Thursday,May,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7563,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Mazda,Urban,Friday,May,1,Male,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7564,5,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Mazda,Urban,Monday,Apr,4,Male,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7565,2,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7566,8,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Mazda,Urban,Tuesday,May,1,Male,Single,35,Third Party,Sport - Collision,Sport,more than 69000,0,7567,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,5,Saturday,Pontiac,Urban,Wednesday,Nov,1,Female,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7568,14,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7569,9,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Chevrolet,Urban,Wednesday,Mar,3,Male,Married,66,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7570,13,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Honda,Urban,Thursday,Mar,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7571,3,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Honda,Urban,Monday,Dec,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7572,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Pontiac,Urban,Friday,Dec,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7573,10,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Mazda,Urban,Monday,Nov,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7574,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Honda,Urban,Wednesday,Nov,3,Male,Married,54,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7575,2,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Honda,Urban,Wednesday,Nov,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7576,14,400,1,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Toyota,Urban,Thursday,Nov,1,Female,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7577,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Chevrolet,Urban,Thursday,Nov,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7578,7,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Toyota,Urban,Wednesday,Oct,4,Female,Married,48,Third Party,Sedan - Collision,Sedan,less than 20000,0,7579,14,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Toyota,Urban,Thursday,Oct,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7580,2,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Toyota,Urban,Friday,Nov,2,Male,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7581,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Toyota,Urban,Thursday,Oct,1,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7582,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Mazda,Urban,Thursday,Sep,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7583,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Urban,Wednesday,Nov,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,7584,6,400,3,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Mazda,Rural,Friday,Sep,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7585,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Accura,Urban,Monday,Sep,1,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7586,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Toyota,Urban,Thursday,Sep,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7587,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Toyota,Urban,Thursday,Oct,1,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7588,4,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Sunday,Ford,Urban,Wednesday,Nov,1,Male,Single,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7589,6,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Toyota,Urban,Friday,Aug,2,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7590,10,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Chevrolet,Rural,Tuesday,Aug,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,more than 69000,0,7591,15,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Honda,Urban,Tuesday,Jul,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7592,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Pontiac,Rural,Monday,Jul,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7593,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Honda,Urban,Friday,Jul,1,Female,Single,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7594,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Honda,Urban,Monday,Jul,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7595,14,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Toyota,Urban,Thursday,Jun,5,Female,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7596,10,400,2,more than 30,more than 30,2 to 4,2 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Accura,Urban,Tuesday,Jul,1,Male,Single,55,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7597,4,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Mazda,Urban,Monday,Jun,2,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7598,10,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Saturday,Pontiac,Urban,Wednesday,Jun,1,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7599,11,400,1,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Mazda,Urban,Monday,May,3,Female,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7600,9,500,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Monday,May,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7601,11,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Pontiac,Urban,Monday,May,2,Male,Single,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7602,3,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Mazda,Urban,Monday,May,1,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7603,1,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Pontiac,Urban,Friday,Apr,5,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7604,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Mazda,Urban,Monday,Apr,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7605,4,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Toyota,Urban,Monday,May,4,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7606,15,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Toyota,Urban,Tuesday,Apr,3,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7607,16,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Pontiac,Urban,Thursday,Apr,3,Male,Single,42,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,7608,4,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,1,Tuesday,Toyota,Urban,Friday,Apr,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7609,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Toyota,Urban,Wednesday,Apr,1,Female,Single,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7610,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Chevrolet,Urban,Monday,Mar,5,Male,Married,55,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7611,14,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Mazda,Rural,Wednesday,Nov,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,7612,16,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Pontiac,Urban,Friday,Jan,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7613,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Honda,Rural,Friday,May,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7614,14,400,1,more than 30,more than 30,2 to 4,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Toyota,Rural,Wednesday,Aug,2,Male,Married,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7615,1,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Chevrolet,Urban,Wednesday,Nov,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7616,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Ford,Urban,Wednesday,Nov,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7617,7,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Monday,Chevrolet,Urban,Friday,Aug,2,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7618,12,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Honda,Rural,Wednesday,Nov,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7619,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Mazda,Urban,Monday,Oct,5,Male,Married,65,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7620,1,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Toyota,Urban,Friday,Dec,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7621,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Mazda,Urban,Monday,Nov,4,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7622,4,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Friday,May,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7623,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Ford,Rural,Wednesday,Jul,4,Male,Married,60,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,7624,16,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Honda,Urban,Thursday,Nov,3,Male,Single,19,Third Party,Sport - Collision,Sport,more than 69000,0,7625,14,400,1,more than 30,more than 30,none,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,1,Wednesday,Mazda,Urban,Wednesday,Aug,3,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7626,14,400,1,more than 30,more than 30,1,3 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Tuesday,Aug,1,Female,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7627,2,700,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Mazda,Urban,Monday,Sep,1,Female,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7628,13,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Saturday,Toyota,Urban,Thursday,Aug,2,Male,Married,63,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7629,12,400,3,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Toyota,Urban,Friday,Jul,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7630,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Honda,Urban,Monday,Oct,3,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7631,11,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Pontiac,Urban,Monday,Sep,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7632,15,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Toyota,Urban,Wednesday,Mar,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7633,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Toyota,Urban,Monday,Jan,5,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7634,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Honda,Urban,Wednesday,Jan,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7635,15,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Chevrolet,Urban,Tuesday,Jan,5,Male,Married,35,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7636,12,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Thursday,Toyota,Urban,Thursday,Oct,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7637,1,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Toyota,Urban,Monday,Dec,1,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7638,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Toyota,Urban,Monday,Jan,2,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7639,10,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Pontiac,Urban,Monday,Feb,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7640,13,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Toyota,Urban,Thursday,Feb,3,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7641,4,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Toyota,Urban,Tuesday,Mar,3,Male,Married,68,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7642,4,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Monday,Pontiac,Urban,Monday,Feb,5,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7643,1,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Toyota,Urban,Monday,May,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7644,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Honda,Urban,Monday,Apr,3,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7645,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,1 year,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Chevrolet,Urban,Monday,Mar,4,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7646,12,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Chevrolet,Urban,Wednesday,Jul,4,Male,Single,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7647,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Wednesday,Pontiac,Rural,Monday,Jun,3,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7648,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7649,1,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Honda,Urban,Monday,Sep,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7650,6,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,VW,Urban,Thursday,Mar,3,Male,Single,45,Third Party,Sedan - All Perils,Sedan,more than 69000,1,7651,3,500,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Toyota,Urban,Thursday,Mar,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7652,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Chevrolet,Urban,Thursday,Mar,4,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7653,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Honda,Urban,Thursday,Mar,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7654,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Pontiac,Urban,Monday,Jun,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7655,12,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Honda,Urban,Thursday,May,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7656,15,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Pontiac,Urban,Friday,Jul,5,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7657,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Toyota,Urban,Tuesday,Jun,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7658,3,400,2,more than 30,more than 30,1,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Monday,Oct,5,Female,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7659,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Tuesday,Accura,Rural,Wednesday,Nov,1,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,7660,9,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Pontiac,Urban,Thursday,Oct,4,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7661,1,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Chevrolet,Rural,Monday,Jul,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7662,4,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,Internal,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Honda,Urban,Wednesday,Jul,2,Male,Single,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7663,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Mazda,Urban,Tuesday,Mar,4,Female,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7664,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Honda,Urban,Tuesday,Mar,3,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7665,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Tuesday,Chevrolet,Urban,Wednesday,Nov,1,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7666,4,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Chevrolet,Urban,Thursday,Mar,4,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7667,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,Pontiac,Rural,Friday,Oct,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7668,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Pontiac,Urban,Wednesday,Oct,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7669,14,400,4,more than 30,more than 30,1,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Chevrolet,Urban,Monday,Sep,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7670,6,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Pontiac,Urban,Friday,Aug,3,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7671,13,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7672,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Honda,Urban,Tuesday,Jun,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7673,15,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Mazda,Urban,Monday,May,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7674,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Chevrolet,Urban,Wednesday,Apr,4,Male,Married,57,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7675,8,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,3,Thursday,Chevrolet,Urban,Monday,Apr,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7676,8,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Toyota,Urban,Wednesday,Apr,3,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7677,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Accura,Urban,Friday,Apr,4,Male,Single,27,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7678,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7679,8,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Mazda,Urban,Friday,Feb,3,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7680,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7681,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Pontiac,Urban,Tuesday,May,1,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7682,16,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Ford,Urban,Monday,Jan,5,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7683,3,400,4,none,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Pontiac,Urban,Tuesday,Jun,1,Male,Married,52,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7684,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Pontiac,Urban,Tuesday,May,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7685,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Mazda,Rural,Monday,Dec,2,Female,Divorced,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7686,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Chevrolet,Urban,Wednesday,Nov,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7687,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Pontiac,Urban,Friday,Nov,4,Female,Single,23,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7688,15,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Accura,Rural,Thursday,Apr,3,Male,Married,67,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7689,11,700,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Dec,4,Saturday,Mazda,Urban,Tuesday,Dec,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7690,7,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Mazda,Urban,Saturday,Dec,4,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7691,7,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Honda,Urban,Monday,Dec,1,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7692,14,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Honda,Urban,Friday,Nov,3,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7693,14,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Honda,Urban,Friday,Nov,3,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7694,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Pontiac,Urban,Friday,Nov,3,Male,Married,72,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7695,2,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Chevrolet,Urban,Friday,Nov,3,Male,Married,50,Third Party,Sedan - Collision,Sedan,more than 69000,0,7696,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Accura,Urban,Monday,Nov,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,7697,6,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Toyota,Urban,Tuesday,Mar,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7698,14,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Chevrolet,Rural,Thursday,May,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7699,11,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Mazda,Urban,Thursday,May,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7700,11,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Chevrolet,Rural,Wednesday,May,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7701,12,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Toyota,Urban,Friday,Nov,3,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7702,6,500,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Friday,Pontiac,Rural,Monday,Jun,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7703,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Honda,Urban,Monday,Jul,1,Male,Married,69,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7704,6,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Chevrolet,Urban,Monday,Jul,1,Female,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7705,9,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Pontiac,Urban,Monday,Aug,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7706,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Mazda,Urban,Friday,Sep,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7707,2,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Toyota,Urban,Friday,Oct,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7708,7,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Toyota,Urban,Thursday,Dec,4,Male,Married,53,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7709,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Honda,Rural,Thursday,Nov,3,Female,Single,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7710,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Mazda,Urban,Friday,Nov,3,Male,Single,29,Policy Holder,Sport - Collision,Sport,more than 69000,0,7711,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,2,Friday,Honda,Urban,Friday,Nov,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7712,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Toyota,Urban,Wednesday,Nov,4,Male,Married,48,Third Party,Sedan - Liability,Sport,40000 to 59000,0,7713,3,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Pontiac,Urban,Thursday,Dec,1,Male,Married,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7714,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Pontiac,Rural,Wednesday,Apr,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,7715,1,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Pontiac,Urban,Thursday,May,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7716,16,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Honda,Urban,Wednesday,Jul,4,Female,Single,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7717,11,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Chevrolet,Urban,Thursday,Jul,4,Female,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7718,16,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Honda,Rural,Friday,Jul,5,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7719,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Mazda,Urban,Thursday,Aug,1,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7720,13,700,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7721,5,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Mazda,Urban,Friday,Sep,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7722,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Toyota,Urban,Thursday,Nov,4,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7723,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Honda,Rural,Monday,Dec,3,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7724,9,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Accura,Urban,Tuesday,Nov,5,Male,Married,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7725,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Honda,Urban,Monday,Nov,4,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7726,1,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Toyota,Urban,Wednesday,Nov,5,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,7727,2,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Honda,Urban,Wednesday,Nov,4,Female,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7728,4,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Chevrolet,Rural,Friday,Oct,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7729,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Pontiac,Urban,Thursday,Nov,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,7730,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Honda,Urban,Thursday,Sep,5,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7731,3,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Toyota,Rural,Monday,Dec,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7732,12,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Mazda,Urban,Wednesday,Sep,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7733,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Toyota,Urban,Friday,Mar,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7734,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Pontiac,Urban,Monday,Aug,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7735,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Rural,Thursday,Aug,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7736,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Mazda,Urban,Wednesday,Aug,3,Female,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7737,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Mazda,Urban,Monday,Aug,2,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7738,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Mazda,Rural,Tuesday,Aug,5,Female,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7739,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,1,Thursday,Chevrolet,Urban,Friday,Aug,1,Male,Single,37,Policy Holder,Utility - Collision,Utility,more than 69000,0,7740,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Aug,1,Wednesday,Toyota,Urban,Wednesday,Aug,1,Female,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7741,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Honda,Urban,Tuesday,Nov,3,Male,Married,44,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7742,15,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Honda,Urban,Monday,Mar,4,Male,Single,18,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7743,1,400,1,none,more than 30,none,2 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Toyota,Urban,Thursday,Dec,3,Female,Single,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7744,12,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Chevrolet,Urban,Friday,Dec,1,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7745,10,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Monday,Nov,5,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7746,3,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Toyota,Urban,Wednesday,Nov,4,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7747,6,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Tuesday,Nov,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7748,6,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Urban,Wednesday,Nov,4,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7749,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Chevrolet,Urban,Wednesday,Nov,4,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7750,5,400,3,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,3 to 5,4 to 8 years,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Honda,Rural,Thursday,Nov,2,Male,Single,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7751,16,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Mazda,Urban,Friday,Nov,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7752,9,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Chevrolet,Urban,Tuesday,Oct,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7753,15,500,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Mazda,Urban,Wednesday,Nov,5,Male,Married,31,Policy Holder,Sport - Collision,Sport,more than 69000,0,7754,4,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,3,Saturday,Toyota,Urban,Thursday,Oct,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7755,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Sunday,Mazda,Urban,Monday,Aug,2,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7756,13,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Honda,Urban,Wednesday,Aug,2,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7757,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Pontiac,Urban,Monday,Jul,4,Male,Married,80,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7758,12,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Honda,Urban,Tuesday,Jul,4,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7759,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Toyota,Urban,Thursday,Jul,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7760,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Honda,Urban,Tuesday,Jul,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7761,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Honda,Urban,Wednesday,Aug,3,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7762,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Chevrolet,Rural,Thursday,Jul,2,Female,Single,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7763,3,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Pontiac,Urban,Monday,Jul,1,Male,Single,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7764,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Chevrolet,Urban,Monday,Jun,2,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7765,15,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Honda,Urban,Monday,Jun,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7766,16,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Chevrolet,Rural,Monday,May,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7767,7,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Pontiac,Urban,Tuesday,May,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7768,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Toyota,Urban,Wednesday,May,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7769,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Toyota,Urban,Monday,Mar,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7770,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,VW,Urban,Tuesday,Mar,1,Male,Single,72,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7771,6,400,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Sunday,Pontiac,Rural,Monday,Dec,3,Female,Married,61,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7772,14,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Dodge,Urban,Monday,Sep,4,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7773,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Saturday,Pontiac,Rural,Tuesday,Dec,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7774,12,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Toyota,Urban,Friday,Feb,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7775,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Honda,Urban,Thursday,Apr,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7776,4,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Pontiac,Rural,Thursday,Feb,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7777,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7778,6,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Toyota,Urban,Monday,Mar,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7779,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7780,1,400,1,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Chevrolet,Urban,Wednesday,Aug,4,Male,Married,35,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,7781,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,VW,Urban,Wednesday,Aug,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,7782,5,700,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Pontiac,Urban,Thursday,Oct,2,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7783,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Ford,Urban,Friday,Oct,4,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7784,7,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Saab,Urban,Monday,Oct,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7785,8,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Toyota,Urban,Tuesday,Jun,3,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7786,14,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Wednesday,Jun,4,Male,Married,32,Policy Holder,Sport - Collision,Sport,more than 69000,0,7787,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,1,Sunday,Pontiac,Rural,Friday,Nov,2,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,7788,2,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Honda,Urban,Monday,Jun,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7789,12,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Honda,Urban,Wednesday,Nov,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7790,9,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Toyota,Urban,Monday,Nov,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7791,13,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Mazda,Urban,Wednesday,Nov,5,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7792,16,400,2,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Toyota,Urban,Thursday,Aug,3,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7793,8,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Wednesday,Feb,4,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7794,3,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Accura,Urban,Thursday,Mar,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7795,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Pontiac,Urban,Monday,Jul,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7796,4,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Honda,Urban,Monday,Apr,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7797,9,400,1,more than 30,more than 30,none,new,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Mazda,Urban,Monday,Mar,5,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7798,12,400,3,more than 30,more than 30,1,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Ford,Urban,Wednesday,Mar,1,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,7799,16,400,4,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Toyota,Urban,Wednesday,Jun,3,Female,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7800,4,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Honda,Urban,Wednesday,Jun,1,Male,Married,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7801,6,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Urban,Monday,Nov,5,Female,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7802,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Pontiac,Urban,Saturday,Aug,2,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7803,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Accura,Urban,Tuesday,Sep,3,Male,Married,31,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7804,12,500,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,2,Monday,Toyota,Urban,Monday,Nov,2,Male,Married,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7805,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Toyota,Urban,Thursday,Oct,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7806,6,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Toyota,Urban,Monday,Nov,4,Male,Married,55,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7807,4,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Pontiac,Urban,Monday,Feb,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7808,8,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Honda,Urban,Wednesday,Mar,5,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7809,13,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Mazda,Urban,Thursday,May,2,Female,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7810,16,400,2,more than 30,more than 30,none,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Pontiac,Urban,Monday,Jul,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7811,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,75,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7812,3,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Sunday,Pontiac,Urban,Tuesday,Jul,4,Male,Single,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7813,16,700,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Dodge,Urban,Friday,Jul,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7814,2,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Nisson,Urban,Friday,Aug,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7815,11,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Accura,Urban,Thursday,Aug,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7816,7,400,2,8 to 15,8 to 15,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Tuesday,Pontiac,Urban,Friday,Nov,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7817,1,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Chevrolet,Urban,Tuesday,Nov,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7818,6,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Mazda,Urban,Monday,Dec,1,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7819,3,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Accura,Urban,Tuesday,Dec,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7820,2,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Thursday,Mazda,Rural,Friday,Dec,1,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7821,4,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Chevrolet,Rural,Tuesday,Nov,3,Male,Single,29,Policy Holder,Utility - All Perils,Utility,more than 69000,1,7822,2,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,2,Tuesday,Toyota,Urban,Wednesday,Nov,2,Female,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7823,2,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Pontiac,Urban,Thursday,Dec,3,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7824,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Toyota,Urban,Wednesday,Nov,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7825,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Toyota,Rural,Tuesday,Oct,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7826,15,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Pontiac,Urban,Monday,Aug,3,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7827,9,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Friday,Mazda,Rural,Friday,Aug,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7828,2,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Toyota,Urban,Wednesday,Nov,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7829,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Chevrolet,Urban,Tuesday,Jul,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7830,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Mazda,Urban,Tuesday,Jul,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7831,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Dodge,Rural,Tuesday,Jun,1,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7832,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Sunday,Toyota,Urban,Thursday,May,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7833,10,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Toyota,Rural,Monday,Apr,4,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7834,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Mazda,Urban,Tuesday,Apr,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7835,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Chevrolet,Urban,Friday,Apr,2,Male,Married,65,Policy Holder,Utility - Liability,Utility,more than 69000,0,7836,1,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Utility - Liability,TRUE
+Nov,2,Wednesday,Mazda,Urban,Friday,Nov,2,Male,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7837,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Pontiac,Urban,Monday,Apr,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7838,12,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Mazda,Urban,Monday,Mar,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7839,1,400,4,more than 30,more than 30,1,6 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Honda,Rural,Tuesday,Mar,5,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7840,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Pontiac,Urban,Friday,Dec,1,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7841,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Monday,Chevrolet,Urban,Monday,Nov,5,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7842,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Toyota,Urban,Tuesday,Nov,5,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7843,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Mazda,Urban,Monday,Nov,5,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7844,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Honda,Urban,Thursday,Nov,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7845,14,400,3,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Mazda,Urban,Tuesday,Nov,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7846,3,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Pontiac,Urban,Tuesday,Nov,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7847,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Pontiac,Rural,Friday,Nov,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7848,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Pontiac,Rural,Thursday,Oct,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7849,15,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Urban,Wednesday,Oct,3,Male,Married,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7850,11,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Toyota,Urban,Tuesday,Oct,2,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7851,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Chevrolet,Urban,Thursday,Oct,1,Male,Single,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,7852,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,2,Thursday,Chevrolet,Urban,Friday,Aug,2,Female,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7853,11,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Honda,Urban,Wednesday,Jul,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7854,8,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Pontiac,Urban,Monday,Jun,4,Male,Married,56,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7855,2,500,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,2 to 3 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Honda,Urban,Wednesday,Jul,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7856,6,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Mazda,Urban,Thursday,May,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7857,15,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Toyota,Urban,Tuesday,May,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7858,14,400,1,more than 30,more than 30,none,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Ford,Urban,Thursday,May,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7859,13,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Chevrolet,Urban,Wednesday,Apr,4,Female,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7860,3,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Chevrolet,Urban,Thursday,Apr,5,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7861,12,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7862,9,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Honda,Urban,Monday,Jan,3,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7863,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Toyota,Urban,Monday,Sep,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7864,8,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Sunday,Honda,Urban,Monday,Aug,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7865,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Toyota,Urban,Tuesday,Jul,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7866,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Toyota,Urban,Tuesday,Aug,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7867,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Pontiac,Urban,Thursday,Apr,1,Male,Married,28,Third Party,Sedan - Liability,Sport,30000 to 39000,0,7868,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Mazda,Urban,Tuesday,Apr,1,Male,Single,28,Policy Holder,Sport - Collision,Sport,more than 69000,0,7869,4,400,4,more than 30,more than 30,none,5 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,2,Thursday,Honda,Urban,Wednesday,Nov,3,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7870,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Thursday,Honda,Urban,Friday,Nov,2,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7871,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Toyota,Rural,Friday,Nov,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,7872,5,400,2,more than 30,more than 30,none,4 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Pontiac,Urban,Wednesday,Nov,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,7873,7,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Toyota,Urban,Wednesday,Jul,1,Male,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7874,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Toyota,Urban,Tuesday,Jul,3,Female,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7875,2,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Chevrolet,Urban,Tuesday,Jun,2,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7876,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Honda,Urban,Friday,Mar,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7877,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Toyota,Urban,Thursday,Jun,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7878,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Pontiac,Urban,Monday,Jul,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7879,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Toyota,Urban,Thursday,Aug,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7880,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Toyota,Urban,Tuesday,Feb,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7881,12,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Honda,Urban,Monday,Dec,1,Female,Married,46,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7882,7,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Mazda,Urban,Thursday,Dec,3,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7883,1,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Toyota,Urban,Thursday,Mar,4,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7884,16,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Pontiac,Rural,Monday,Aug,3,Female,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7885,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Toyota,Urban,Tuesday,Sep,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7886,13,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Honda,Urban,Tuesday,Sep,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7887,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Toyota,Urban,Friday,Dec,3,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,7888,11,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Mazda,Urban,Monday,Dec,2,Male,Married,65,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7889,15,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7890,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7891,6,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Mazda,Urban,Tuesday,Dec,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7892,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Honda,Urban,Tuesday,Dec,1,Male,Single,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7893,12,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Honda,Urban,Tuesday,Dec,2,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7894,12,400,2,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Toyota,Rural,Monday,Oct,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7895,7,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Toyota,Urban,Wednesday,Sep,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7896,9,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Honda,Urban,Monday,Sep,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7897,3,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Toyota,Urban,Wednesday,Sep,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7898,13,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Sunday,Toyota,Urban,Monday,Aug,2,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7899,11,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Honda,Urban,Monday,Apr,2,Female,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,7900,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Ford,Urban,Wednesday,Jan,2,Male,Married,67,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7901,6,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Chevrolet,Urban,Friday,Dec,3,Male,Married,74,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7902,9,400,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Toyota,Urban,Wednesday,Dec,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7903,8,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Mazda,Urban,Monday,Dec,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7904,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Toyota,Urban,Friday,Dec,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7905,8,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Pontiac,Urban,Friday,Dec,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7906,16,400,4,more than 30,more than 30,more than 4,3 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Wednesday,Toyota,Urban,Thursday,Jul,4,Male,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7907,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Honda,Urban,Friday,Jul,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7908,7,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Chevrolet,Urban,Thursday,Jun,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7909,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Mazda,Urban,Monday,May,2,Male,Single,20,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7910,10,400,3,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Honda,Urban,Monday,Feb,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7911,16,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Toyota,Urban,Thursday,Jan,1,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7912,14,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Pontiac,Urban,Wednesday,Feb,1,Female,Married,26,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7913,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Chevrolet,Rural,Monday,Jan,4,Female,Married,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7914,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Thursday,Chevrolet,Urban,Tuesday,Jan,2,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7915,2,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Pontiac,Urban,Thursday,Mar,2,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7916,11,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Pontiac,Urban,Friday,Aug,1,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,7917,8,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Mazda,Urban,Monday,Nov,3,Female,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7918,5,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,3 to 5,1 year,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,VW,Urban,Monday,May,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,7919,10,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Urban,Tuesday,May,2,Male,Single,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7920,6,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Saturday,Honda,Urban,Wednesday,Oct,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7921,13,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Mazda,Urban,Tuesday,Apr,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7922,9,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Urban,Thursday,Nov,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7923,14,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Chevrolet,Urban,Thursday,Oct,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7924,2,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Chevrolet,Urban,Thursday,Oct,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7925,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Honda,Urban,Friday,Dec,5,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7926,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Chevrolet,Rural,Tuesday,Dec,5,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7927,7,400,2,more than 30,more than 30,more than 4,5 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Honda,Urban,Wednesday,Mar,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7928,9,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,VW,Urban,Monday,Apr,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7929,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Monday,Toyota,Rural,Friday,Apr,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7930,1,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7931,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Honda,Urban,Wednesday,Apr,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7932,2,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Pontiac,Urban,Monday,Apr,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7933,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Toyota,Urban,Monday,Jun,4,Male,Married,71,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7934,15,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Toyota,Urban,Monday,Jun,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7935,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Ford,Rural,Friday,Jun,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7936,11,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Toyota,Urban,Tuesday,Aug,4,Male,Married,75,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7937,11,700,3,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Chevrolet,Rural,Friday,Aug,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7938,1,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Mazda,Urban,Tuesday,Nov,2,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7939,2,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Pontiac,Urban,Tuesday,Mar,4,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7940,14,400,3,more than 30,more than 30,1,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Honda,Urban,Wednesday,Apr,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7941,1,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Pontiac,Urban,Friday,Apr,2,Male,Married,75,Policy Holder,Sedan - Liability,Sport,less than 20000,0,7942,12,400,3,more than 30,more than 30,more than 4,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Chevrolet,Urban,Monday,Jun,3,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7943,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Mazda,Urban,Wednesday,Aug,3,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7944,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Toyota,Urban,Tuesday,Oct,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7945,2,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Mazda,Urban,Monday,Apr,1,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7946,2,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Toyota,Urban,Wednesday,Feb,1,Male,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7947,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Chevrolet,Urban,Thursday,May,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7948,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Toyota,Urban,Wednesday,May,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7949,5,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Pontiac,Urban,Thursday,Jul,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7950,15,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Pontiac,Urban,Thursday,Aug,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7951,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Honda,Urban,Wednesday,Jul,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7952,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,Yes,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Mazda,Urban,Monday,Aug,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,7953,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Toyota,Urban,Tuesday,Nov,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7954,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Toyota,Urban,Tuesday,Aug,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7955,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Saab,Urban,Thursday,Sep,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7956,15,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Pontiac,Urban,Monday,Sep,2,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7957,4,500,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Toyota,Rural,Thursday,Aug,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7958,14,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Honda,Urban,Monday,Dec,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7959,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Toyota,Urban,Friday,Nov,3,Female,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7960,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Toyota,Urban,Monday,Nov,2,Male,Single,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7961,12,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Pontiac,Urban,Monday,Dec,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7962,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Mazda,Urban,Thursday,Dec,3,Male,Single,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7963,7,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Pontiac,Urban,Monday,Nov,3,Male,Married,66,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,7964,8,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Chevrolet,Urban,Friday,Aug,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7965,15,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Wednesday,Toyota,Urban,Wednesday,Sep,1,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7966,2,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Pontiac,Urban,Friday,Sep,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,7967,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Pontiac,Urban,Tuesday,Aug,5,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7968,7,700,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Pontiac,Urban,Wednesday,Oct,1,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7969,6,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Pontiac,Urban,Monday,Sep,3,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7970,3,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Chevrolet,Urban,Wednesday,Sep,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7971,12,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Honda,Urban,Thursday,Dec,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7972,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Pontiac,Urban,Monday,Dec,2,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,7973,2,400,4,more than 30,more than 30,none,5 years,26 to 30,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Chevrolet,Urban,Thursday,Oct,3,Male,Married,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7974,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Accura,Urban,Friday,Oct,2,Male,Single,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7975,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Honda,Urban,Monday,Aug,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7976,11,400,1,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Mazda,Urban,Thursday,Aug,4,Male,Married,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,7977,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,3,Wednesday,Pontiac,Urban,Tuesday,Aug,4,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7978,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Toyota,Urban,Friday,Aug,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7979,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Chevrolet,Rural,Monday,Jun,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7980,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Pontiac,Urban,Friday,Dec,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,7981,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Pontiac,Urban,Monday,Dec,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7982,14,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Pontiac,Urban,Tuesday,Dec,3,Male,Single,25,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7983,5,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Toyota,Urban,Thursday,Nov,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,7984,1,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Chevrolet,Urban,Wednesday,Nov,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,7985,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Accura,Urban,Monday,Aug,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7986,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Accura,Urban,Monday,Aug,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7987,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Toyota,Urban,Wednesday,Aug,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7988,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Mazda,Urban,Thursday,Feb,3,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,7989,8,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Honda,Urban,Tuesday,Apr,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,7990,5,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Ford,Urban,Wednesday,Apr,3,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7991,11,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Chevrolet,Urban,Tuesday,Dec,4,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,7992,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Pontiac,Urban,Monday,Oct,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7993,4,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Mazda,Urban,Friday,Feb,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,7994,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,VW,Urban,Monday,May,2,Male,Married,40,Third Party,Sedan - All Perils,Sedan,more than 69000,0,7995,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Toyota,Urban,Wednesday,Dec,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,7996,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Pontiac,Urban,Monday,Nov,2,Male,Single,65,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,7997,9,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Mazda,Urban,Wednesday,Nov,4,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,7998,15,400,3,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Pontiac,Urban,Tuesday,Aug,5,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,7999,16,700,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Mazda,Urban,Tuesday,Aug,4,Female,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8000,7,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Toyota,Urban,Friday,Sep,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8001,3,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Mazda,Rural,Thursday,May,3,Male,Married,36,Third Party,Sedan - Liability,Sport,more than 69000,0,8002,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Mazda,Urban,Monday,Apr,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8003,13,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Sunday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,68,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8004,10,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Toyota,Urban,Monday,Apr,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8005,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Pontiac,Urban,Wednesday,Apr,2,Male,Single,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8006,13,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Accura,Urban,Thursday,Dec,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8007,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Toyota,Urban,Monday,Dec,2,Male,Married,38,Third Party,Sedan - Collision,Sedan,30000 to 39000,1,8008,13,500,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Toyota,Urban,Tuesday,Dec,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8009,3,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Thursday,Chevrolet,Urban,Wednesday,Nov,3,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8010,2,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Mazda,Urban,Monday,Oct,5,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8011,14,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Ford,Urban,Tuesday,Nov,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,8012,2,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Toyota,Urban,Tuesday,Nov,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8013,13,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Pontiac,Urban,Wednesday,Oct,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8014,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Pontiac,Urban,Monday,Sep,1,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8015,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Pontiac,Urban,Thursday,Sep,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8016,13,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Accura,Urban,Friday,Sep,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8017,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Chevrolet,Urban,Monday,Sep,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8018,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Thursday,Chevrolet,Urban,Monday,Sep,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8019,14,400,2,none,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Mazda,Rural,Monday,Nov,4,Female,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8020,4,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Ford,Urban,Tuesday,Jun,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8021,11,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Toyota,Urban,Monday,May,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,8022,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Mazda,Urban,Thursday,May,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8023,12,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Mazda,Urban,Friday,May,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8024,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Toyota,Urban,Tuesday,Sep,4,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8025,10,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Mazda,Urban,Monday,Jan,5,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8026,3,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Toyota,Urban,Thursday,Dec,5,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8027,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Pontiac,Urban,Thursday,Oct,3,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8028,3,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Mazda,Urban,Friday,Jan,3,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8029,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Honda,Urban,Tuesday,Apr,3,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8030,10,700,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Chevrolet,Urban,Monday,Jul,1,Male,Single,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8031,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Honda,Urban,Tuesday,Jul,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8032,7,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Honda,Urban,Friday,Aug,4,Female,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8033,10,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Wednesday,Toyota,Urban,Friday,Sep,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8034,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Pontiac,Urban,Monday,Oct,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8035,2,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Toyota,Urban,Friday,Nov,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8036,15,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Mazda,Rural,Friday,Mar,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8037,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Toyota,Urban,Thursday,Apr,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8038,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Toyota,Urban,Monday,Apr,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8039,4,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,BMW,Urban,Monday,Jul,1,Female,Married,38,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,8040,11,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Pontiac,Urban,Friday,Sep,1,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8041,7,400,2,more than 30,more than 30,none,5 years,26 to 30,Yes,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8042,5,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Ford,Urban,Thursday,Dec,3,Female,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8043,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Pontiac,Urban,Friday,Dec,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8044,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Pontiac,Urban,Friday,Dec,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8045,5,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Urban,Friday,Dec,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8046,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Honda,Urban,Friday,Sep,2,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8047,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Chevrolet,Urban,Friday,Sep,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8048,15,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Saturday,Toyota,Urban,Tuesday,Sep,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8049,16,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,VW,Urban,Tuesday,Jul,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,8050,9,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Pontiac,Rural,Monday,Jun,4,Female,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8051,10,400,3,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Sunday,Toyota,Rural,Wednesday,Apr,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8052,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Toyota,Urban,Tuesday,Dec,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8053,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Honda,Urban,Tuesday,Dec,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8054,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Toyota,Urban,Monday,Nov,5,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8055,10,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Mazda,Urban,Monday,Nov,5,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8056,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Pontiac,Urban,Monday,Aug,4,Male,Married,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8057,1,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Dodge,Urban,Wednesday,Jul,1,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8058,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Accura,Urban,Wednesday,Dec,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8059,6,500,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Sunday,Nisson,Urban,Thursday,Apr,5,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8060,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Toyota,Urban,Monday,Apr,1,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8061,7,700,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Mazda,Urban,Thursday,Mar,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8062,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,VW,Urban,Wednesday,Mar,3,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8063,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Toyota,Urban,Thursday,Oct,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8064,3,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,less than 20000,0,8065,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Toyota,Urban,Tuesday,Oct,4,Male,Married,41,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8066,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Accura,Urban,Tuesday,Dec,3,Female,Married,50,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8067,10,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Friday,Honda,Urban,Wednesday,Apr,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8068,6,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Pontiac,Urban,Tuesday,May,5,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8069,3,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Toyota,Urban,Thursday,Apr,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8070,8,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Toyota,Urban,Friday,May,2,Male,Single,62,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8071,7,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Dodge,Urban,Thursday,May,3,Male,Single,0,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8072,3,400,3,more than 30,more than 30,2 to 4,3 years,16 to 17,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Pontiac,Urban,Thursday,May,3,Male,Single,29,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8073,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Pontiac,Urban,Wednesday,May,2,Male,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8074,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Pontiac,Urban,Thursday,Sep,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8075,14,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Mazda,Urban,Monday,Sep,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8076,16,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Pontiac,Urban,Monday,Oct,2,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8077,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Accura,Urban,Friday,Oct,5,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8078,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Friday,Dec,2,Male,Single,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8079,2,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Toyota,Urban,Tuesday,Apr,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8080,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Chevrolet,Urban,Wednesday,Apr,3,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8081,9,400,3,more than 30,more than 30,1,2 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Pontiac,Urban,Tuesday,Apr,3,Female,Married,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8082,1,400,3,more than 30,more than 30,1,7 years,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Mazda,Urban,Monday,May,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8083,6,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Toyota,Urban,Thursday,May,1,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8084,5,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Accura,Urban,Wednesday,May,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8085,5,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Honda,Urban,Monday,Oct,5,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8086,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Toyota,Urban,Thursday,Feb,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8087,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Honda,Urban,Friday,Apr,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8088,16,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8089,16,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Saturn,Urban,Saturday,Jun,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8090,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Mazda,Urban,Monday,Jul,3,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8091,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Friday,Nov,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8092,11,700,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Mazda,Urban,Wednesday,Jul,3,Male,Married,57,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8093,14,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Pontiac,Urban,Monday,Sep,1,Male,Married,49,Third Party,Sport - All Perils,Sport,less than 20000,0,8094,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sport - All Perils,TRUE
+Aug,2,Monday,Ford,Urban,Thursday,Aug,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8095,12,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Toyota,Urban,Tuesday,Nov,4,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8096,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Chevrolet,Urban,Monday,Dec,2,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8097,7,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Mazda,Urban,Monday,Dec,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8098,3,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Toyota,Rural,Tuesday,Nov,5,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8099,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Chevrolet,Urban,Wednesday,Nov,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8100,6,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Mazda,Rural,Tuesday,Nov,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8101,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Pontiac,Urban,Friday,Aug,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8102,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Urban,Tuesday,Sep,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8103,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Mazda,Urban,Monday,Sep,2,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8104,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Saturn,Urban,Friday,Dec,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8105,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Pontiac,Urban,Tuesday,Sep,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8106,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Chevrolet,Urban,Friday,Nov,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8107,9,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Honda,Urban,Thursday,Dec,5,Female,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8108,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Monday,Honda,Urban,Tuesday,Mar,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8109,16,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Toyota,Urban,Friday,Feb,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8110,10,500,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Chevrolet,Rural,Wednesday,Jul,3,Male,Married,78,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8111,5,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Saab,Urban,Thursday,Jul,5,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8112,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Pontiac,Urban,Monday,Jan,4,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8113,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Pontiac,Urban,Wednesday,Dec,3,Female,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8114,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Pontiac,Urban,Friday,Dec,3,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8115,9,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Toyota,Urban,Monday,Nov,3,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8116,9,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Accura,Urban,Tuesday,Dec,3,Female,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8117,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Honda,Urban,Monday,Dec,3,Male,Married,69,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8118,8,400,2,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Mazda,Urban,Monday,Oct,1,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8119,6,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Honda,Urban,Wednesday,Sep,4,Male,Single,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8120,8,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8121,14,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Toyota,Urban,Monday,Sep,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8122,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Mazda,Urban,Tuesday,Sep,1,Female,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8123,1,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Chevrolet,Urban,Tuesday,Dec,3,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8124,11,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Pontiac,Urban,Tuesday,Dec,2,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8125,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8126,5,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Pontiac,Urban,Wednesday,Apr,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8127,5,400,1,more than 30,more than 30,none,2 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Chevrolet,Urban,Wednesday,Mar,4,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8128,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Mazda,Urban,Tuesday,Mar,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8129,2,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Chevrolet,Urban,Monday,Dec,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,8130,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Toyota,Urban,Wednesday,Dec,3,Female,Widow,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8131,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Pontiac,Urban,Thursday,Nov,4,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8132,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Toyota,Urban,Tuesday,Oct,2,Female,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8133,12,400,1,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Honda,Urban,Wednesday,Sep,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8134,4,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Toyota,Urban,Thursday,Sep,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8135,4,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Honda,Urban,Wednesday,Sep,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8136,6,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Honda,Urban,Tuesday,Sep,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8137,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Toyota,Urban,Friday,Sep,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8138,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Mazda,Rural,Saturday,Sep,1,Male,Single,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8139,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,Yes,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Pontiac,Urban,Thursday,Dec,5,Male,Married,52,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8140,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Tuesday,Mazda,Urban,Wednesday,Aug,3,Female,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8141,10,400,1,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Toyota,Urban,Tuesday,Aug,4,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8142,9,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Toyota,Urban,Monday,Jul,4,Female,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8143,13,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Saturday,Toyota,Urban,Tuesday,Jul,4,Male,Married,69,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8144,7,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Honda,Urban,Friday,Apr,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8145,16,400,4,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Pontiac,Urban,Thursday,Jul,1,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8146,15,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Chevrolet,Urban,Friday,Jul,3,Male,Divorced,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8147,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Chevrolet,Urban,Monday,May,4,Male,Married,42,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8148,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,5,Sunday,Toyota,Urban,Wednesday,May,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8149,14,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Pontiac,Urban,Thursday,Apr,4,Male,Married,80,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8150,2,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Chevrolet,Urban,Monday,May,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8151,7,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8152,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Dodge,Urban,Tuesday,Sep,3,Male,Married,62,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8153,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Toyota,Urban,Monday,Aug,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8154,9,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Ford,Rural,Wednesday,Sep,3,Female,Married,52,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,8155,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Saturday,Pontiac,Urban,Monday,Sep,2,Male,Married,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8156,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Honda,Urban,Friday,Jul,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8157,14,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,VW,Rural,Wednesday,Jun,5,Male,Married,48,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8158,2,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,VW,Urban,Tuesday,Dec,4,Male,Married,35,Third Party,Sedan - Liability,Sport,40000 to 59000,0,8159,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Saab,Rural,Monday,Dec,4,Male,Married,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8160,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Honda,Urban,Friday,Apr,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8161,15,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Pontiac,Urban,Monday,Apr,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8162,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Ford,Rural,Friday,May,1,Male,Married,53,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,8163,11,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Mazda,Urban,Tuesday,May,2,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8164,7,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Pontiac,Urban,Monday,Jun,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8165,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Thursday,Ford,Urban,Tuesday,Aug,1,Male,Married,71,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,8166,9,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8167,5,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Honda,Urban,Tuesday,Aug,5,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8168,10,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Pontiac,Urban,Monday,Sep,4,Male,Single,24,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8169,8,400,4,more than 30,more than 30,1,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Pontiac,Urban,Monday,Oct,1,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8170,5,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Thursday,Honda,Urban,Thursday,Nov,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8171,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Toyota,Urban,Thursday,Dec,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8172,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Toyota,Rural,Friday,Dec,4,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8173,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Toyota,Urban,Wednesday,Apr,4,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8174,11,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Pontiac,Urban,Tuesday,May,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8175,3,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8176,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Pontiac,Rural,Monday,Sep,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8177,2,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Toyota,Rural,Tuesday,Nov,3,Male,Married,71,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8178,11,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Toyota,Urban,Tuesday,Dec,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8179,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Mazda,Urban,Tuesday,Dec,2,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8180,16,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Toyota,Urban,Thursday,Dec,5,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8181,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Honda,Urban,Monday,Nov,1,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8182,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Mazda,Urban,Wednesday,Nov,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8183,10,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Dodge,Urban,Thursday,Nov,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8184,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Honda,Urban,Wednesday,Sep,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8185,9,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Honda,Urban,Friday,Aug,4,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8186,9,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Pontiac,Urban,Thursday,Jul,2,Male,Married,46,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,8187,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Sunday,Honda,Urban,Monday,Jun,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8188,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Mazda,Urban,Friday,Jun,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8189,11,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Honda,Urban,Monday,May,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8190,7,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Saturday,Toyota,Urban,Wednesday,May,2,Female,Married,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8191,4,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,1 year,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Mazda,Urban,Tuesday,May,3,Male,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8192,14,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Honda,Urban,Monday,Jan,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8193,1,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,VW,Urban,Tuesday,Jan,1,Male,Single,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8194,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Honda,Urban,Wednesday,Dec,5,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8195,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Honda,Urban,Thursday,Dec,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8196,11,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Pontiac,Urban,Friday,Dec,3,Male,Single,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8197,11,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Thursday,Pontiac,Urban,Thursday,Nov,2,Male,Married,64,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8198,1,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Pontiac,Rural,Friday,Oct,5,Male,Single,27,Third Party,Sedan - Collision,Sedan,more than 69000,0,8199,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Rural,Friday,Oct,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8200,13,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Mazda,Urban,Monday,Oct,3,Female,Married,52,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8201,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Toyota,Urban,Thursday,Oct,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8202,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Honda,Urban,Tuesday,Oct,2,Female,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8203,3,400,1,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Pontiac,Rural,Thursday,Sep,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8204,14,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Pontiac,Urban,Friday,Sep,5,Female,Married,75,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8205,10,400,3,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,VW,Urban,Wednesday,Aug,4,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8206,6,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8207,2,400,4,more than 30,more than 30,1,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Accura,Rural,Tuesday,Oct,1,Male,Married,68,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8208,8,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Toyota,Urban,Wednesday,Jun,1,Male,Married,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8209,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Toyota,Urban,Monday,May,5,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8210,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Honda,Urban,Friday,May,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8211,6,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Toyota,Urban,Friday,May,1,Male,Married,55,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8212,3,500,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Pontiac,Urban,Thursday,Sep,3,Male,Married,32,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,8213,15,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,1,Tuesday,Honda,Urban,Tuesday,Apr,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8214,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Pontiac,Urban,Tuesday,Jul,2,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8215,16,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Pontiac,Urban,Wednesday,Dec,4,Male,Single,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8216,10,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8217,10,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Pontiac,Urban,Wednesday,Oct,3,Female,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8218,4,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Honda,Rural,Tuesday,May,3,Male,Married,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8219,1,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Saturday,VW,Urban,Thursday,May,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8220,13,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,VW,Urban,Wednesday,May,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8221,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,8222,8,400,3,none,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Accura,Urban,Wednesday,May,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8223,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Pontiac,Urban,Friday,Jun,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8224,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Honda,Urban,Friday,Jan,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8225,2,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Pontiac,Urban,Monday,Jun,2,Male,Married,27,Third Party,Sedan - Collision,Sedan,less than 20000,0,8226,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Pontiac,Urban,Friday,May,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8227,11,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Toyota,Urban,Thursday,Aug,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8228,13,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Honda,Urban,Monday,Jul,4,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8229,11,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Toyota,Urban,Friday,Oct,2,Female,Single,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8230,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Toyota,Urban,Friday,Sep,3,Female,Single,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8231,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Honda,Urban,Friday,Nov,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8232,13,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Pontiac,Rural,Monday,Jun,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8233,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Toyota,Urban,Friday,Sep,4,Male,Married,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8234,4,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Pontiac,Urban,Thursday,Sep,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8235,4,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Mazda,Urban,Friday,Sep,3,Male,Married,28,Third Party,Sport - Collision,Sport,more than 69000,0,8236,2,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,2,Tuesday,Ford,Urban,Monday,Oct,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8237,14,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Pontiac,Urban,Thursday,Dec,4,Male,Married,72,Policy Holder,Sedan - Liability,Sport,less than 20000,0,8238,7,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Honda,Urban,Wednesday,Dec,3,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8239,6,400,3,more than 30,more than 30,none,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Pontiac,Rural,Tuesday,Jan,1,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8240,6,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Toyota,Urban,Tuesday,Jun,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8241,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Ford,Urban,Tuesday,Jan,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8242,5,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8243,2,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Honda,Urban,Thursday,Sep,5,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8244,12,400,2,8 to 15,8 to 15,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Mazda,Urban,Thursday,Nov,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8245,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Mazda,Rural,Thursday,Nov,2,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8246,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mazda,Urban,Monday,May,4,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8247,12,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Pontiac,Urban,Monday,Jan,1,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8248,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Ford,Urban,Friday,Mar,5,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8249,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Tuesday,Mar,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,8250,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Monday,Chevrolet,Urban,Friday,Dec,1,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,1,8251,6,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Accura,Urban,Friday,Jun,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8252,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Monday,Ford,Rural,Tuesday,Dec,2,Male,Single,37,Policy Holder,Utility - All Perils,Utility,more than 69000,1,8253,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Saturday,Pontiac,Rural,Monday,Dec,3,Female,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8254,12,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Saturn,Urban,Monday,Apr,1,Male,Married,55,Third Party,Sedan - Liability,Sport,40000 to 59000,0,8255,10,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Toyota,Urban,Tuesday,Jul,3,Male,Married,61,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8256,6,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Toyota,Urban,Tuesday,Sep,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8257,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Toyota,Urban,Wednesday,Jul,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8258,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Toyota,Rural,Wednesday,Nov,3,Male,Married,27,Third Party,Sedan - Collision,Sedan,less than 20000,0,8259,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,VW,Urban,Thursday,Dec,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8260,6,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8261,10,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Ford,Urban,Wednesday,Dec,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,8262,7,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Toyota,Urban,Tuesday,Dec,4,Male,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8263,11,400,3,more than 30,more than 30,1,2 years,21 to 25,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Mazda,Urban,Thursday,Oct,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8264,3,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Sunday,Honda,Urban,Wednesday,Apr,4,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8265,8,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Tuesday,Ford,Urban,Wednesday,Apr,1,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8266,13,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Sunday,Ford,Rural,Monday,May,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8267,4,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Chevrolet,Urban,Tuesday,Nov,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8268,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Honda,Urban,Wednesday,Jul,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8269,15,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Toyota,Urban,Thursday,Dec,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8270,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Pontiac,Rural,Tuesday,Sep,4,Male,Married,64,Third Party,Sedan - Liability,Sport,40000 to 59000,0,8271,5,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Chevrolet,Rural,Thursday,Sep,3,Male,Single,56,Policy Holder,Utility - Collision,Utility,more than 69000,0,8272,11,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Apr,2,Sunday,Honda,Urban,Wednesday,Apr,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8273,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Honda,Urban,Tuesday,Mar,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8274,14,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,VW,Urban,Tuesday,Sep,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8275,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Ford,Urban,Monday,Jul,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8276,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Honda,Urban,Wednesday,Jul,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8277,2,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Saab,Urban,Tuesday,Sep,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8278,14,700,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Toyota,Rural,Monday,Sep,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8279,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Toyota,Urban,Monday,Sep,2,Male,Married,70,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8280,5,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Honda,Rural,Monday,Jun,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8281,7,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Ford,Urban,Thursday,Jun,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8282,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Pontiac,Urban,Thursday,Aug,3,Female,Married,63,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8283,8,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Toyota,Urban,Wednesday,Sep,5,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8284,6,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Mazda,Urban,Thursday,Oct,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8285,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Chevrolet,Rural,Friday,Dec,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8286,12,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Saturday,Chevrolet,Urban,Wednesday,Jan,1,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8287,12,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Toyota,Urban,Tuesday,Jan,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8288,1,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Pontiac,Urban,Thursday,May,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8289,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Mazda,Urban,Monday,Dec,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8290,14,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Honda,Urban,Monday,May,3,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8291,4,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Mazda,Urban,Tuesday,May,3,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8292,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Honda,Urban,Wednesday,May,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8293,3,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Honda,Urban,Monday,May,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8294,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Honda,Urban,Tuesday,Sep,3,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8295,6,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8296,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Tuesday,Mazda,Urban,Wednesday,Sep,3,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8297,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Mazda,Urban,Monday,Sep,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8298,1,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Mazda,Urban,Friday,Dec,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8299,6,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Chevrolet,Urban,Wednesday,Dec,4,Male,Married,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8300,12,400,3,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Honda,Urban,Friday,Dec,5,Male,Married,78,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8301,4,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Mazda,Urban,Friday,Dec,5,Male,Married,50,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8302,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,VW,Urban,Tuesday,Nov,5,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8303,10,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,VW,Urban,Tuesday,Oct,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8304,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Saturday,Accura,Rural,Thursday,Oct,1,Male,Single,33,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8305,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Tuesday,Toyota,Urban,Wednesday,Jun,2,Male,Single,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8306,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Urban,Monday,May,4,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8307,5,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Chevrolet,Urban,Monday,May,3,Male,Single,30,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8308,7,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,3,Thursday,Honda,Urban,Friday,May,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8309,8,700,4,more than 30,more than 30,none,more than 7,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Toyota,Urban,Tuesday,Apr,1,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8310,4,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Pontiac,Urban,Wednesday,Nov,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8311,15,400,2,more than 30,more than 30,1,4 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Pontiac,Urban,Monday,Dec,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8312,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Toyota,Urban,Monday,Nov,5,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8313,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Pontiac,Urban,Monday,Nov,3,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,8314,11,500,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Toyota,Urban,Thursday,Nov,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8315,13,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Pontiac,Urban,Monday,Oct,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8316,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Mazda,Urban,Friday,Sep,5,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8317,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Pontiac,Urban,Friday,Aug,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8318,14,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Toyota,Urban,Friday,Dec,1,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8319,8,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Honda,Urban,Tuesday,May,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8320,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Pontiac,Urban,Monday,Dec,2,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8321,1,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Pontiac,Urban,Monday,Apr,3,Female,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8322,10,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Mazda,Urban,Tuesday,Oct,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8323,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Monday,Aug,2,Male,Single,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8324,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Monday,Accura,Urban,Monday,Sep,3,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8325,4,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Pontiac,Urban,Monday,Oct,1,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8326,5,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Honda,Urban,Tuesday,Oct,1,Male,Single,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8327,14,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Pontiac,Urban,Friday,Sep,1,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8328,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Friday,Honda,Urban,Friday,Oct,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8329,3,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Accura,Urban,Friday,Sep,5,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8330,6,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jul,1,Friday,Honda,Urban,Friday,Jul,2,Male,Married,52,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8331,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Toyota,Rural,Tuesday,Apr,4,Male,Married,27,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8332,3,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Pontiac,Urban,Tuesday,Nov,5,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8333,5,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Toyota,Urban,Monday,Dec,4,Female,Married,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8334,10,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Toyota,Urban,Friday,Dec,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,1,8335,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Saturn,Urban,Friday,Sep,5,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,0,8336,1,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Toyota,Urban,Tuesday,Oct,1,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8337,9,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,VW,Urban,Tuesday,Oct,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8338,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,more than 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Honda,Urban,Monday,Jan,1,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8339,4,400,1,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Honda,Urban,Wednesday,Mar,1,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8340,14,700,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Toyota,Urban,Tuesday,May,4,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8341,6,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Pontiac,Urban,Thursday,Jun,3,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8342,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Pontiac,Urban,Tuesday,Sep,4,Female,Married,60,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8343,10,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Mazda,Urban,Monday,Aug,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8344,10,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Thursday,Aug,3,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8345,15,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Honda,Urban,Monday,Sep,4,Female,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8346,10,400,2,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Toyota,Urban,Wednesday,Oct,3,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8347,12,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Toyota,Urban,Wednesday,Dec,3,Female,Widow,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8348,3,400,3,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Dodge,Urban,Thursday,Nov,3,Male,Married,79,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8349,3,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Pontiac,Rural,Friday,Dec,3,Male,Married,70,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8350,13,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Toyota,Urban,Monday,Dec,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8351,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Honda,Urban,Friday,May,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8352,15,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Honda,Urban,Friday,Dec,3,Female,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8353,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Pontiac,Urban,Monday,Sep,1,Male,Single,59,Policy Holder,Sport - All Perils,Sport,20000 to 29000,0,8354,10,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sport - All Perils,TRUE
+Oct,5,Monday,Mazda,Urban,Friday,Nov,1,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8355,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Honda,Urban,Thursday,Nov,1,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8356,9,400,1,more than 30,more than 30,2 to 4,2 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Pontiac,Urban,Monday,Jul,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,8357,2,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Mazda,Urban,Wednesday,Jul,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8358,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Toyota,Urban,Saturday,Dec,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8359,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Toyota,Urban,Wednesday,Apr,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8360,7,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Accura,Urban,Thursday,Nov,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8361,7,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Pontiac,Urban,Friday,Nov,4,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8362,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Toyota,Urban,Monday,Dec,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8363,14,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Pontiac,Urban,Wednesday,Aug,5,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8364,15,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Toyota,Urban,Monday,Aug,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,8365,13,500,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,2 to 3 years,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8366,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Sunday,Chevrolet,Urban,Thursday,Dec,3,Male,Single,32,Policy Holder,Utility - All Perils,Utility,more than 69000,1,8367,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,4,Wednesday,VW,Urban,Wednesday,May,5,Male,Married,64,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,8368,4,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Pontiac,Urban,Friday,Jul,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8369,2,400,3,8 to 15,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Ford,Urban,Friday,Mar,5,Female,Married,38,Third Party,Sedan - Liability,Sport,60000 to 69000,0,8370,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Pontiac,Urban,Thursday,Mar,3,Male,Married,58,Third Party,Sedan - Liability,Sport,less than 20000,0,8371,9,700,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Pontiac,Urban,Monday,Oct,1,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8372,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Chevrolet,Urban,Thursday,Jan,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8373,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Ford,Urban,Wednesday,May,4,Male,Married,48,Third Party,Sedan - Liability,Sport,40000 to 59000,0,8374,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Toyota,Urban,Monday,May,3,Female,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8375,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Toyota,Urban,Monday,May,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8376,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Toyota,Urban,Friday,Jul,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8377,2,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Pontiac,Urban,Friday,Dec,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8378,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,VW,Urban,Tuesday,Aug,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,8379,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Honda,Urban,Wednesday,Sep,4,Male,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,8380,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sport - Collision,TRUE
+Sep,5,Wednesday,Mercury,Urban,Monday,Oct,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8381,10,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Honda,Urban,Monday,Oct,5,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8382,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Toyota,Urban,Friday,Jan,2,Male,Married,47,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8383,1,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Accura,Urban,Wednesday,Jan,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8384,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Chevrolet,Urban,Monday,Jan,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,more than 69000,0,8385,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Urban,Tuesday,Jan,4,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8386,3,400,2,more than 30,more than 30,more than 4,6 years,26 to 30,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Toyota,Urban,Tuesday,May,4,Male,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8387,13,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Mazda,Urban,Monday,Sep,4,Male,Married,79,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8388,14,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Monday,Oct,1,Male,Single,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8389,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Dodge,Urban,Sunday,Oct,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8390,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Honda,Urban,Thursday,Sep,5,Female,Single,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8391,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Pontiac,Urban,Monday,Oct,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8392,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Friday,Oct,1,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8393,14,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Pontiac,Urban,Monday,Oct,1,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8394,16,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Chevrolet,Urban,Monday,Oct,1,Female,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8395,8,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Toyota,Urban,Monday,Dec,1,Female,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8396,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Pontiac,Urban,Sunday,Jun,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8397,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,VW,Urban,Monday,Jun,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8398,7,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Honda,Urban,Friday,Jun,1,Male,Married,57,Third Party,Sport - Collision,Sport,more than 69000,0,8399,10,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,4,Tuesday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,59,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8400,11,400,2,more than 30,more than 30,1,6 years,51 to 65,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Pontiac,Urban,Friday,Jan,4,Female,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8401,16,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Honda,Urban,Tuesday,Jan,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8402,14,700,1,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Dodge,Urban,Tuesday,Jan,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8403,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Honda,Urban,Friday,Jan,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8404,7,400,2,none,15 to 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Chevrolet,Rural,Friday,Nov,3,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8405,10,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Honda,Urban,Wednesday,Nov,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8406,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Toyota,Urban,Friday,Jan,4,Male,Single,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8407,16,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Honda,Urban,Thursday,Dec,3,Male,Married,52,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8408,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Toyota,Urban,Monday,Oct,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8409,11,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Chevrolet,Urban,Monday,Jun,1,Male,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8410,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Mazda,Urban,Wednesday,Jun,1,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8411,7,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Accura,Urban,Thursday,May,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8412,5,400,2,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Wednesday,Jun,3,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8413,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Toyota,Urban,Thursday,Nov,3,Female,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8414,1,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Tuesday,Mazda,Urban,Tuesday,Oct,3,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8415,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Mazda,Urban,Tuesday,Jul,1,Female,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8416,8,500,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Toyota,Urban,Tuesday,May,1,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8417,16,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Sunday,Mazda,Urban,Thursday,Jun,2,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8418,13,400,2,more than 30,more than 30,1,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Accura,Urban,Thursday,Jul,4,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8419,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Honda,Urban,Wednesday,Jul,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8420,6,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Chevrolet,Urban,Monday,Feb,1,Female,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8421,1,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Toyota,Urban,Tuesday,Jan,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8422,4,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Toyota,Urban,Thursday,Feb,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8423,3,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Tuesday,Pontiac,Urban,Wednesday,Jun,5,Male,Married,80,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8424,9,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Toyota,Urban,Wednesday,Sep,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8425,13,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Honda,Urban,Monday,Sep,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8426,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Chevrolet,Urban,Monday,Oct,2,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8427,4,400,1,more than 30,more than 30,1,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Mazda,Urban,Thursday,Nov,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8428,6,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Toyota,Urban,Tuesday,Nov,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8429,14,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Rural,Thursday,Nov,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8430,13,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Pontiac,Urban,Monday,Jan,5,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8431,7,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Honda,Urban,Tuesday,Jan,4,Female,Widow,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8432,6,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Accura,Rural,Wednesday,May,1,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8433,3,700,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8434,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Mazda,Urban,Tuesday,Oct,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8435,15,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Chevrolet,Urban,Tuesday,Oct,3,Male,Married,40,Policy Holder,Utility - Collision,Utility,more than 69000,0,8436,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Oct,3,Saturday,Chevrolet,Urban,Monday,Oct,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8437,13,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8438,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Mazda,Urban,Wednesday,Mar,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8439,16,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Tuesday,May,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8440,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Toyota,Urban,Thursday,Aug,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8441,15,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Pontiac,Urban,Thursday,Aug,2,Female,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8442,8,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8443,13,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Honda,Urban,Tuesday,Nov,4,Male,Married,36,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8444,5,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Pontiac,Urban,Wednesday,Nov,4,Male,Married,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8445,7,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Mazda,Urban,Thursday,Jun,2,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8446,3,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Chevrolet,Urban,Wednesday,Jun,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8447,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Toyota,Urban,Monday,Nov,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8448,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Mazda,Urban,Friday,Dec,5,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8449,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Mazda,Urban,Tuesday,Sep,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8450,16,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Friday,Honda,Urban,Tuesday,Jan,4,Male,Married,52,Policy Holder,Sport - Collision,Sport,more than 69000,0,8451,8,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,1,Monday,Chevrolet,Urban,Monday,Jan,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8452,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Toyota,Urban,Thursday,Nov,3,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8453,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Toyota,Urban,Monday,Dec,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,8454,15,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Mazda,Urban,Friday,Oct,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8455,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Toyota,Urban,Monday,Sep,2,Male,Married,78,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8456,9,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Toyota,Urban,Friday,Jul,1,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8457,4,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Chevrolet,Urban,Monday,Jun,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8458,14,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Pontiac,Urban,Wednesday,Dec,3,Male,Single,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8459,2,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Toyota,Urban,Wednesday,Oct,3,Male,Married,78,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8460,3,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Mazda,Urban,Tuesday,Mar,2,Male,Married,57,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8461,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Toyota,Urban,Monday,May,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8462,7,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Mazda,Urban,Thursday,Jun,1,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8463,12,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Monday,Sep,4,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8464,5,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,1 year,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Honda,Urban,Friday,Dec,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8465,1,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Monday,Dec,2,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,8466,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Ford,Urban,Monday,Oct,4,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8467,15,500,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Honda,Urban,Wednesday,Jun,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8468,6,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Saab,Urban,Monday,Jun,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8469,6,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Toyota,Urban,Wednesday,May,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8470,11,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Accura,Urban,Friday,Jan,4,Male,Married,31,Third Party,Sedan - Liability,Sport,more than 69000,0,8471,11,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Toyota,Urban,Friday,Jul,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8472,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Chevrolet,Urban,Monday,Jan,5,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8473,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Mazda,Urban,Wednesday,Jun,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8474,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Toyota,Urban,Monday,Jul,5,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8475,6,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Saturn,Urban,Tuesday,Oct,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,8476,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Honda,Urban,Friday,Oct,2,Female,Married,40,Policy Holder,Sedan - Liability,Sport,less than 20000,0,8477,7,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Toyota,Urban,Monday,Oct,3,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8478,14,400,3,more than 30,more than 30,1,5 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Mazda,Urban,Wednesday,Oct,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8479,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Pontiac,Urban,Monday,Oct,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8480,14,400,4,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Pontiac,Urban,Monday,Oct,5,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8481,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Pontiac,Urban,Friday,Jun,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8482,12,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Ferrari,Urban,Wednesday,Jun,3,Male,Married,36,Policy Holder,Utility - Collision,Utility,40000 to 59000,0,8483,2,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Jan,5,Tuesday,Toyota,Urban,Thursday,Feb,1,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8484,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Chevrolet,Urban,Thursday,Feb,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8485,9,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Honda,Urban,Thursday,Feb,1,Male,Married,74,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8486,7,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Honda,Urban,Monday,Jan,3,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,8487,11,400,3,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Pontiac,Urban,Thursday,Feb,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8488,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Chevrolet,Rural,Tuesday,Aug,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8489,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Mazda,Urban,Friday,Aug,1,Male,Single,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,8490,11,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jul,3,Monday,Pontiac,Rural,Tuesday,Jul,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8491,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Pontiac,Rural,Thursday,May,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8492,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Chevrolet,Urban,Thursday,Feb,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8493,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Pontiac,Urban,Friday,Feb,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8494,8,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8495,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Pontiac,Rural,Monday,Dec,3,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,8496,8,400,2,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Honda,Urban,Monday,Feb,2,Female,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8497,13,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Pontiac,Urban,Monday,Feb,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8498,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Pontiac,Urban,Thursday,Feb,2,Female,Divorced,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8499,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Honda,Rural,Tuesday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8500,11,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Chevrolet,Rural,Wednesday,Mar,1,Male,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8501,11,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Pontiac,Urban,Friday,Feb,2,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8502,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Sunday,Chevrolet,Urban,Tuesday,Apr,2,Female,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8503,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Toyota,Urban,Monday,Aug,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8504,2,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Mazda,Urban,Wednesday,Jan,1,Male,Married,43,Third Party,Sport - Collision,Sport,more than 69000,0,8505,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,5,Monday,Honda,Urban,Tuesday,Feb,1,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8506,7,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Mazda,Urban,Tuesday,Apr,1,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8507,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Pontiac,Urban,Friday,Apr,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8508,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Sunday,Mazda,Rural,Thursday,May,2,Female,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8509,14,400,1,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,VW,Urban,Monday,May,1,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8510,6,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Mazda,Rural,Tuesday,Apr,4,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8511,14,400,1,15 to 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Honda,Urban,Tuesday,Dec,3,Male,Married,51,Policy Holder,Sport - Collision,Sport,more than 69000,1,8512,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,2,Saturday,Honda,Urban,Friday,Sep,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8513,16,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Toyota,Urban,Monday,Oct,5,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8514,1,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8515,3,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Toyota,Urban,Wednesday,May,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8516,8,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Wednesday,May,1,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8517,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Chevrolet,Urban,Monday,Apr,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8518,6,500,1,15 to 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Pontiac,Urban,Friday,Jun,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8519,12,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Toyota,Urban,Monday,Jun,3,Male,Married,59,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8520,16,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Sunday,Mazda,Urban,Wednesday,Dec,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8521,11,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Mazda,Urban,Monday,Dec,2,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,8522,3,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Pontiac,Urban,Tuesday,Oct,5,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8523,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Pontiac,Urban,Friday,Oct,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8524,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Honda,Urban,Tuesday,Nov,2,Male,Single,23,Third Party,Sedan - Collision,Sedan,more than 69000,0,8525,1,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8526,15,400,2,more than 30,more than 30,none,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Honda,Urban,Thursday,Apr,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8527,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Mazda,Urban,Friday,Jul,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8528,8,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Toyota,Urban,Friday,Nov,1,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8529,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Pontiac,Urban,Friday,Sep,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8530,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Toyota,Urban,Friday,Sep,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8531,15,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Mazda,Urban,Monday,Aug,1,Male,Married,43,Third Party,Sport - Collision,Sport,more than 69000,0,8532,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,3,Thursday,Pontiac,Urban,Wednesday,Sep,4,Male,Single,38,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8533,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Toyota,Rural,Tuesday,Dec,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8534,2,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Sunday,Chevrolet,Rural,Friday,Nov,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8535,6,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Toyota,Rural,Monday,Dec,3,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8536,15,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Mazda,Urban,Friday,Jun,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8537,11,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Honda,Urban,Monday,May,4,Female,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8538,6,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Pontiac,Urban,Wednesday,Sep,3,Female,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8539,1,400,4,more than 30,more than 30,1,6 years,31 to 35,Yes,Yes,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Mazda,Urban,Wednesday,Sep,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8540,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Mazda,Urban,Tuesday,Sep,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8541,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Mazda,Urban,Wednesday,Dec,4,Female,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8542,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Accura,Urban,Friday,Jan,4,Male,Single,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8543,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Saturday,Honda,Urban,Wednesday,Mar,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8544,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Toyota,Urban,Wednesday,Mar,1,Male,Married,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8545,2,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Toyota,Urban,Thursday,May,3,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8546,8,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Friday,Toyota,Urban,Monday,Apr,1,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8547,8,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Ford,Urban,Monday,Jun,1,Male,Married,58,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,8548,15,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Pontiac,Urban,Wednesday,May,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8549,9,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Mazda,Urban,Wednesday,Aug,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8550,5,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Mazda,Urban,Tuesday,Aug,1,Female,Married,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8551,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Mazda,Urban,Tuesday,Oct,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8552,10,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,Toyota,Urban,Tuesday,Dec,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8553,4,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Chevrolet,Rural,Saturday,Dec,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8554,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Chevrolet,Urban,Monday,Jun,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8555,4,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,Yes,No,External,none,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Pontiac,Urban,Monday,Jan,4,Female,Married,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8556,4,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8557,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Honda,Urban,Monday,Oct,4,Male,Single,16,Third Party,Sport - Collision,Sport,more than 69000,0,8558,10,400,3,more than 30,more than 30,none,5 years,18 to 20,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,1,Monday,Toyota,Urban,Wednesday,Oct,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8559,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Toyota,Urban,Wednesday,Dec,3,Male,Single,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8560,10,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Mazda,Urban,Wednesday,Jun,2,Female,Married,22,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8561,9,400,4,8 to 15,15 to 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Pontiac,Urban,Monday,Jan,4,Female,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8562,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Honda,Urban,Monday,Feb,3,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8563,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Honda,Urban,Friday,Jan,3,Female,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8564,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Toyota,Rural,Thursday,Jan,3,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8565,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Pontiac,Urban,Thursday,Jan,3,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8566,11,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Saturday,Pontiac,Urban,Thursday,Jan,1,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8567,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Mazda,Urban,Wednesday,Dec,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8568,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Toyota,Urban,Monday,Jan,1,Male,Married,57,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8569,6,500,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,2 to 3 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Pontiac,Urban,Monday,Jul,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8570,16,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Mazda,Rural,Tuesday,Jun,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8571,5,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Pontiac,Urban,Monday,Jun,1,Male,Married,64,Third Party,Sedan - Collision,Sedan,more than 69000,0,8572,15,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Pontiac,Urban,Thursday,Dec,3,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,8573,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Toyota,Urban,Tuesday,Dec,3,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8574,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Sunday,Pontiac,Urban,Monday,Feb,3,Male,Married,77,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8575,15,400,2,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Wednesday,Feb,4,Female,Divorced,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8576,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,VW,Urban,Tuesday,Jun,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8577,16,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Mazda,Urban,Monday,Mar,2,Female,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8578,9,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Pontiac,Urban,Monday,Mar,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8579,15,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Toyota,Urban,Tuesday,Mar,5,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8580,3,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Pontiac,Urban,Wednesday,Jan,2,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8581,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Chevrolet,Urban,Friday,Jul,2,Male,Married,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8582,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8583,14,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,Honda,Urban,Monday,Jun,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8584,1,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Toyota,Urban,Friday,Jul,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8585,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Chevrolet,Urban,Monday,Apr,3,Female,Married,43,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8586,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Chevrolet,Urban,Thursday,Nov,4,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8587,12,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Thursday,Nov,5,Female,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8588,15,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Pontiac,Rural,Wednesday,May,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,8589,4,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Pontiac,Urban,Monday,May,5,Female,Single,26,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8590,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Honda,Rural,Tuesday,Dec,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8591,5,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Accura,Urban,Thursday,Feb,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,8592,11,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Honda,Urban,Wednesday,Nov,5,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8593,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Honda,Rural,Friday,Apr,5,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8594,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Chevrolet,Rural,Thursday,Mar,3,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8595,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Honda,Urban,Monday,Feb,1,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8596,7,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Pontiac,Urban,Monday,Feb,1,Female,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8597,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Pontiac,Urban,Thursday,Jan,2,Female,Single,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8598,11,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Chevrolet,Urban,Monday,Jan,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8599,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8600,6,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Toyota,Urban,Wednesday,Jan,2,Male,Single,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8601,15,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Ford,Urban,Monday,Jan,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8602,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Pontiac,Urban,Monday,Feb,1,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8603,6,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Toyota,Urban,Thursday,Feb,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8604,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Pontiac,Urban,Friday,Jan,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,8605,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Mazda,Urban,Thursday,Oct,2,Female,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8606,1,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Toyota,Urban,Thursday,Sep,5,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8607,5,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Wednesday,Mazda,Urban,Thursday,Sep,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8608,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8609,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Pontiac,Urban,Tuesday,Jul,4,Male,Single,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8610,13,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Wednesday,Honda,Rural,Thursday,May,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8611,5,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,4 to 8 years,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Toyota,Urban,Thursday,Apr,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8612,9,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Chevrolet,Urban,Monday,May,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,8613,2,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Honda,Urban,Friday,Dec,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8614,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Chevrolet,Urban,Thursday,Nov,4,Male,Married,44,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8615,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Monday,VW,Urban,Monday,Jan,5,Male,Married,45,Third Party,Sedan - Liability,Sport,60000 to 69000,0,8616,12,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8617,10,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Honda,Urban,Friday,Jan,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8618,1,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Tuesday,Oct,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8619,16,700,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Toyota,Urban,Tuesday,Oct,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8620,12,500,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Toyota,Urban,Monday,Oct,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8621,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Pontiac,Urban,Thursday,Nov,1,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8622,1,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Toyota,Rural,Thursday,Aug,1,Male,Married,39,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8623,1,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Pontiac,Rural,Thursday,Sep,5,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8624,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Chevrolet,Urban,Monday,Jun,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8625,8,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Honda,Urban,Tuesday,Jun,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8626,4,400,4,more than 30,more than 30,2 to 4,new,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Chevrolet,Rural,Monday,Mar,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8627,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Honda,Urban,Monday,Feb,4,Female,Married,53,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,8628,13,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Toyota,Urban,Tuesday,Feb,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8629,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Chevrolet,Urban,Wednesday,Dec,4,Male,Married,67,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8630,10,400,3,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Pontiac,Urban,Thursday,Feb,2,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8631,5,400,2,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Chevrolet,Urban,Monday,Feb,1,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8632,8,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Mazda,Urban,Tuesday,Feb,2,Male,Married,68,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8633,7,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Mazda,Urban,Friday,Jan,4,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8634,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Pontiac,Rural,Monday,Dec,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,8635,8,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Toyota,Urban,Monday,Jan,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8636,14,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Ford,Urban,Monday,Jan,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8637,16,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Honda,Urban,Saturday,Dec,2,Male,Single,17,Policy Holder,Sport - Collision,Sport,more than 69000,0,8638,10,400,3,more than 30,more than 30,none,2 years,18 to 20,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Thursday,Dec,4,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8639,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Accura,Rural,Wednesday,Nov,2,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8640,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Saab,Urban,Wednesday,Oct,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8641,16,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Sunday,Pontiac,Urban,Monday,Aug,5,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8642,9,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Pontiac,Urban,Tuesday,Aug,5,Male,Single,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8643,15,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Pontiac,Urban,Thursday,Jun,4,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8644,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Pontiac,Urban,Friday,Jun,1,Male,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8645,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Thursday,May,3,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8646,14,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,VW,Rural,Thursday,Feb,4,Male,Married,52,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8647,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Honda,Rural,Tuesday,Sep,3,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,8648,5,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Toyota,Urban,Saturday,Dec,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,8649,10,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Honda,Urban,Tuesday,Oct,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8650,16,700,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Chevrolet,Urban,Monday,Feb,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8651,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Saturday,Pontiac,Urban,Monday,Aug,5,Male,Single,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8652,3,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Toyota,Urban,Monday,Jul,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8653,5,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,Toyota,Urban,Thursday,Apr,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8654,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Accura,Rural,Wednesday,Aug,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8655,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Chevrolet,Rural,Friday,Mar,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8656,13,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Toyota,Urban,Monday,Mar,1,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8657,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,VW,Urban,Wednesday,Feb,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8658,5,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Toyota,Urban,Wednesday,Feb,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8659,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Honda,Urban,Tuesday,Feb,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8660,13,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Sunday,Saturn,Urban,Wednesday,Apr,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8661,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Honda,Urban,Saturday,Apr,2,Female,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8662,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Chevrolet,Rural,Thursday,Feb,2,Male,Married,64,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8663,12,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,5 to 8,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Chevrolet,Urban,Friday,Jan,5,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8664,1,400,1,more than 30,more than 30,1,more than 7,51 to 65,Yes,Yes,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Toyota,Urban,Thursday,Feb,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8665,15,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Accura,Urban,Monday,Dec,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8666,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Chevrolet,Urban,Thursday,Feb,1,Female,Single,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8667,2,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Mazda,Urban,Wednesday,Dec,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8668,6,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Pontiac,Urban,Wednesday,Feb,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8669,11,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Honda,Urban,Wednesday,Jan,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8670,1,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Toyota,Urban,Thursday,Jan,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8671,15,500,3,8 to 15,more than 30,none,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Pontiac,Urban,Thursday,Dec,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8672,11,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Saab,Rural,Monday,Jan,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8673,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Pontiac,Urban,Tuesday,Dec,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8674,12,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Pontiac,Urban,Tuesday,Mar,5,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8675,13,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Chevrolet,Urban,Wednesday,Mar,4,Male,Single,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8676,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Chevrolet,Urban,Thursday,Feb,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8677,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Accura,Urban,Friday,Feb,3,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8678,16,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Honda,Urban,Monday,Mar,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8679,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Pontiac,Urban,Monday,Dec,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,8680,14,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Monday,Feb,3,Female,Married,18,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8681,10,400,2,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Pontiac,Urban,Wednesday,Feb,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8682,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Toyota,Urban,Friday,Feb,1,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,8683,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Pontiac,Urban,Monday,Feb,2,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8684,14,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Honda,Urban,Monday,Dec,3,Male,Married,58,Third Party,Sport - Collision,Sport,more than 69000,0,8685,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,3,Friday,Toyota,Urban,Thursday,Jan,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8686,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Toyota,Urban,Tuesday,Jan,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8687,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8688,7,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Toyota,Urban,Friday,Jan,3,Female,Single,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8689,7,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Saab,Urban,Thursday,Jan,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8690,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Mazda,Urban,Wednesday,Jan,1,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8691,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Accura,Urban,Wednesday,Dec,5,Male,Single,36,Policy Holder,Utility - All Perils,Utility,more than 69000,1,8692,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Friday,Pontiac,Urban,Thursday,Jan,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8693,9,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Toyota,Urban,Monday,Dec,3,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,8694,12,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Chevrolet,Urban,Tuesday,Jan,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8695,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Saturday,Mazda,Rural,Tuesday,Feb,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8696,16,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Chevrolet,Urban,Friday,Jan,3,Male,Married,31,Policy Holder,Utility - Liability,Utility,more than 69000,0,8697,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Utility - Liability,TRUE
+Dec,3,Tuesday,Honda,Urban,Tuesday,Jan,2,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8698,9,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Pontiac,Urban,Friday,Jan,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8699,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Honda,Rural,Monday,Jan,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8700,8,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Honda,Urban,Monday,Jan,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8701,9,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Mazda,Urban,Tuesday,Jan,1,Male,Married,27,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8702,10,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Pontiac,Urban,Monday,Jan,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8703,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Saab,Urban,Wednesday,Dec,5,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,8704,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Honda,Urban,Monday,Jan,1,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8705,7,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Honda,Urban,Monday,Jan,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8706,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Saturday,Toyota,Urban,Tuesday,Jan,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8707,16,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Honda,Urban,Monday,Jan,2,Female,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8708,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8709,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Pontiac,Urban,Thursday,Jan,2,Male,Married,38,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8710,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Pontiac,Rural,Thursday,Feb,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8711,15,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Toyota,Urban,Monday,Jan,1,Female,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8712,10,700,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Pontiac,Urban,Monday,Jan,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8713,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Toyota,Urban,Friday,Jan,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8714,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Toyota,Urban,Tuesday,Dec,4,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,8715,6,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Mazda,Urban,Friday,Jan,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8716,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Chevrolet,Urban,Saturday,Jan,2,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8717,3,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Porche,Urban,Monday,Jan,4,Male,Single,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8718,14,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Saturn,Urban,Friday,Jan,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8719,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Toyota,Urban,Tuesday,Jan,2,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8720,11,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Chevrolet,Urban,Monday,Jan,2,Male,Married,77,Third Party,Sedan - Liability,Sport,60000 to 69000,0,8721,9,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Pontiac,Urban,Friday,Jan,4,Male,Single,61,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,8722,16,500,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Monday,Jan,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8723,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Honda,Urban,Monday,Jan,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8724,14,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Honda,Urban,Monday,Jan,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8725,12,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Honda,Urban,Thursday,Jan,3,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8726,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Chevrolet,Urban,Wednesday,Jan,3,Female,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8727,10,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Pontiac,Urban,Monday,Jan,4,Female,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8728,5,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Chevrolet,Urban,Monday,Jan,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8729,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Accura,Urban,Monday,Feb,2,Male,Married,72,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8730,10,400,4,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,5,Sunday,Honda,Urban,Thursday,Feb,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8731,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Mazda,Urban,Thursday,Feb,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8732,6,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Honda,Urban,Friday,Feb,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8733,9,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Toyota,Urban,Friday,Feb,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8734,3,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,5 to 8,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Toyota,Rural,Tuesday,Dec,3,Female,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8735,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Mazda,Urban,Monday,Jan,1,Male,Married,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8736,16,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Pontiac,Urban,Monday,Jan,4,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8737,9,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,1 year,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Chevrolet,Urban,Monday,Jan,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8738,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Ford,Urban,Monday,Jan,2,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8739,6,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Friday,Pontiac,Urban,Monday,Jan,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8740,13,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Pontiac,Urban,Tuesday,Jan,4,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8741,13,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Honda,Urban,Thursday,Jan,2,Female,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8742,1,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Toyota,Urban,Wednesday,Jan,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8743,16,700,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Toyota,Urban,Wednesday,Mar,2,Male,Single,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8744,9,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Honda,Urban,Wednesday,Jan,2,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8745,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Friday,Jan,2,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8746,7,400,4,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Honda,Urban,Wednesday,Jan,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8747,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Toyota,Urban,Thursday,Dec,5,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,8748,14,400,3,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Mazda,Urban,Friday,Jan,3,Male,Married,39,Third Party,Sedan - Collision,Sedan,more than 69000,0,8749,4,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Pontiac,Urban,Wednesday,Jan,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8750,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Pontiac,Urban,Thursday,Jan,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8751,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Toyota,Urban,Saturday,Jan,4,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8752,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Honda,Urban,Tuesday,Jan,4,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8753,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Toyota,Urban,Wednesday,Feb,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8754,3,400,4,more than 30,more than 30,none,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Toyota,Urban,Monday,Jan,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8755,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Honda,Urban,Friday,Feb,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8756,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Toyota,Urban,Monday,Feb,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8757,1,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Toyota,Urban,Wednesday,Feb,3,Female,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8758,7,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Mazda,Urban,Tuesday,Feb,3,Female,Single,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8759,6,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Friday,Feb,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8760,16,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Honda,Urban,Thursday,Nov,2,Male,Single,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8761,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Mazda,Rural,Tuesday,Sep,4,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8762,10,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Pontiac,Urban,Friday,Sep,5,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8763,11,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Mazda,Urban,Tuesday,Apr,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8764,1,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Pontiac,Urban,Monday,Mar,3,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8765,6,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Ford,Urban,Friday,Feb,4,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8766,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Honda,Urban,Wednesday,Feb,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8767,16,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Toyota,Urban,Monday,Feb,3,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8768,6,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Pontiac,Urban,Friday,Feb,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8769,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,8770,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Nisson,Urban,Wednesday,Mar,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8771,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Friday,Feb,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8772,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Toyota,Urban,Monday,Feb,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8773,9,500,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Chevrolet,Rural,Thursday,Feb,3,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8774,8,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Mercury,Urban,Monday,Feb,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8775,11,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Mazda,Urban,Friday,Feb,2,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8776,11,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Toyota,Urban,Monday,Feb,2,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8777,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Mazda,Urban,Thursday,Feb,2,Male,Single,48,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8778,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Dodge,Urban,Wednesday,Feb,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8779,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Pontiac,Rural,Tuesday,Feb,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8780,1,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Mazda,Urban,Friday,Jan,3,Female,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8781,7,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Honda,Urban,Saturday,Jan,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8782,3,400,1,more than 30,more than 30,more than 4,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8783,6,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Toyota,Urban,Thursday,Feb,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8784,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Toyota,Urban,Thursday,Feb,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,8785,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Saturday,Toyota,Urban,Monday,Oct,1,Female,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8786,5,400,2,more than 30,more than 30,2 to 4,2 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Honda,Urban,Wednesday,Mar,2,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8787,7,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Mazda,Urban,Tuesday,Feb,4,Male,Married,41,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8788,16,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Pontiac,Urban,Monday,Feb,4,Female,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8789,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Chevrolet,Urban,Friday,Feb,3,Female,Married,28,Third Party,Sedan - Liability,Sport,more than 69000,0,8790,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Pontiac,Urban,Tuesday,Mar,1,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8791,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Ford,Urban,Friday,Feb,2,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8792,15,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8793,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Pontiac,Urban,Thursday,Feb,1,Female,Single,29,Third Party,Sedan - Collision,Sedan,less than 20000,0,8794,4,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Toyota,Urban,Tuesday,Feb,3,Female,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8795,8,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Chevrolet,Urban,Wednesday,Feb,2,Male,Married,79,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8796,1,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Mazda,Urban,Friday,Jan,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8797,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Pontiac,Urban,Wednesday,Jan,4,Male,Single,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8798,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Pontiac,Urban,Wednesday,Jan,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8799,14,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Toyota,Urban,Friday,Jan,4,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8800,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Mercury,Urban,Monday,Jan,3,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8801,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Mazda,Urban,Wednesday,Jan,2,Female,Single,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8802,11,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Honda,Urban,Wednesday,Jan,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8803,14,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Pontiac,Urban,Monday,Jan,3,Female,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8804,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Saturday,Pontiac,Rural,Friday,May,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8805,9,700,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Mazda,Urban,Thursday,Jan,4,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8806,11,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Pontiac,Urban,Monday,Jun,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,less than 20000,0,8807,9,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Friday,Feb,3,Male,Married,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8808,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Pontiac,Urban,Wednesday,Mar,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8809,3,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Thursday,Feb,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8810,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Toyota,Urban,Monday,Apr,1,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8811,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Mazda,Urban,Tuesday,Mar,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8812,2,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Pontiac,Urban,Friday,Jun,2,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8813,11,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Honda,Urban,Tuesday,Dec,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8814,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Pontiac,Urban,Tuesday,Nov,3,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8815,9,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Pontiac,Urban,Thursday,Jun,3,Male,Single,46,Third Party,Sedan - Collision,Sedan,more than 69000,0,8816,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Mazda,Urban,Wednesday,Mar,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,more than 69000,0,8817,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Pontiac,Rural,Wednesday,Dec,5,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8818,1,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Mazda,Urban,Wednesday,Apr,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8819,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Pontiac,Urban,Monday,Jul,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8820,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Friday,Mazda,Urban,Tuesday,Aug,4,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8821,4,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Toyota,Urban,Monday,Nov,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8822,2,400,3,more than 30,more than 30,1,7 years,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Mazda,Urban,Friday,Sep,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8823,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Honda,Urban,Wednesday,Mar,2,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8824,8,500,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8825,3,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Toyota,Urban,Thursday,May,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8826,13,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Toyota,Urban,Friday,Apr,4,Male,Married,53,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8827,12,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Toyota,Urban,Tuesday,May,1,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8828,6,400,4,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,more than 5,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Toyota,Urban,Wednesday,Apr,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,less than 20000,0,8829,9,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Chevrolet,Rural,Thursday,Jun,1,Male,Married,60,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8830,12,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Honda,Urban,Monday,Feb,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8831,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8832,16,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Chevrolet,Urban,Monday,Aug,1,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8833,11,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Pontiac,Urban,Thursday,Jan,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8834,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Mazda,Urban,Friday,Oct,4,Female,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8835,4,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Honda,Rural,Tuesday,Dec,2,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8836,13,700,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Toyota,Urban,Tuesday,Feb,5,Female,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8837,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,VW,Urban,Friday,Jun,1,Female,Single,30,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,8838,4,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Pontiac,Urban,Tuesday,Apr,3,Female,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8839,7,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Toyota,Urban,Tuesday,Jan,1,Female,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8840,13,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Honda,Urban,Tuesday,Apr,3,Male,Married,73,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8841,16,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Toyota,Urban,Friday,Jul,2,Male,Married,46,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8842,4,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8843,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Toyota,Urban,Tuesday,Aug,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8844,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Toyota,Urban,Wednesday,May,2,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8845,4,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Pontiac,Urban,Thursday,Dec,5,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8846,13,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8847,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,VW,Urban,Monday,Apr,4,Male,Single,28,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8848,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Honda,Urban,Wednesday,Jan,1,Male,Single,26,Third Party,Sedan - All Perils,Sedan,more than 69000,0,8849,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Saturday,Pontiac,Urban,Tuesday,Aug,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8850,7,400,2,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Toyota,Urban,Thursday,Jul,5,Female,Single,78,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8851,4,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Honda,Urban,Wednesday,Dec,5,Male,Married,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8852,13,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Ford,Urban,Friday,Sep,3,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8853,2,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Chevrolet,Urban,Friday,Sep,3,Female,Divorced,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8854,2,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8855,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Wednesday,Feb,2,Female,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8856,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Pontiac,Urban,Tuesday,May,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8857,7,400,1,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Saab,Urban,Friday,Aug,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8858,8,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Chevrolet,Urban,Monday,Jul,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8859,3,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Saturday,Toyota,Urban,Monday,Jul,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8860,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Chevrolet,Urban,Tuesday,Dec,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8861,11,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Pontiac,Urban,Friday,Dec,1,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8862,4,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Pontiac,Urban,Thursday,Apr,4,Female,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8863,9,400,4,none,15 to 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Accura,Urban,Wednesday,Jun,2,Male,Married,38,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8864,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Thursday,Toyota,Urban,Friday,Jun,1,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8865,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8866,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Mazda,Urban,Thursday,Jul,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8867,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Honda,Urban,Tuesday,Oct,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8868,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,VW,Urban,Tuesday,Sep,1,Male,Single,20,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8869,10,400,1,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Toyota,Urban,Friday,Nov,1,Male,Single,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8870,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8871,2,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Honda,Urban,Tuesday,Jul,2,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,8872,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Honda,Urban,Thursday,Jul,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8873,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Toyota,Urban,Thursday,Jan,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,8874,1,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Mazda,Urban,Wednesday,Oct,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8875,15,500,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Honda,Urban,Friday,Jan,1,Male,Married,46,Policy Holder,Sport - Collision,Sport,more than 69000,1,8876,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,2,Wednesday,Honda,Urban,Thursday,Oct,4,Female,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8877,15,400,3,more than 30,more than 30,none,2 years,21 to 25,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Pontiac,Rural,Wednesday,Jan,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8878,8,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Honda,Urban,Thursday,Feb,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8879,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Mazda,Urban,Friday,Feb,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8880,13,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Honda,Urban,Friday,Jan,2,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8881,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8882,2,400,4,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Toyota,Urban,Monday,Jun,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8883,3,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Mazda,Urban,Tuesday,Jun,1,Male,Married,80,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8884,4,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Chevrolet,Urban,Monday,Jun,1,Male,Single,55,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8885,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Honda,Urban,Wednesday,May,4,Male,Single,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8886,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8887,10,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,Accura,Urban,Tuesday,Jan,1,Male,Married,46,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8888,10,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Tuesday,Pontiac,Urban,Thursday,Sep,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8889,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,VW,Rural,Monday,Sep,1,Male,Single,26,Third Party,Sedan - Liability,Sport,40000 to 59000,0,8890,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Pontiac,Urban,Monday,May,5,Male,Married,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8891,13,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Honda,Rural,Thursday,May,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8892,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Friday,Honda,Rural,Wednesday,Apr,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8893,6,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Pontiac,Urban,Thursday,Apr,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8894,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Saab,Urban,Friday,Mar,2,Male,Married,57,Third Party,Sedan - Collision,Sedan,more than 69000,0,8895,3,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Ford,Urban,Tuesday,Dec,3,Male,Married,79,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,8896,15,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Monday,Chevrolet,Urban,Friday,Nov,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8897,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Monday,Toyota,Urban,Monday,Nov,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8898,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Mazda,Urban,Wednesday,Sep,2,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8899,5,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Pontiac,Urban,Monday,May,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8900,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Honda,Urban,Monday,Apr,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8901,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Pontiac,Urban,Monday,Apr,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,8902,6,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Mazda,Urban,Tuesday,Mar,4,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8903,8,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mazda,Urban,Wednesday,Mar,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8904,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Toyota,Urban,Monday,Oct,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8905,8,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Chevrolet,Urban,Tuesday,Oct,3,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8906,14,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Chevrolet,Urban,Tuesday,Oct,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8907,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Mazda,Urban,Wednesday,Sep,5,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8908,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8909,4,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Mazda,Urban,Tuesday,Sep,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8910,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Thursday,Toyota,Rural,Friday,Aug,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8911,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Ford,Urban,Tuesday,May,4,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8912,3,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,3,Wednesday,Honda,Urban,Friday,Apr,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8913,7,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Mazda,Urban,Tuesday,Apr,4,Female,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8914,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Honda,Urban,Monday,Apr,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8915,9,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,VW,Urban,Thursday,Mar,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8916,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Mazda,Urban,Wednesday,Mar,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8917,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Honda,Urban,Monday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8918,2,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Pontiac,Urban,Friday,Mar,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8919,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Pontiac,Urban,Thursday,Nov,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8920,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Pontiac,Rural,Thursday,Nov,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8921,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Toyota,Urban,Friday,Jul,2,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8922,16,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Thursday,Chevrolet,Urban,Friday,Jul,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8923,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Ford,Urban,Monday,Jan,1,Male,Married,32,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,8924,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Friday,Jul,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8925,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Pontiac,Urban,Thursday,Jul,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8926,8,500,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,2 to 3 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Wednesday,May,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8927,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Honda,Urban,Tuesday,May,1,Female,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8928,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Ford,Urban,Monday,May,2,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8929,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Mercury,Urban,Thursday,Nov,2,Male,Married,63,Policy Holder,Utility - All Perils,Utility,30000 to 39000,0,8930,6,400,1,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Friday,Honda,Urban,Monday,Oct,4,Male,Married,32,Policy Holder,Sport - Collision,Sport,more than 69000,0,8931,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,3,Wednesday,Mazda,Urban,Wednesday,Oct,3,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,8932,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Mazda,Urban,Wednesday,Aug,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8933,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Mazda,Urban,Thursday,Sep,4,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8934,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8935,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Tuesday,Mazda,Urban,Tuesday,Jun,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8936,13,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Honda,Urban,Monday,May,5,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,8937,10,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Accura,Urban,Thursday,May,4,Male,Married,47,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8938,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,2,Monday,Toyota,Urban,Tuesday,May,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8939,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Pontiac,Urban,Wednesday,Jun,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8940,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Honda,Urban,Thursday,Apr,2,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8941,7,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Chevrolet,Urban,Wednesday,Apr,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8942,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Chevrolet,Urban,Tuesday,Apr,1,Male,Married,31,Policy Holder,Utility - All Perils,Utility,more than 69000,0,8943,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Saturday,Mazda,Urban,Monday,Jul,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8944,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Pontiac,Rural,Monday,Jul,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8945,2,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Pontiac,Rural,Friday,Mar,2,Male,Married,47,Third Party,Sedan - All Perils,Sedan,less than 20000,0,8946,11,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Pontiac,Urban,Monday,Apr,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8947,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,VW,Urban,Thursday,Mar,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,8948,9,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Mazda,Rural,Tuesday,Mar,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8949,9,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Honda,Urban,Wednesday,Mar,1,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8950,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Toyota,Urban,Thursday,Jun,5,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8951,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Thursday,Nov,4,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8952,7,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Toyota,Urban,Wednesday,Jan,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8953,11,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Mazda,Urban,Tuesday,Feb,2,Male,Married,78,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8954,4,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Mazda,Rural,Thursday,Feb,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8955,8,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Mazda,Rural,Monday,Jan,1,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8956,5,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Tuesday,Feb,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8957,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8958,14,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Chevrolet,Urban,Wednesday,Mar,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8959,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Toyota,Urban,Wednesday,Jan,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,8960,10,400,4,none,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Accura,Urban,Thursday,Feb,4,Male,Married,47,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8961,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,5,Monday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8962,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Toyota,Urban,Tuesday,Mar,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8963,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Honda,Urban,Tuesday,Jan,1,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,8964,10,400,1,more than 30,more than 30,none,4 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Pontiac,Rural,Friday,Mar,3,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8965,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Honda,Urban,Wednesday,Mar,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8966,2,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Saturday,Chevrolet,Urban,Tuesday,Apr,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8967,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Mazda,Rural,Wednesday,Jan,1,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8968,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Pontiac,Rural,Tuesday,Apr,3,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8969,6,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Thursday,Ford,Urban,Tuesday,Apr,3,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,8970,10,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Chevrolet,Urban,Tuesday,Jun,2,Male,Married,64,Third Party,Sedan - Liability,Sport,30000 to 39000,0,8971,9,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Toyota,Urban,Wednesday,Jun,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8972,2,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Toyota,Urban,Friday,Jun,2,Female,Married,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,8973,12,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Toyota,Rural,Tuesday,Jul,3,Male,Single,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8974,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Mazda,Urban,Monday,Jul,2,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,8975,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,4,Saturday,Chevrolet,Urban,Wednesday,Sep,5,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,8976,10,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Chevrolet,Urban,Wednesday,Feb,1,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8977,6,500,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Mazda,Urban,Thursday,Feb,1,Male,Married,50,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,8978,1,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8979,14,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Honda,Urban,Monday,Feb,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8980,6,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Honda,Urban,Thursday,Jan,1,Male,Married,63,Third Party,Sport - Collision,Sport,more than 69000,0,8981,11,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,4,Saturday,Chevrolet,Urban,Friday,Mar,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8982,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Toyota,Rural,Monday,Mar,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8983,5,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,5,Tuesday,Pontiac,Urban,Tuesday,Feb,5,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8984,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Chevrolet,Urban,Friday,Mar,1,Male,Married,36,Policy Holder,Utility - Collision,Utility,more than 69000,0,8985,10,400,4,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Mar,1,Friday,Toyota,Urban,Friday,Mar,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8986,14,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Mazda,Urban,Monday,Mar,1,Female,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,8987,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Tuesday,Mar,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,8988,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Mazda,Urban,Wednesday,Mar,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8989,16,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Mazda,Urban,Monday,Apr,2,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8990,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Honda,Rural,Monday,May,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8991,10,700,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Toyota,Urban,Saturday,Jun,3,Female,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,8992,7,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Ford,Rural,Monday,Jun,4,Male,Single,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,8993,10,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Toyota,Urban,Monday,Jul,1,Male,Married,43,Third Party,Sedan - Collision,Sedan,more than 69000,0,8994,9,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Mazda,Urban,Thursday,Jul,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8995,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Chevrolet,Urban,Tuesday,Jul,1,Female,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,8996,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Honda,Urban,Monday,Jul,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,8997,5,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Honda,Urban,Monday,Jul,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,8998,12,400,3,more than 30,more than 30,more than 4,4 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Tuesday,Pontiac,Urban,Friday,Nov,1,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,8999,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Mazda,Urban,Monday,Nov,3,Female,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9000,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Tuesday,Toyota,Rural,Friday,Nov,1,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9001,15,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Mazda,Urban,Wednesday,Nov,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9002,12,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Toyota,Urban,Monday,Nov,1,Male,Single,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9003,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Monday,Chevrolet,Urban,Tuesday,Aug,1,Female,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9004,15,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Mazda,Urban,Tuesday,Jul,3,Male,Married,48,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9005,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9006,10,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Saturday,Pontiac,Rural,Wednesday,Jan,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9007,12,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Wednesday,Jul,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9008,13,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Saturday,Honda,Urban,Tuesday,Jan,2,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9009,16,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Chevrolet,Urban,Tuesday,Jul,3,Male,Single,55,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9010,16,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,1 year,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,4,Friday,Mazda,Urban,Friday,Jun,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9011,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Pontiac,Rural,Tuesday,Jun,3,Male,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9012,16,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Pontiac,Urban,Thursday,Jun,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9013,5,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Honda,Urban,Monday,Jun,3,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9014,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Toyota,Urban,Wednesday,Jun,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9015,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Monday,Jun,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9016,4,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Honda,Urban,Friday,Jul,3,Female,Single,48,Policy Holder,Sport - Collision,Sport,more than 69000,0,9017,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+May,2,Friday,Toyota,Urban,Wednesday,May,3,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9018,15,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Sunday,Mazda,Urban,Monday,May,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9019,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Mazda,Urban,Monday,May,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9020,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Toyota,Urban,Monday,Apr,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9021,13,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Mazda,Urban,Thursday,Apr,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9022,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Toyota,Urban,Thursday,Mar,4,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9023,11,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Toyota,Urban,Wednesday,Mar,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9024,15,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Toyota,Urban,Monday,Mar,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9025,5,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Mazda,Urban,Wednesday,Mar,5,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9026,15,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Wednesday,Mar,3,Male,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9027,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Toyota,Urban,Friday,Mar,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9028,4,500,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Pontiac,Urban,Monday,Mar,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9029,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Toyota,Urban,Monday,Jan,3,Female,Divorced,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9030,12,400,1,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Pontiac,Urban,Monday,Mar,2,Female,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9031,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Honda,Urban,Friday,Mar,2,Male,Single,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9032,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Mazda,Urban,Friday,Mar,1,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9033,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Pontiac,Urban,Monday,Mar,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9034,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Honda,Urban,Friday,Mar,4,Male,Married,47,Third Party,Sport - Collision,Sport,more than 69000,0,9035,5,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,1,Thursday,Ford,Urban,Tuesday,Mar,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9036,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Tuesday,Chevrolet,Urban,Wednesday,Mar,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9037,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Honda,Urban,Monday,Jan,1,Male,Single,22,Policy Holder,Sport - Collision,Sport,more than 69000,1,9038,8,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,4,Monday,VW,Urban,Friday,Jun,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9039,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Pontiac,Urban,Thursday,Mar,1,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9040,16,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Mazda,Urban,Wednesday,Feb,2,Male,Married,28,Third Party,Sport - Collision,Sport,more than 69000,0,9041,10,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,4,Sunday,Dodge,Urban,Wednesday,Nov,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9042,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Honda,Urban,Wednesday,Oct,4,Male,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9043,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Chevrolet,Urban,Wednesday,Jan,1,Male,Married,51,Third Party,Sedan - All Perils,Sedan,more than 69000,0,9044,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Toyota,Urban,Tuesday,Oct,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9045,16,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9046,1,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Honda,Urban,Wednesday,Sep,3,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9047,11,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Mazda,Urban,Friday,Aug,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9048,16,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Honda,Urban,Saturday,Oct,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9049,8,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Toyota,Urban,Friday,Aug,1,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9050,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Honda,Urban,Thursday,Feb,1,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,9051,14,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Mazda,Urban,Friday,Jul,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9052,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Pontiac,Urban,Friday,Jul,1,Male,Single,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9053,3,700,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Mercury,Urban,Thursday,Jun,5,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9054,9,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Mazda,Urban,Friday,Jun,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9055,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Pontiac,Urban,Tuesday,Jan,1,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,9056,6,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Honda,Urban,Monday,May,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9057,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Toyota,Urban,Friday,May,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9058,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Toyota,Urban,Tuesday,Apr,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9059,1,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Toyota,Rural,Sunday,May,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9060,4,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Honda,Rural,Wednesday,Apr,2,Male,Married,59,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9061,1,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Dodge,Urban,Monday,Apr,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9062,15,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Toyota,Urban,Monday,Apr,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,less than 20000,0,9063,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,VW,Urban,Monday,Apr,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9064,9,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Mazda,Rural,Tuesday,Jan,2,Male,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,9065,10,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,4,Wednesday,Pontiac,Urban,Thursday,Mar,4,Male,Single,40,Policy Holder,Sedan - Liability,Sport,less than 20000,0,9066,6,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Pontiac,Urban,Monday,Mar,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9067,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Honda,Urban,Wednesday,Mar,2,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9068,12,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Chevrolet,Urban,Thursday,Mar,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9069,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Honda,Urban,Monday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9070,7,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Toyota,Urban,Tuesday,Jan,2,Male,Single,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9071,12,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Toyota,Urban,Thursday,Apr,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9072,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Honda,Urban,Monday,Feb,5,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9073,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Pontiac,Urban,Tuesday,Mar,1,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9074,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Ford,Urban,Tuesday,Feb,3,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9075,15,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Mazda,Urban,Monday,Feb,3,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9076,6,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Mazda,Urban,Thursday,Feb,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9077,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Toyota,Urban,Monday,Feb,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9078,4,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Mazda,Urban,Wednesday,Feb,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9079,9,500,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Pontiac,Urban,Monday,Feb,2,Male,Married,48,Third Party,Sedan - All Perils,Sedan,more than 69000,0,9080,16,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Chevrolet,Urban,Monday,Apr,3,Male,Married,62,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9081,12,400,4,more than 30,more than 30,more than 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Pontiac,Urban,Tuesday,Jan,1,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9082,7,400,2,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Mercury,Rural,Thursday,Jan,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9083,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Pontiac,Urban,Monday,Jul,3,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9084,14,700,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Honda,Urban,Friday,Apr,3,Female,Single,31,Third Party,Sport - Collision,Sport,more than 69000,0,9085,14,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jul,2,Friday,Toyota,Urban,Monday,Jul,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9086,10,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Mazda,Urban,Tuesday,Jun,3,Male,Married,75,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9087,2,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Mazda,Urban,Wednesday,Jan,3,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9088,9,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Sunday,Chevrolet,Rural,Monday,Aug,4,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9089,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Thursday,Honda,Urban,Monday,Nov,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9090,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Mazda,Rural,Thursday,Dec,1,Female,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9091,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Toyota,Urban,Monday,Nov,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9092,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Chevrolet,Urban,Thursday,Aug,4,Male,Married,55,Policy Holder,Utility - Collision,Utility,more than 69000,0,9093,15,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Aug,2,Saturday,Honda,Urban,Thursday,Aug,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9094,13,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Toyota,Urban,Wednesday,Jul,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9095,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Honda,Rural,Thursday,Jan,1,Male,Single,18,Third Party,Sport - Collision,Sport,more than 69000,0,9096,14,400,1,more than 30,more than 30,2 to 4,5 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,4,Wednesday,Toyota,Urban,Thursday,Aug,4,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9097,6,400,1,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Pontiac,Urban,Thursday,Nov,3,Male,Single,46,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9098,1,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Thursday,Honda,Urban,Tuesday,Jun,3,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9099,13,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Tuesday,May,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9100,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Toyota,Urban,Monday,Aug,1,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9101,10,400,2,more than 30,more than 30,1,2 years,21 to 25,No,No,External,more than 5,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Pontiac,Urban,Monday,Jun,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9102,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Chevrolet,Urban,Monday,Aug,1,Male,Single,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9103,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9104,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Honda,Urban,Wednesday,Nov,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9105,2,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Pontiac,Urban,Tuesday,Nov,2,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9106,13,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Honda,Urban,Tuesday,Jan,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9107,5,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Toyota,Urban,Wednesday,Nov,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9108,2,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Toyota,Urban,Friday,Mar,5,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9109,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Toyota,Urban,Friday,May,4,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9110,2,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Toyota,Rural,Thursday,Jan,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,9111,7,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Honda,Urban,Thursday,Apr,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9112,8,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Mazda,Urban,Thursday,Aug,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9113,1,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Chevrolet,Urban,Monday,Nov,4,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9114,8,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Toyota,Urban,Tuesday,May,3,Male,Married,33,Third Party,Utility - All Perils,Utility,more than 69000,0,9115,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+May,1,Wednesday,Chevrolet,Urban,Thursday,May,1,Male,Married,57,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9116,1,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9117,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Mazda,Urban,Monday,Jul,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9118,13,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Honda,Urban,Monday,Sep,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9119,11,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Toyota,Urban,Monday,Oct,5,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9120,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Honda,Urban,Monday,Jan,2,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9121,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,VW,Urban,Tuesday,Sep,4,Male,Single,51,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,9122,14,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Honda,Urban,Thursday,Oct,1,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9123,15,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Toyota,Rural,Monday,Oct,5,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9124,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Toyota,Urban,Wednesday,Jul,2,Female,Married,49,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9125,6,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Honda,Urban,Friday,Nov,3,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9126,5,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Honda,Urban,Friday,Oct,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9127,8,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Mazda,Urban,Monday,Jan,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,9128,4,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Pontiac,Urban,Saturday,Jan,1,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9129,7,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Saturday,VW,Urban,Tuesday,Oct,2,Female,Single,21,Third Party,Sedan - Collision,Sedan,more than 69000,0,9130,15,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Toyota,Urban,Friday,Jan,3,Female,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9131,14,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Honda,Urban,Wednesday,Mar,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9132,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Mercury,Urban,Tuesday,Dec,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9133,9,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Chevrolet,Urban,Friday,Nov,2,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9134,11,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Honda,Urban,Tuesday,Jan,3,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9135,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,75,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9136,5,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Honda,Urban,Thursday,Mar,2,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9137,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Saab,Urban,Tuesday,Jan,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,9138,10,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Toyota,Urban,Tuesday,Jan,5,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9139,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Toyota,Rural,Tuesday,Feb,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9140,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,Yes,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Toyota,Urban,Friday,Jan,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9141,1,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Mazda,Urban,Tuesday,Feb,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9142,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Accura,Urban,Thursday,Jan,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,9143,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Honda,Urban,Wednesday,Jan,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9144,3,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Honda,Urban,Wednesday,Nov,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9145,16,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Honda,Urban,Monday,Jul,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9146,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Mazda,Urban,Tuesday,Oct,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9147,10,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Toyota,Urban,Monday,Oct,2,Female,Single,24,Third Party,Sedan - Liability,Sport,less than 20000,0,9148,10,400,2,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Toyota,Urban,Wednesday,Jun,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9149,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Mazda,Urban,Tuesday,Jul,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9150,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Mazda,Urban,Friday,Jun,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9151,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Pontiac,Urban,Friday,Oct,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9152,8,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Pontiac,Rural,Monday,Jan,2,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9153,15,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Pontiac,Rural,Thursday,Aug,1,Male,Single,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9154,13,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Mazda,Urban,Friday,Jul,1,Male,Married,60,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9155,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Toyota,Rural,Friday,Jun,4,Female,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9156,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Pontiac,Urban,Tuesday,Jan,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9157,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Pontiac,Urban,Thursday,May,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9158,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Pontiac,Urban,Monday,May,4,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9159,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Chevrolet,Urban,Wednesday,May,1,Male,Married,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9160,16,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Toyota,Urban,Monday,Apr,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9161,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Accura,Urban,Tuesday,Jan,3,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,9162,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Chevrolet,Urban,Tuesday,Dec,3,Female,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9163,13,400,4,more than 30,more than 30,1,6 years,41 to 50,No,Yes,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Honda,Urban,Tuesday,Feb,4,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9164,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Mazda,Urban,Wednesday,Feb,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9165,14,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Toyota,Urban,Friday,Mar,2,Male,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9166,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Honda,Urban,Tuesday,Apr,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9167,10,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Chevrolet,Urban,Thursday,Jun,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9168,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Saab,Urban,Friday,Apr,4,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9169,3,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Chevrolet,Urban,Thursday,May,3,Male,Married,40,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9170,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,1,Sunday,Toyota,Urban,Thursday,May,1,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9171,12,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Mazda,Urban,Thursday,May,3,Male,Single,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9172,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Honda,Urban,Thursday,Jun,1,Male,Single,24,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9173,16,400,1,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Chevrolet,Urban,Thursday,Jun,1,Male,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9174,5,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Chevrolet,Urban,Thursday,Jun,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9175,13,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,9176,5,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Toyota,Urban,Tuesday,Jun,4,Male,Married,66,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9177,13,700,3,more than 30,more than 30,1,7 years,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Accura,Urban,Tuesday,Jun,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9178,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Mazda,Urban,Friday,Jun,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9179,11,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Honda,Urban,Tuesday,Jun,5,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9180,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Honda,Urban,Wednesday,Jan,2,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,9181,7,500,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Sunday,Toyota,Urban,Thursday,Aug,4,Male,Single,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9182,11,400,4,more than 30,more than 30,none,7 years,31 to 35,No,Yes,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Honda,Urban,Friday,Sep,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9183,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Monday,Sep,3,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9184,6,400,4,8 to 15,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Toyota,Urban,Friday,Sep,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9185,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Pontiac,Rural,Wednesday,Oct,3,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9186,11,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Mazda,Urban,Friday,Oct,4,Female,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9187,12,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Pontiac,Urban,Monday,Oct,5,Male,Married,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9188,5,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Toyota,Urban,Wednesday,Nov,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9189,1,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,Ford,Urban,Saturday,Nov,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9190,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Pontiac,Rural,Tuesday,Dec,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9191,4,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Toyota,Urban,Monday,Mar,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9192,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Toyota,Rural,Thursday,Mar,5,Male,Single,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9193,5,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,VW,Urban,Tuesday,May,2,Male,Divorced,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9194,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Accura,Urban,Friday,May,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9195,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Sunday,Honda,Urban,Thursday,May,1,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9196,15,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Pontiac,Urban,Thursday,Jun,2,Male,Single,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9197,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Mazda,Urban,Tuesday,Jul,3,Female,Married,26,Third Party,Sport - Collision,Sport,more than 69000,0,9198,8,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jul,2,Tuesday,Chevrolet,Urban,Wednesday,Jul,2,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9199,1,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Toyota,Rural,Tuesday,Jul,4,Male,Single,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9200,15,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Pontiac,Urban,Thursday,Jul,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9201,12,400,2,15 to 30,15 to 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Pontiac,Urban,Thursday,Nov,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9202,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Accura,Urban,Monday,Nov,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9203,14,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Pontiac,Urban,Friday,Jan,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9204,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Toyota,Urban,Tuesday,Nov,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9205,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Accura,Urban,Tuesday,Nov,3,Male,Single,47,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9206,8,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,3,Tuesday,Mazda,Urban,Tuesday,Nov,3,Male,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9207,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Pontiac,Urban,Friday,Dec,5,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9208,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Pontiac,Urban,Monday,Nov,3,Male,Married,58,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9209,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Chevrolet,Urban,Tuesday,Nov,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9210,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Pontiac,Urban,Friday,Feb,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9211,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,Mazda,Urban,Monday,Oct,4,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9212,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9213,5,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Toyota,Urban,Tuesday,Aug,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9214,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Mazda,Urban,Wednesday,Aug,5,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9215,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Mercury,Urban,Friday,Jan,2,Male,Single,41,Third Party,Sedan - All Perils,Sedan,more than 69000,0,9216,1,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Chevrolet,Urban,Monday,Aug,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9217,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9218,10,400,2,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Chevrolet,Urban,Friday,Jul,4,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9219,9,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Honda,Rural,Tuesday,Jan,2,Male,Married,32,Policy Holder,Sport - Collision,Sport,more than 69000,1,9220,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sport - Collision,TRUE
+Jul,2,Wednesday,Honda,Urban,Thursday,Jul,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9221,4,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Mazda,Urban,Thursday,Jul,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9222,2,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Toyota,Urban,Thursday,Jun,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9223,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Accura,Urban,Tuesday,Jun,1,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9224,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Wednesday,Ford,Urban,Thursday,Jun,1,Male,Single,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9225,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Mazda,Urban,Wednesday,May,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9226,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Chevrolet,Urban,Monday,May,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,9227,2,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Friday,May,4,Male,Single,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9228,13,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Toyota,Urban,Monday,May,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9229,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Thursday,Accura,Urban,Friday,May,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9230,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Mazda,Urban,Thursday,Jun,4,Female,Single,26,Third Party,Sedan - Collision,Sedan,more than 69000,0,9231,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Pontiac,Urban,Friday,May,1,Male,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9232,12,500,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Honda,Rural,Thursday,May,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9233,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Toyota,Urban,Tuesday,Apr,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9234,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Mazda,Urban,Wednesday,Apr,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9235,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Honda,Urban,Friday,Mar,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9236,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Pontiac,Urban,Friday,Mar,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9237,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Honda,Urban,Wednesday,Dec,2,Male,Married,53,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9238,3,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Toyota,Urban,Thursday,Nov,2,Male,Single,24,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9239,16,400,3,more than 30,more than 30,none,2 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Toyota,Urban,Thursday,Jan,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9240,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Pontiac,Urban,Thursday,Nov,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9241,6,400,1,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Mazda,Urban,Monday,Oct,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9242,16,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Pontiac,Rural,Tuesday,Oct,1,Male,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9243,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Mazda,Urban,Thursday,Sep,5,Female,Single,29,Third Party,Sedan - Liability,Sport,more than 69000,0,9244,11,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Pontiac,Rural,Friday,Sep,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9245,4,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Saturday,Honda,Urban,Tuesday,Sep,3,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9246,16,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Chevrolet,Urban,Monday,Jan,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9247,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Wednesday,Pontiac,Urban,Thursday,Sep,1,Male,Single,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9248,15,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Thursday,Honda,Urban,Tuesday,Sep,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9249,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Honda,Urban,Friday,Aug,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9250,13,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Sunday,Toyota,Urban,Monday,Aug,5,Female,Married,62,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9251,3,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9252,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Toyota,Rural,Thursday,Jul,4,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9253,9,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Monday,Jan,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9254,12,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9255,8,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9256,4,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,VW,Urban,Monday,Aug,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,9257,11,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Chevrolet,Urban,Tuesday,Jul,1,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9258,1,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Friday,Chevrolet,Urban,Monday,Jun,1,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9259,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Pontiac,Urban,Friday,Jun,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9260,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Pontiac,Rural,Thursday,Jun,3,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9261,6,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Thursday,Honda,Urban,Friday,Jun,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9262,9,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Mazda,Urban,Monday,Jan,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,9263,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Mazda,Urban,Tuesday,May,4,Male,Married,76,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9264,14,400,2,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Honda,Urban,Thursday,May,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9265,16,400,4,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Sunday,Honda,Rural,Tuesday,May,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9266,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Toyota,Urban,Tuesday,May,1,Female,Single,23,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9267,3,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Pontiac,Urban,Tuesday,May,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9268,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Ford,Urban,Tuesday,Jan,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,9269,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Pontiac,Urban,Tuesday,Jan,4,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9270,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Pontiac,Urban,Monday,Apr,3,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9271,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Mazda,Urban,Friday,Apr,4,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9272,6,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Friday,Pontiac,Urban,Thursday,Jun,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9273,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Pontiac,Urban,Monday,Mar,4,Female,Married,26,Third Party,Sedan - Collision,Sedan,less than 20000,0,9274,1,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Friday,Mar,2,Male,Single,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9275,5,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Toyota,Urban,Thursday,Feb,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9276,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Chevrolet,Urban,Friday,Feb,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9277,2,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Toyota,Urban,Tuesday,Jan,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9278,16,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Toyota,Urban,Wednesday,Nov,3,Female,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9279,7,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Chevrolet,Urban,Thursday,Nov,3,Female,Single,27,Third Party,Sedan - Liability,Sport,more than 69000,0,9280,10,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Mazda,Urban,Wednesday,Nov,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9281,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Honda,Urban,Friday,Jul,4,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9282,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Toyota,Urban,Friday,Jan,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9283,10,500,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,1 year,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Mazda,Urban,Wednesday,Mar,4,Male,Single,21,Policy Holder,Sport - Collision,Sport,more than 69000,0,9284,14,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,4,Tuesday,Toyota,Urban,Tuesday,Aug,5,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9285,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Friday,Toyota,Urban,Monday,Oct,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9286,9,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Mazda,Rural,Friday,Jan,2,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9287,4,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Chevrolet,Urban,Tuesday,Jan,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,9288,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Pontiac,Urban,Monday,Oct,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9289,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Honda,Rural,Friday,Jun,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9290,13,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Pontiac,Urban,Monday,Jan,3,Female,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9291,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Monday,Honda,Rural,Tuesday,Feb,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9292,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Pontiac,Urban,Wednesday,Jan,3,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9293,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Honda,Urban,Tuesday,Aug,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9294,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Toyota,Urban,Tuesday,Dec,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9295,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Mazda,Urban,Thursday,Aug,3,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9296,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Mazda,Urban,Tuesday,Nov,5,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9297,13,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Toyota,Urban,Monday,Nov,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9298,10,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Wednesday,Chevrolet,Urban,Thursday,Mar,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9299,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Mazda,Urban,Wednesday,Feb,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9300,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Pontiac,Urban,Wednesday,Feb,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9301,11,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Honda,Urban,Tuesday,Jan,5,Male,Widow,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9302,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Mazda,Urban,Friday,Feb,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9303,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Mazda,Urban,Friday,Mar,1,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9304,6,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Ford,Urban,Friday,Feb,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,9305,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Honda,Urban,Monday,Apr,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9306,2,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Thursday,Pontiac,Urban,Thursday,Jul,5,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9307,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Toyota,Urban,Tuesday,Sep,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9308,9,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Mazda,Urban,Thursday,Jan,3,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9309,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Thursday,Honda,Urban,Wednesday,Aug,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9310,3,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Toyota,Urban,Wednesday,Aug,3,Male,Married,70,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9311,3,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Mazda,Urban,Monday,Oct,1,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9312,14,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Ford,Urban,Thursday,Nov,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9313,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Toyota,Urban,Tuesday,May,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9314,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Wednesday,Oct,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9315,1,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Honda,Urban,Tuesday,Mar,3,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9316,1,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Pontiac,Urban,Wednesday,Apr,1,Female,Single,77,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9317,3,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Honda,Urban,Tuesday,Mar,5,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9318,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Saturday,Pontiac,Urban,Tuesday,May,2,Female,Single,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9319,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Chevrolet,Urban,Friday,Apr,2,Male,Single,49,Third Party,Sedan - Liability,Sport,40000 to 59000,0,9320,3,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Toyota,Urban,Thursday,Apr,1,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9321,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Honda,Urban,Thursday,Jul,1,Male,Single,44,Third Party,Sedan - Collision,Sedan,more than 69000,0,9322,5,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Honda,Urban,Thursday,Aug,5,Female,Single,29,Third Party,Sport - Collision,Sport,more than 69000,0,9323,2,400,1,none,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,5,Tuesday,Honda,Urban,Friday,Sep,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9324,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Toyota,Urban,Monday,Aug,5,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9325,13,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Pontiac,Rural,Tuesday,Aug,1,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9326,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Toyota,Urban,Tuesday,Jan,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9327,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Thursday,Mazda,Urban,Thursday,Nov,5,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9328,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,VW,Urban,Friday,Nov,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,9329,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Mazda,Urban,Thursday,Oct,3,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9330,9,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Pontiac,Rural,Tuesday,Aug,1,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9331,9,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Pontiac,Urban,Monday,Jan,3,Male,Single,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9332,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Thursday,Jun,5,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9333,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Mazda,Urban,Thursday,Jun,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9334,16,500,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Toyota,Urban,Tuesday,Jun,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9335,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Chevrolet,Urban,Friday,Jun,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,9336,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Pontiac,Urban,Thursday,May,4,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9337,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Pontiac,Rural,Friday,May,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9338,16,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Honda,Urban,Wednesday,May,2,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9339,2,400,3,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Chevrolet,Urban,Monday,Nov,4,Male,Single,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9340,4,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Pontiac,Urban,Thursday,Mar,3,Female,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9341,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Pontiac,Urban,Thursday,Mar,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9342,15,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Toyota,Rural,Wednesday,Mar,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9343,7,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Tuesday,VW,Urban,Friday,Mar,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,9344,3,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Pontiac,Urban,Monday,Aug,4,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9345,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Honda,Urban,Monday,Jul,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9346,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Chevrolet,Urban,Wednesday,Jul,1,Female,Single,21,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9347,16,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Mazda,Urban,Thursday,Aug,1,Female,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9348,5,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Honda,Urban,Wednesday,May,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9349,9,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Honda,Urban,Wednesday,Jan,3,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,9350,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,3,Tuesday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,9351,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,46,Policy Holder,Utility - Collision,Utility,more than 69000,1,9352,13,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Apr,2,Tuesday,Toyota,Urban,Friday,Apr,4,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9353,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,70,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9354,5,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Pontiac,Rural,Tuesday,Apr,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9355,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Pontiac,Urban,Thursday,Mar,3,Female,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9356,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Mazda,Urban,Friday,Mar,3,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9357,8,400,1,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Mazda,Urban,Thursday,Mar,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9358,3,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Toyota,Rural,Monday,Jan,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9359,12,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Honda,Urban,Monday,Jan,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9360,15,400,3,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Toyota,Urban,Friday,Feb,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9361,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Pontiac,Urban,Thursday,Aug,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9362,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Ford,Rural,Tuesday,May,4,Male,Married,78,Policy Holder,Sport - All Perils,Sport,less than 20000,0,9363,13,700,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sport - All Perils,TRUE
+May,1,Wednesday,Pontiac,Urban,Thursday,May,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9364,13,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9365,15,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Pontiac,Urban,Wednesday,Nov,4,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9366,7,400,1,more than 30,more than 30,none,6 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Chevrolet,Urban,Friday,Oct,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9367,3,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Mazda,Urban,Monday,Apr,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9368,1,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Pontiac,Urban,Tuesday,Oct,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9369,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Toyota,Urban,Tuesday,Jul,4,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9370,13,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Toyota,Urban,Wednesday,Jul,3,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9371,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Toyota,Urban,Wednesday,Nov,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9372,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Honda,Urban,Thursday,Mar,1,Female,Divorced,30,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9373,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Honda,Urban,Thursday,May,2,Male,Married,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9374,11,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Thursday,May,1,Male,Married,58,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9375,11,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Toyota,Rural,Thursday,Jun,5,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9376,16,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Accura,Urban,Wednesday,Jul,3,Male,Married,74,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9377,15,400,3,8 to 15,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Honda,Urban,Friday,Aug,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9378,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Chevrolet,Rural,Wednesday,Aug,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9379,2,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Tuesday,Chevrolet,Urban,Tuesday,Aug,2,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9380,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Toyota,Urban,Monday,Nov,2,Male,Married,48,Third Party,Sedan - Liability,Sport,more than 69000,0,9381,6,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Mazda,Urban,Tuesday,Nov,3,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9382,7,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Honda,Urban,Monday,Nov,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9383,5,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Pontiac,Urban,Thursday,Nov,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9384,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Saab,Urban,Tuesday,Nov,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9385,2,500,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Accura,Urban,Tuesday,Nov,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9386,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Honda,Urban,Thursday,Dec,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9387,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Toyota,Urban,Monday,Jan,4,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9388,10,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Honda,Urban,Monday,Mar,2,Female,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9389,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Mazda,Urban,Friday,Apr,4,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,9390,14,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1995,Collision, - ,Sport - Collision,TRUE
+May,4,Wednesday,Toyota,Urban,Thursday,Jun,1,Male,Married,66,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9391,15,400,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Honda,Urban,Thursday,Jul,4,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9392,11,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Honda,Urban,Thursday,Aug,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9393,4,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Pontiac,Urban,Monday,Aug,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,more than 69000,0,9394,7,700,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Mazda,Urban,Wednesday,Sep,1,Male,Married,78,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9395,1,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Monday,Oct,2,Female,Married,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9396,15,400,1,more than 30,more than 30,2 to 4,2 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Mazda,Urban,Friday,Dec,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9397,14,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Chevrolet,Urban,Wednesday,Dec,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9398,1,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,Yes,Yes,Internal,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Honda,Urban,Wednesday,Dec,4,Female,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9399,1,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Honda,Urban,Friday,Dec,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9400,5,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Chevrolet,Urban,Monday,Nov,4,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9401,3,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Pontiac,Urban,Wednesday,Nov,5,Female,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9402,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Toyota,Urban,Friday,Dec,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9403,7,400,1,none,15 to 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Honda,Urban,Wednesday,Nov,5,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9404,9,400,2,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Chevrolet,Urban,Tuesday,Nov,5,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,9405,9,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Honda,Urban,Monday,Oct,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9406,5,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Pontiac,Urban,Monday,Oct,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9407,11,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Wednesday,Sep,2,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9408,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Honda,Urban,Friday,Aug,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9409,9,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Dodge,Urban,Friday,Aug,3,Male,Single,24,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9410,9,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Pontiac,Rural,Monday,Aug,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9411,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Honda,Urban,Tuesday,Aug,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9412,12,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Pontiac,Rural,Tuesday,Aug,2,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9413,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Dodge,Urban,Friday,Aug,2,Male,Married,60,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9414,14,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Mazda,Urban,Monday,Aug,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9415,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Pontiac,Urban,Wednesday,Aug,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9416,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Toyota,Urban,Wednesday,Jun,3,Female,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9417,10,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Chevrolet,Urban,Tuesday,Mar,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9418,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Accura,Urban,Thursday,Apr,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9419,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9420,13,400,3,more than 30,more than 30,none,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Honda,Urban,Thursday,Jan,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9421,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Toyota,Urban,Friday,Dec,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9422,2,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Honda,Urban,Thursday,Dec,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9423,3,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Toyota,Urban,Thursday,Dec,1,Male,Married,25,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9424,2,400,3,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Sunday,Mazda,Urban,Monday,Nov,5,Male,Single,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9425,11,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Toyota,Urban,Wednesday,Nov,5,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9426,16,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Toyota,Urban,Friday,Nov,4,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9427,3,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Toyota,Urban,Wednesday,Nov,4,Female,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9428,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Pontiac,Urban,Wednesday,Nov,5,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9429,6,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Toyota,Urban,Friday,Nov,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9430,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Toyota,Urban,Friday,Nov,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9431,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Toyota,Urban,Monday,Nov,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9432,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Honda,Urban,Tuesday,Oct,2,Male,Married,59,Policy Holder,Sport - Collision,Sport,more than 69000,0,9433,2,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,3,Friday,Toyota,Urban,Tuesday,Jan,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9434,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Mazda,Urban,Friday,Aug,2,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9435,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Toyota,Urban,Wednesday,Aug,2,Male,Single,22,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9436,5,300,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Mazda,Urban,Tuesday,Oct,1,Female,Married,49,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9437,13,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Ford,Urban,Tuesday,Jul,4,Male,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9438,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Honda,Urban,Wednesday,Jul,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9439,10,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Honda,Urban,Friday,Jan,3,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,9440,7,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Honda,Urban,Wednesday,Jun,5,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9441,1,400,3,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Toyota,Urban,Tuesday,Jul,2,Male,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9442,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Accura,Urban,Tuesday,May,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9443,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Honda,Urban,Thursday,Mar,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9444,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Mazda,Urban,Tuesday,Mar,2,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9445,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Chevrolet,Rural,Wednesday,Oct,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9446,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Toyota,Urban,Tuesday,Nov,5,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9447,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Toyota,Urban,Wednesday,Dec,5,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9448,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Honda,Urban,Thursday,Dec,5,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9449,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Pontiac,Urban,Thursday,Jan,4,Male,Married,65,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9450,9,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Mazda,Urban,Tuesday,Jan,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9451,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Toyota,Urban,Thursday,Aug,2,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9452,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Mazda,Urban,Tuesday,May,5,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9453,1,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Pontiac,Urban,Thursday,Oct,2,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9454,13,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Accura,Urban,Monday,Dec,1,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9455,10,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,2,Sunday,Honda,Urban,Monday,May,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9456,12,400,2,more than 30,more than 30,1,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Mazda,Urban,Friday,Feb,2,Male,Married,41,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9457,11,400,1,none,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Wednesday,Honda,Urban,Sunday,Mar,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9458,14,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Honda,Urban,Friday,Feb,4,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9459,14,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Accura,Rural,Tuesday,Apr,1,Male,Married,55,Third Party,Sedan - Liability,Sport,more than 69000,0,9460,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Chevrolet,Rural,Thursday,Mar,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,9461,15,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Honda,Urban,Tuesday,Jul,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9462,7,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Honda,Urban,Monday,Jul,1,Male,Married,71,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9463,12,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9464,11,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Friday,Sep,1,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9465,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Honda,Urban,Tuesday,Oct,1,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9466,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Chevrolet,Urban,Monday,Oct,1,Female,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9467,5,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9468,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Toyota,Rural,Thursday,Feb,1,Female,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9469,12,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Pontiac,Urban,Wednesday,Oct,4,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9470,15,400,2,more than 30,more than 30,more than 4,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Honda,Rural,Tuesday,Feb,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9471,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,Chevrolet,Urban,Monday,Apr,2,Male,Single,46,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9472,13,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,4 to 8 years,3 to 4,1995,All Perils, - ,Utility - All Perils,TRUE
+Apr,2,Saturday,Toyota,Urban,Monday,Apr,2,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9473,9,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Toyota,Urban,Monday,Apr,1,Male,Divorced,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9474,7,400,2,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,VW,Urban,Friday,May,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9475,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Pontiac,Urban,Wednesday,May,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9476,12,400,3,more than 30,more than 30,none,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Mazda,Urban,Saturday,Jul,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9477,4,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Honda,Urban,Monday,Jul,1,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9478,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Pontiac,Urban,Thursday,Nov,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9479,13,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Toyota,Urban,Monday,Dec,1,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9480,7,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Dodge,Rural,Tuesday,Jan,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9481,9,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Friday,Dec,1,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9482,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Pontiac,Urban,Tuesday,Sep,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9483,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Chevrolet,Urban,Tuesday,Jan,4,Female,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9484,15,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,VW,Urban,Tuesday,May,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,9485,15,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Chevrolet,Urban,Wednesday,Apr,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,9486,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Toyota,Urban,Monday,Jun,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9487,7,700,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Mazda,Rural,Thursday,Jun,3,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9488,4,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Mazda,Urban,Monday,Jul,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9489,11,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Pontiac,Rural,Tuesday,Jul,1,Female,Married,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9490,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Pontiac,Rural,Monday,Jul,1,Female,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9491,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Chevrolet,Urban,Wednesday,Jun,5,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9492,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Pontiac,Rural,Wednesday,Sep,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9493,3,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Honda,Urban,Thursday,Sep,5,Male,Single,53,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9494,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Toyota,Urban,Wednesday,Nov,1,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9495,4,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,Toyota,Urban,Thursday,Oct,3,Male,Single,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9496,15,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Pontiac,Urban,Thursday,Oct,4,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9497,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Thursday,Mazda,Urban,Wednesday,Dec,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9498,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Pontiac,Urban,Wednesday,Mar,5,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9499,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Mazda,Urban,Tuesday,Apr,1,Male,Married,48,Third Party,Sport - Collision,Sport,more than 69000,0,9500,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,4,Sunday,Mazda,Urban,Tuesday,Mar,5,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9501,6,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Pontiac,Urban,Thursday,May,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9502,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Toyota,Urban,Saturday,Apr,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9503,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Ford,Urban,Friday,Jun,2,Male,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9504,16,400,1,more than 30,more than 30,1,more than 7,41 to 50,Yes,Yes,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Pontiac,Urban,Friday,Aug,2,Female,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9505,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Pontiac,Urban,Wednesday,Aug,1,Female,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9506,14,400,3,8 to 15,15 to 30,1,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,VW,Urban,Monday,Oct,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9507,13,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Pontiac,Urban,Friday,Dec,5,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9508,1,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Pontiac,Urban,Monday,Nov,3,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9509,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Toyota,Urban,Monday,Jan,5,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,9510,11,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Toyota,Urban,Monday,Oct,1,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9511,6,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Mazda,Urban,Tuesday,Sep,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9512,2,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Toyota,Urban,Wednesday,Oct,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9513,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Thursday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9514,14,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Pontiac,Urban,Monday,Jul,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9515,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9516,16,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Chevrolet,Rural,Monday,Jul,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9517,15,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Friday,Saab,Urban,Thursday,Apr,1,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9518,6,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Toyota,Urban,Thursday,Feb,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9519,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Toyota,Urban,Monday,Dec,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9520,1,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Ford,Urban,Monday,Nov,5,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,0,9521,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Mazda,Urban,Friday,Dec,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9522,8,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Toyota,Urban,Friday,Nov,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9523,16,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Honda,Rural,Friday,Oct,5,Female,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9524,8,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Accura,Urban,Thursday,Oct,3,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9525,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,3,Sunday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9526,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Toyota,Urban,Monday,Aug,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9527,10,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Honda,Urban,Monday,Jun,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9528,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Honda,Rural,Monday,Jun,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9529,13,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Honda,Urban,Tuesday,Aug,2,Male,Married,38,Third Party,Sedan - Liability,Sport,more than 69000,0,9530,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Sunday,Mazda,Urban,Tuesday,May,5,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9531,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Mercury,Urban,Wednesday,May,4,Female,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9532,9,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Toyota,Urban,Monday,Jun,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9533,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Mazda,Urban,Tuesday,May,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9534,12,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Mazda,Urban,Wednesday,May,1,Female,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9535,13,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,VW,Urban,Tuesday,May,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,9536,9,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Pontiac,Urban,Thursday,Apr,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9537,1,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Mazda,Urban,Friday,Apr,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9538,12,500,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Pontiac,Urban,Sunday,May,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9539,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Accura,Urban,Monday,Feb,3,Male,Single,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9540,16,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Honda,Urban,Thursday,Apr,3,Male,Single,0,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9541,10,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Friday,Dec,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9542,7,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Pontiac,Urban,Thursday,Sep,4,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9543,9,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Ford,Urban,Monday,Dec,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9544,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Honda,Urban,Wednesday,Jul,4,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9545,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Pontiac,Urban,Monday,Jul,2,Female,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9546,1,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Honda,Urban,Tuesday,Jun,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9547,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Chevrolet,Urban,Monday,Jun,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9548,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Mazda,Urban,Monday,May,2,Male,Married,39,Third Party,Sedan - Collision,Sedan,more than 69000,0,9549,16,700,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Saturday,Pontiac,Urban,Tuesday,May,2,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9550,3,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Mercury,Urban,Wednesday,Dec,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9551,7,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Honda,Urban,Tuesday,Jul,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9552,12,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Toyota,Urban,Thursday,Jun,2,Female,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9553,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Thursday,Honda,Urban,Thursday,Apr,1,Male,Single,0,Policy Holder,Sport - All Perils,Sport,more than 69000,0,9554,15,400,4,more than 30,more than 30,none,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sport - All Perils,TRUE
+Apr,2,Friday,Toyota,Urban,Friday,Apr,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9555,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Toyota,Urban,Thursday,Mar,4,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9556,9,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,1 year,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Honda,Urban,Friday,Jul,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9557,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Honda,Urban,Tuesday,Jan,4,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9558,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Monday,Oct,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9559,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Toyota,Urban,Wednesday,Oct,1,Female,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9560,16,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Honda,Urban,Thursday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9561,4,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Chevrolet,Urban,Friday,Mar,1,Female,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9562,13,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Toyota,Urban,Wednesday,Jan,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9563,14,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Chevrolet,Rural,Monday,Mar,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9564,4,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Mazda,Urban,Tuesday,Jun,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9565,12,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Honda,Urban,Monday,Jul,1,Female,Single,25,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9566,8,400,4,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Pontiac,Urban,Monday,Dec,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9567,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9568,16,400,1,more than 30,more than 30,1,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Honda,Urban,Monday,Dec,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9569,14,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Thursday,Apr,1,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9570,1,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Accura,Urban,Monday,Aug,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9571,9,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Chevrolet,Urban,Monday,Dec,1,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9572,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Honda,Urban,Monday,Dec,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9573,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Ford,Rural,Tuesday,Dec,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9574,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Toyota,Urban,Monday,Dec,2,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9575,16,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Accura,Urban,Monday,Dec,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9576,11,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Honda,Urban,Tuesday,Nov,3,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9577,8,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Toyota,Urban,Wednesday,Sep,1,Female,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9578,15,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Mazda,Urban,Wednesday,Aug,1,Male,Married,72,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9579,13,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Chevrolet,Urban,Friday,Aug,4,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9580,4,700,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Honda,Urban,Monday,Jul,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9581,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Mazda,Rural,Monday,Mar,3,Female,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9582,11,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Ford,Rural,Wednesday,Mar,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,9583,9,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Pontiac,Urban,Friday,Dec,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9584,11,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Honda,Urban,Wednesday,Dec,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9585,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Toyota,Urban,Thursday,Dec,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9586,7,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Toyota,Urban,Tuesday,Dec,2,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9587,16,400,4,15 to 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,Chevrolet,Urban,Friday,Dec,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9588,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Honda,Urban,Monday,Dec,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9589,9,500,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Honda,Urban,Friday,Feb,4,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9590,3,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Ford,Urban,Tuesday,Jul,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9591,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9592,4,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Toyota,Urban,Tuesday,Oct,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9593,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,27,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9594,1,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Honda,Urban,Wednesday,Apr,4,Male,Married,80,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9595,5,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Toyota,Urban,Wednesday,May,1,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9596,12,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Chevrolet,Rural,Tuesday,Mar,3,Male,Married,44,Third Party,Sedan - Liability,Sport,more than 69000,0,9597,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Chevrolet,Urban,Monday,Feb,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9598,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Toyota,Urban,Thursday,Jan,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9599,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Pontiac,Urban,Thursday,Dec,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9600,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Toyota,Urban,Wednesday,Oct,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9601,7,400,4,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Honda,Urban,Tuesday,Dec,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9602,12,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Accura,Urban,Thursday,Feb,3,Female,Married,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9603,11,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Toyota,Urban,Friday,Mar,2,Female,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9604,11,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Toyota,Urban,Tuesday,May,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9605,7,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Chevrolet,Urban,Wednesday,Sep,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,9606,5,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Chevrolet,Urban,Tuesday,Aug,3,Male,Married,36,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9607,12,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,2,Saturday,Pontiac,Urban,Tuesday,Aug,5,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9608,9,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,Pontiac,Urban,Wednesday,Nov,3,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9609,2,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Chevrolet,Urban,Saturday,Apr,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9610,14,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Mazda,Urban,Thursday,Apr,1,Male,Single,39,Third Party,Sedan - All Perils,Sedan,more than 69000,0,9611,5,700,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Pontiac,Urban,Thursday,Jun,4,Male,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9612,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Toyota,Rural,Tuesday,Dec,2,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9613,12,400,3,more than 30,more than 30,none,6 years,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Pontiac,Urban,Friday,Feb,1,Female,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9614,16,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Sunday,Honda,Urban,Tuesday,Dec,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9615,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Pontiac,Rural,Tuesday,Feb,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9616,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9617,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Toyota,Urban,Sunday,May,4,Male,Married,27,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9618,10,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Pontiac,Urban,Friday,May,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9619,7,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Honda,Rural,Thursday,May,4,Female,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9620,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Toyota,Urban,Thursday,May,1,Male,Married,50,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9621,15,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Honda,Urban,Wednesday,Jun,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9622,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Pontiac,Urban,Monday,Jul,1,Male,Single,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9623,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Pontiac,Urban,Tuesday,Jul,2,Female,Single,39,Third Party,Sedan - Collision,Sedan,less than 20000,0,9624,6,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Pontiac,Urban,Monday,Jul,1,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9625,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Mazda,Urban,Friday,Oct,3,Male,Married,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9626,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Toyota,Urban,Friday,Sep,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9627,11,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Mazda,Rural,Monday,Oct,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9628,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9629,2,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Pontiac,Urban,Wednesday,Dec,5,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9630,4,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Pontiac,Urban,Friday,Apr,4,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9631,5,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Chevrolet,Urban,Tuesday,Apr,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9632,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Honda,Urban,Thursday,May,3,Female,Single,35,Policy Holder,Sport - Collision,Sport,more than 69000,0,9633,7,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+May,5,Tuesday,Mazda,Urban,Monday,Jul,2,Female,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9634,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Chevrolet,Urban,Wednesday,Jul,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9635,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Honda,Urban,Monday,Jul,3,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9636,9,400,1,more than 30,more than 30,1,3 years,26 to 30,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Accura,Urban,Tuesday,Sep,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9637,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Accura,Urban,Wednesday,Sep,3,Male,Single,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9638,10,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Toyota,Urban,Friday,Aug,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9639,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Honda,Urban,Friday,Oct,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9640,8,500,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,VW,Rural,Tuesday,Oct,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,9641,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Wednesday,Toyota,Urban,Thursday,Dec,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9642,10,700,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Pontiac,Urban,Monday,Dec,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9643,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9644,11,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,Yes,Yes,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Chevrolet,Urban,Tuesday,Feb,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9645,12,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Honda,Urban,Monday,Feb,3,Male,Married,75,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9646,3,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Pontiac,Rural,Friday,Feb,3,Male,Single,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9647,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Friday,Pontiac,Rural,Tuesday,Mar,5,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9648,2,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Monday,Oct,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9649,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Accura,Urban,Monday,Aug,2,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9650,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jul,2,Tuesday,VW,Urban,Tuesday,Jul,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9651,1,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,VW,Urban,Monday,Aug,2,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9652,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Honda,Urban,Wednesday,Jul,4,Male,Single,20,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9653,11,400,3,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Tuesday,Nov,3,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9654,3,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Toyota,Urban,Sunday,Nov,3,Male,Single,77,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9655,13,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Honda,Urban,Thursday,Nov,3,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9656,15,400,2,more than 30,more than 30,1,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Mazda,Urban,Wednesday,Mar,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9657,1,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Mazda,Urban,Friday,Apr,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9658,10,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Toyota,Urban,Wednesday,Feb,1,Female,Single,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9659,1,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Mazda,Urban,Wednesday,Aug,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9660,14,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Mazda,Urban,Friday,Oct,4,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9661,11,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Toyota,Urban,Sunday,Oct,4,Female,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9662,1,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Tuesday,Honda,Urban,Thursday,Dec,3,Female,Single,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9663,11,400,1,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Thursday,Dec,5,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9664,2,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Urban,Thursday,Oct,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9665,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Honda,Urban,Monday,Oct,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9666,2,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Saturday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9667,8,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Toyota,Urban,Monday,Sep,1,Female,Single,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9668,10,400,1,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Pontiac,Urban,Friday,Sep,1,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9669,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Monday,Jan,5,Male,Married,37,Policy Holder,Sport - Collision,Sport,more than 69000,1,9670,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,3,Monday,Ford,Urban,Monday,Apr,4,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9671,9,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Mazda,Urban,Monday,Dec,2,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9672,8,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Pontiac,Urban,Friday,Feb,1,Female,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9673,7,400,2,more than 30,more than 30,none,4 years,26 to 30,Yes,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Honda,Urban,Monday,Dec,2,Male,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,9674,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,2,Monday,Chevrolet,Rural,Thursday,Oct,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9675,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Toyota,Urban,Wednesday,Sep,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9676,7,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Toyota,Urban,Tuesday,Aug,3,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9677,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Toyota,Urban,Friday,Jul,3,Male,Married,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9678,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Accura,Urban,Friday,Jun,4,Male,Married,38,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9679,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,1,Wednesday,Honda,Urban,Wednesday,May,1,Male,Single,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9680,3,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Honda,Urban,Wednesday,Jan,2,Female,Single,23,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9681,14,400,1,more than 30,more than 30,1,4 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Toyota,Urban,Monday,Jan,1,Male,Single,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9682,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Mazda,Urban,Tuesday,Nov,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9683,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Toyota,Urban,Monday,Oct,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9684,9,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Tuesday,Sep,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9685,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Chevrolet,Rural,Tuesday,Feb,2,Male,Married,30,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9686,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Toyota,Urban,Monday,Jul,2,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9687,5,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Pontiac,Rural,Monday,Apr,4,Male,Single,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9688,3,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Toyota,Urban,Friday,Apr,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9689,15,400,3,15 to 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Honda,Urban,Tuesday,Jan,5,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9690,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Honda,Urban,Friday,Dec,3,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,9691,13,300,1,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Thursday,Honda,Urban,Friday,Dec,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9692,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Toyota,Urban,Monday,Nov,5,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9693,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Honda,Urban,Wednesday,Nov,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9694,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Mazda,Urban,Friday,Sep,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9695,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Mazda,Urban,Friday,Sep,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9696,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Mazda,Urban,Wednesday,Dec,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9697,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Mercury,Urban,Tuesday,Jul,2,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9698,13,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Honda,Urban,Monday,Jul,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9699,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Honda,Urban,Wednesday,Jun,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9700,14,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Ford,Urban,Monday,Jun,2,Male,Married,46,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9701,13,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Urban,Friday,May,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9702,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Wednesday,Mar,4,Male,Single,29,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9703,11,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Honda,Urban,Tuesday,Aug,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9704,15,700,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Toyota,Rural,Wednesday,Jun,2,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9705,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Mazda,Urban,Wednesday,Jun,2,Male,Single,46,Third Party,Sport - Collision,Sport,more than 69000,0,9706,14,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+May,3,Thursday,Mazda,Urban,Friday,May,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9707,11,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Chevrolet,Urban,Tuesday,Aug,5,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9708,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Toyota,Urban,Monday,Jan,2,Male,Married,77,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9709,7,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Mazda,Urban,Tuesday,Dec,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9710,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Honda,Urban,Wednesday,Apr,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9711,12,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Pontiac,Urban,Tuesday,Apr,2,Female,Single,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9712,1,400,2,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Pontiac,Urban,Monday,May,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9713,3,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Honda,Urban,Monday,Jan,5,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9714,16,400,2,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Pontiac,Rural,Tuesday,Oct,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9715,8,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Friday,Oct,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9716,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Chevrolet,Urban,Thursday,Oct,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9717,9,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,Honda,Urban,Tuesday,Dec,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9718,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Mazda,Urban,Wednesday,Feb,1,Male,Married,55,Policy Holder,Sport - Collision,Sport,more than 69000,0,9719,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Apr,1,Wednesday,Mazda,Urban,Monday,Apr,2,Female,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9720,12,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Honda,Urban,Wednesday,Apr,2,Female,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9721,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Toyota,Urban,Wednesday,Jul,2,Male,Married,39,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9722,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Chevrolet,Urban,Wednesday,Feb,1,Male,Single,26,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9723,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Thursday,Jul,2,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9724,7,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Pontiac,Urban,Monday,Sep,1,Male,Married,68,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9725,15,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Chevrolet,Urban,Thursday,Nov,1,Male,Single,30,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9726,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Honda,Urban,Wednesday,Dec,2,Male,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9727,12,400,4,more than 30,more than 30,1,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Honda,Urban,Tuesday,Dec,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9728,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Mazda,Urban,Wednesday,Dec,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9729,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Sunday,Pontiac,Urban,Tuesday,Dec,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9730,15,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Honda,Urban,Wednesday,Dec,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9731,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Toyota,Urban,Tuesday,Dec,3,Male,Single,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9732,6,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Chevrolet,Rural,Tuesday,Oct,5,Male,Married,22,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9733,7,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Pontiac,Urban,Friday,Nov,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9734,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Toyota,Urban,Monday,Dec,3,Male,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9735,14,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Saturn,Urban,Thursday,Sep,5,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9736,11,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Toyota,Rural,Thursday,Aug,2,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9737,8,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Mazda,Urban,Tuesday,Jul,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9738,15,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Pontiac,Urban,Monday,Jul,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9739,5,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Toyota,Urban,Wednesday,Jul,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9740,6,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Toyota,Urban,Thursday,Apr,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9741,6,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Friday,Apr,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9742,13,500,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Sunday,Pontiac,Rural,Monday,Dec,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9743,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Mazda,Urban,Thursday,Dec,4,Male,Single,43,Policy Holder,Sport - Collision,Sport,more than 69000,0,9744,10,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,4,Thursday,Pontiac,Urban,Friday,Nov,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9745,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Mazda,Urban,Thursday,Nov,2,Male,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9746,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Mazda,Urban,Tuesday,Sep,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9747,6,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Mazda,Urban,Wednesday,Feb,1,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9748,12,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Honda,Urban,Monday,Jun,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9749,2,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Pontiac,Urban,Monday,Jul,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9750,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Honda,Urban,Monday,Jun,2,Male,Married,38,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9751,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Pontiac,Urban,Tuesday,May,5,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9752,8,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Toyota,Urban,Wednesday,Apr,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,more than 69000,0,9753,2,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Toyota,Urban,Wednesday,Apr,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9754,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Ford,Urban,Tuesday,Mar,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9755,6,400,3,more than 30,more than 30,2 to 4,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Mazda,Urban,Thursday,Feb,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9756,12,400,2,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Mazda,Urban,Thursday,Mar,2,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9757,5,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Chevrolet,Urban,Friday,Mar,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9758,4,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Accura,Rural,Tuesday,Feb,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9759,1,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Honda,Urban,Thursday,Sep,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9760,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Toyota,Urban,Wednesday,Feb,2,Male,Single,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9761,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Chevrolet,Urban,Monday,Jul,3,Male,Married,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9762,12,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Honda,Urban,Thursday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9763,2,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Toyota,Urban,Thursday,May,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9764,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Honda,Urban,Tuesday,May,2,Male,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9765,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Honda,Urban,Thursday,May,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9766,5,700,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Mazda,Urban,Wednesday,Jun,1,Male,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9767,5,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Pontiac,Urban,Monday,Jun,2,Female,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9768,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Mazda,Rural,Thursday,Sep,4,Male,Single,22,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9769,5,400,1,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Honda,Urban,Tuesday,Sep,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9770,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Friday,Sep,3,Male,Married,76,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9771,12,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Thursday,Oct,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9772,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Pontiac,Urban,Friday,Oct,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9773,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Pontiac,Urban,Monday,May,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9774,12,400,1,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Mazda,Urban,Friday,Apr,4,Male,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9775,16,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Saab,Urban,Thursday,May,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9776,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Toyota,Urban,Monday,Sep,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9777,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Pontiac,Urban,Friday,Sep,3,Female,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9778,7,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Chevrolet,Urban,Tuesday,Sep,2,Male,Married,44,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9779,11,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Dec,4,Thursday,Chevrolet,Urban,Friday,Dec,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9780,13,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Toyota,Urban,Monday,Oct,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9781,4,400,1,more than 30,more than 30,1,7 years,36 to 40,Yes,Yes,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Pontiac,Urban,Monday,Feb,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,9782,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Toyota,Urban,Friday,Mar,2,Male,Single,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9783,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9784,2,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Thursday,Jul,4,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9785,5,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Mazda,Urban,Tuesday,Nov,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9786,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Honda,Urban,Thursday,Nov,3,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9787,15,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Pontiac,Rural,Monday,Dec,3,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9788,5,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Toyota,Urban,Wednesday,Dec,4,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9789,13,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,VW,Urban,Friday,May,1,Male,Single,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9790,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Chevrolet,Urban,Wednesday,Oct,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9791,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Accura,Urban,Wednesday,Dec,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9792,5,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Honda,Urban,Friday,Oct,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9793,9,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Pontiac,Urban,Friday,Nov,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9794,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Pontiac,Urban,Monday,Dec,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9795,5,400,4,more than 30,more than 30,1,5 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Toyota,Urban,Tuesday,Dec,3,Female,Married,42,Third Party,Sedan - Collision,Sedan,less than 20000,0,9796,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Toyota,Urban,Wednesday,Oct,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9797,5,700,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Toyota,Urban,Monday,Oct,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9798,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Toyota,Urban,Monday,Jan,4,Female,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9799,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Mazda,Urban,Thursday,Jul,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9800,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Mazda,Urban,Monday,Dec,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9801,6,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Mazda,Rural,Friday,Feb,1,Male,Single,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9802,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Toyota,Urban,Monday,Sep,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9803,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Pontiac,Urban,Tuesday,Oct,4,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9804,15,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Pontiac,Urban,Monday,Dec,3,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9805,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Pontiac,Urban,Tuesday,Dec,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9806,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Pontiac,Urban,Tuesday,Dec,3,Female,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9807,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Mazda,Urban,Tuesday,Dec,2,Male,Married,66,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9808,4,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Toyota,Urban,Monday,Feb,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,9809,16,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Chevrolet,Urban,Wednesday,Nov,3,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9810,6,400,4,more than 30,more than 30,more than 4,2 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Tuesday,Feb,4,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9811,14,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Pontiac,Urban,Tuesday,Dec,4,Female,Widow,59,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9812,3,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Honda,Urban,Tuesday,Aug,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9813,6,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Chevrolet,Urban,Thursday,Feb,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,9814,9,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Honda,Urban,Friday,Apr,1,Male,Single,0,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9815,5,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jul,5,Friday,Chevrolet,Urban,Friday,Aug,4,Female,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9816,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Pontiac,Urban,Tuesday,May,5,Male,Single,24,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9817,9,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Mazda,Urban,Monday,May,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9818,6,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Pontiac,Urban,Friday,Apr,2,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9819,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Honda,Rural,Friday,Feb,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9820,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Toyota,Urban,Friday,Mar,3,Male,Married,78,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9821,16,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Mazda,Urban,Wednesday,Dec,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9822,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Honda,Urban,Monday,Nov,4,Male,Married,49,Third Party,Sedan - Liability,Sport,more than 69000,0,9823,2,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Mazda,Urban,Wednesday,Sep,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9824,4,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Chevrolet,Urban,Tuesday,Sep,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9825,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Toyota,Urban,Friday,Sep,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9826,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Accura,Urban,Tuesday,Dec,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9827,3,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Toyota,Urban,Friday,Dec,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9828,6,700,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9829,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,1 year,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Toyota,Urban,Tuesday,Apr,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9830,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Toyota,Urban,Monday,Feb,1,Male,Married,62,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,9831,7,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Mazda,Urban,Wednesday,Aug,2,Male,Single,55,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9832,13,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,1,Saturday,Mazda,Urban,Wednesday,Aug,5,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9833,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Toyota,Urban,Thursday,Jul,5,Male,Single,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9834,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Pontiac,Urban,Tuesday,May,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9835,10,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,VW,Urban,Thursday,May,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9836,7,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Honda,Urban,Friday,Apr,5,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9837,12,400,4,8 to 15,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Pontiac,Urban,Tuesday,May,1,Female,Single,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9838,5,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Pontiac,Urban,Wednesday,May,1,Female,Married,78,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9839,5,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Toyota,Urban,Tuesday,Sep,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9840,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Mazda,Urban,Wednesday,Sep,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9841,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Honda,Urban,Wednesday,Feb,3,Male,Married,76,Policy Holder,Sport - Collision,Sport,more than 69000,1,9842,10,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,1,Thursday,Toyota,Urban,Thursday,Sep,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9843,10,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Pontiac,Urban,Monday,Apr,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9844,8,500,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Mazda,Urban,Monday,Apr,3,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9845,7,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9846,13,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Honda,Urban,Wednesday,Jun,5,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9847,11,400,1,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Pontiac,Urban,Wednesday,Aug,3,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9848,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Pontiac,Urban,Wednesday,Feb,2,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9849,1,400,2,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Pontiac,Rural,Tuesday,Apr,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,9850,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Honda,Urban,Tuesday,Aug,5,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9851,7,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Mazda,Rural,Monday,Sep,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9852,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Pontiac,Urban,Thursday,Nov,1,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9853,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Toyota,Rural,Tuesday,Feb,2,Male,Married,56,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9854,1,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Accura,Urban,Thursday,Jan,1,Male,Married,47,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9855,15,400,1,none,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Mazda,Rural,Tuesday,Dec,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9856,2,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Accura,Urban,Tuesday,Dec,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9857,6,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Honda,Urban,Thursday,May,1,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9858,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Mazda,Urban,Monday,May,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9859,11,700,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Honda,Urban,Tuesday,Feb,2,Female,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9860,15,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,Pontiac,Urban,Tuesday,May,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9861,9,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Sunday,Mazda,Urban,Monday,May,2,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9862,13,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Toyota,Rural,Monday,Jun,4,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9863,5,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Sunday,Ford,Urban,Thursday,Aug,3,Male,Married,61,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9864,13,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Toyota,Urban,Thursday,Sep,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9865,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Rural,Monday,Oct,3,Male,Married,46,Third Party,Utility - All Perils,Utility,60000 to 69000,0,9866,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,1,Sunday,Mazda,Urban,Monday,Feb,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,9867,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Honda,Urban,Thursday,Dec,4,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9868,12,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9869,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Wednesday,Ford,Urban,Wednesday,Dec,1,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9870,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Toyota,Urban,Wednesday,Nov,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9871,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Mazda,Urban,Tuesday,Oct,5,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9872,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Mazda,Urban,Monday,Feb,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9873,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Pontiac,Urban,Tuesday,Feb,3,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9874,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Toyota,Urban,Wednesday,Sep,3,Female,Married,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9875,10,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Mazda,Urban,Tuesday,Sep,3,Male,Single,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9876,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Mazda,Urban,Monday,Sep,3,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9877,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,2,Sunday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9878,11,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Toyota,Urban,Monday,May,5,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9879,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Honda,Urban,Thursday,Feb,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,9880,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Chevrolet,Urban,Friday,May,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9881,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Honda,Urban,Tuesday,May,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9882,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Pontiac,Urban,Wednesday,May,2,Male,Married,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9883,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+May,1,Tuesday,VW,Urban,Wednesday,May,2,Male,Married,60,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,9884,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9885,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Toyota,Urban,Wednesday,Jan,1,Male,Married,45,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9886,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Pontiac,Urban,Sunday,Jan,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9887,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Chevrolet,Urban,Friday,Dec,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9888,14,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Chevrolet,Rural,Thursday,Dec,4,Male,Married,60,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9889,13,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,4,Wednesday,Mazda,Urban,Monday,Nov,5,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9890,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Toyota,Urban,Monday,Nov,2,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9891,3,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Dodge,Rural,Wednesday,Nov,1,Female,Married,70,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9892,2,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Chevrolet,Urban,Friday,Oct,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9893,13,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Honda,Urban,Wednesday,Sep,5,Male,Married,40,Third Party,Sedan - Collision,Sedan,more than 69000,0,9894,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Mazda,Urban,Monday,Sep,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9895,8,500,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Pontiac,Rural,Tuesday,Sep,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9896,11,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Sunday,Toyota,Rural,Monday,Aug,5,Female,Married,27,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9897,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Tuesday,Toyota,Urban,Thursday,Oct,1,Female,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9898,13,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Pontiac,Urban,Tuesday,Aug,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9899,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,VW,Urban,Wednesday,Aug,1,Male,Married,38,Third Party,Sedan - Liability,Sport,30000 to 39000,0,9900,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Honda,Urban,Monday,May,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9901,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Pontiac,Urban,Monday,May,4,Male,Single,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9902,1,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Toyota,Urban,Monday,Apr,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9903,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Toyota,Urban,Friday,Apr,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9904,1,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Nisson,Urban,Friday,Mar,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9905,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Honda,Rural,Monday,Sep,3,Male,Single,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9906,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Chevrolet,Urban,Tuesday,Oct,2,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9907,3,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Honda,Urban,Monday,May,4,Male,Married,69,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9908,2,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Toyota,Urban,Monday,May,3,Male,Married,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9909,3,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Mazda,Urban,Wednesday,May,3,Male,Married,73,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9910,3,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Mazda,Urban,Thursday,Sep,5,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9911,8,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Pontiac,Urban,Thursday,Jul,4,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9912,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Mazda,Urban,Monday,Sep,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9913,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Pontiac,Urban,Tuesday,Aug,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9914,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Chevrolet,Urban,Tuesday,Aug,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9915,15,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Toyota,Rural,Wednesday,Dec,2,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9916,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mazda,Urban,Monday,Mar,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9917,1,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Honda,Urban,Tuesday,Sep,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9918,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Honda,Urban,Tuesday,Oct,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9919,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Pontiac,Urban,Wednesday,May,3,Female,Single,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9920,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Chevrolet,Urban,Wednesday,Jun,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9921,6,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Honda,Rural,Tuesday,Sep,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,9922,2,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Mazda,Urban,Monday,Feb,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,9923,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9924,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Honda,Urban,Wednesday,Nov,3,Male,Married,62,Third Party,Sport - Collision,Sport,more than 69000,0,9925,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,3,Saturday,BMW,Rural,Monday,Nov,4,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9926,6,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Pontiac,Urban,Monday,Nov,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9927,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Toyota,Urban,Friday,Apr,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9928,14,400,1,15 to 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Toyota,Urban,Thursday,Feb,2,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,9929,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Sunday,Toyota,Urban,Friday,Dec,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9930,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Honda,Urban,Wednesday,Feb,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9931,7,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Honda,Urban,Thursday,Dec,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9932,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Honda,Urban,Thursday,Apr,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9933,13,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Chevrolet,Urban,Wednesday,Aug,4,Male,Married,77,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9934,15,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Toyota,Urban,Tuesday,Aug,4,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9935,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Pontiac,Urban,Monday,Nov,5,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9936,11,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Wednesday,Nov,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9937,1,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Toyota,Urban,Monday,Oct,4,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9938,1,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Toyota,Urban,Monday,Mar,4,Male,Single,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9939,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Mazda,Urban,Tuesday,Mar,4,Male,Married,71,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9940,1,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Mazda,Urban,Tuesday,Aug,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9941,7,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Toyota,Urban,Friday,Feb,3,Female,Single,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9942,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Urban,Friday,Aug,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9943,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Mazda,Urban,Wednesday,Oct,1,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9944,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Thursday,Toyota,Urban,Tuesday,Nov,3,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9945,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,Ford,Urban,Wednesday,Nov,2,Male,Married,30,Third Party,Sedan - All Perils,Sedan,40000 to 59000,1,9946,5,500,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Honda,Urban,Wednesday,Apr,1,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9947,7,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Toyota,Urban,Tuesday,Feb,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9948,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Honda,Urban,Monday,Jun,3,Male,Single,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9949,13,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Sunday,Mazda,Urban,Monday,Sep,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9950,13,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Saab,Rural,Wednesday,Mar,4,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,9951,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Honda,Urban,Wednesday,May,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9952,3,700,3,more than 30,more than 30,more than 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Honda,Urban,Tuesday,Jun,2,Male,Divorced,54,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9953,12,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Chevrolet,Urban,Tuesday,Jul,2,Male,Married,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9954,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Mazda,Rural,Friday,Jun,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9955,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Dec,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9956,3,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Pontiac,Urban,Monday,Mar,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9957,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Pontiac,Urban,Friday,Feb,3,Male,Married,76,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9958,13,400,3,more than 30,more than 30,none,7 years,over 65,No,Yes,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Ford,Urban,Monday,Nov,2,Male,Married,60,Policy Holder,Sedan - Liability,Sport,more than 69000,0,9959,11,400,1,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Sunday,Toyota,Urban,Monday,Aug,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9960,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Chevrolet,Urban,Monday,Jan,2,Male,Single,58,Third Party,Sedan - All Perils,Sedan,more than 69000,0,9961,13,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Mazda,Urban,Wednesday,Dec,4,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9962,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Toyota,Rural,Monday,Dec,2,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9963,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Mazda,Urban,Friday,May,4,Male,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9964,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Wednesday,Toyota,Urban,Thursday,Jun,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,9965,5,400,4,more than 30,more than 30,1,3 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Friday,Chevrolet,Urban,Wednesday,Jan,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9966,1,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Toyota,Urban,Tuesday,Aug,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9967,6,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Pontiac,Urban,Tuesday,Jul,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9968,3,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Toyota,Urban,Tuesday,Sep,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,9969,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Saturday,Toyota,Urban,Monday,Sep,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9970,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Pontiac,Urban,Wednesday,Sep,4,Male,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9971,5,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Mazda,Urban,Monday,Oct,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,9972,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Pontiac,Urban,Monday,Sep,4,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,9973,5,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Toyota,Urban,Wednesday,Oct,2,Male,Divorced,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9974,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Thursday,Dec,1,Male,Single,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9975,2,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Chevrolet,Urban,Monday,Feb,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9976,15,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Toyota,Urban,Monday,Dec,2,Female,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9977,13,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,VW,Urban,Monday,Jan,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,9978,14,400,2,more than 30,more than 30,none,4 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Pontiac,Urban,Monday,Jan,2,Male,Single,21,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9979,6,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Pontiac,Urban,Friday,May,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9980,8,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Chevrolet,Urban,Friday,May,3,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9981,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Honda,Urban,Monday,May,3,Male,Married,32,Third Party,Sedan - All Perils,Sedan,less than 20000,0,9982,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Pontiac,Urban,Thursday,May,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9983,13,700,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Wednesday,Pontiac,Urban,Thursday,Jun,1,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,9984,2,400,3,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Chevrolet,Urban,Monday,Jun,4,Female,Single,18,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9985,12,400,4,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Ford,Urban,Thursday,Feb,3,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,1,9986,2,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,4,Thursday,Pontiac,Urban,Monday,Sep,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,9987,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Ford,Urban,Monday,Dec,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9988,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Pontiac,Urban,Wednesday,Dec,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,9989,5,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Pontiac,Urban,Friday,Dec,5,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,9990,10,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Honda,Urban,Wednesday,Dec,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9991,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Mazda,Rural,Tuesday,Dec,4,Male,Single,22,Third Party,Sedan - Liability,Sport,20000 to 29000,0,9992,3,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,Yes,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Mazda,Urban,Wednesday,Dec,3,Male,Married,31,Third Party,Sport - Collision,Sport,more than 69000,0,9993,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,3,Tuesday,Ford,Urban,Wednesday,Oct,1,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,9994,9,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,5,Thursday,Ford,Urban,Friday,Sep,5,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,9995,13,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Pontiac,Urban,Friday,Feb,2,Male,Single,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,9996,7,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Pontiac,Urban,Tuesday,Feb,3,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,9997,9,500,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Toyota,Urban,Tuesday,May,5,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,9998,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Chevrolet,Urban,Tuesday,May,5,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,9999,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Accura,Urban,Thursday,Jun,3,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10000,16,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Pontiac,Rural,Thursday,Dec,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10001,8,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Friday,Toyota,Urban,Wednesday,Jan,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10002,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Friday,Mazda,Urban,Monday,Jan,4,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10003,5,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Pontiac,Urban,Monday,Jan,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10004,9,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Toyota,Urban,Wednesday,Dec,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10005,1,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Pontiac,Urban,Tuesday,Nov,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10006,2,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Chevrolet,Urban,Monday,Oct,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10007,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Thursday,Pontiac,Urban,Tuesday,Oct,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10008,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Pontiac,Urban,Tuesday,Sep,4,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10009,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10010,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Mazda,Urban,Tuesday,Sep,1,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10011,10,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Pontiac,Urban,Tuesday,Aug,5,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10012,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,VW,Urban,Tuesday,Mar,1,Male,Single,53,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10013,5,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Mazda,Urban,Friday,Jan,2,Male,Single,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10014,2,700,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Mazda,Urban,Wednesday,Mar,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10015,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Toyota,Urban,Thursday,Feb,3,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,10016,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Pontiac,Rural,Wednesday,Apr,3,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10017,7,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Friday,Pontiac,Urban,Friday,Oct,1,Male,Single,18,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10018,2,400,4,more than 30,more than 30,more than 4,2 years,21 to 25,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Urban,Friday,Apr,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10019,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Toyota,Urban,Thursday,Apr,1,Male,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10020,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Friday,Chevrolet,Urban,Tuesday,Jul,2,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10021,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Honda,Urban,Monday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10022,14,400,4,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Pontiac,Urban,Wednesday,May,2,Male,Married,68,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10023,15,400,3,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Toyota,Urban,Thursday,Oct,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10024,12,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Sunday,Chevrolet,Urban,Wednesday,Nov,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10025,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Accura,Urban,Tuesday,Jan,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10026,12,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Mazda,Urban,Wednesday,Jan,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10027,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Pontiac,Urban,Monday,Jan,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10028,1,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10029,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Honda,Urban,Monday,Aug,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10030,1,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Toyota,Urban,Friday,Feb,3,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10031,6,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Toyota,Urban,Saturday,Feb,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,10032,9,400,2,none,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Friday,Mazda,Urban,Friday,Apr,4,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10033,5,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Urban,Thursday,Jun,1,Male,Married,48,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10034,13,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Chevrolet,Urban,Thursday,Jun,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10035,16,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Pontiac,Urban,Friday,Jun,1,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10036,8,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Mazda,Urban,Thursday,Aug,3,Male,Married,41,Third Party,Sedan - Liability,Sport,40000 to 59000,0,10037,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Mazda,Urban,Wednesday,Feb,3,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10038,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Pontiac,Urban,Friday,Aug,3,Female,Single,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10039,1,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Honda,Urban,Wednesday,Nov,1,Male,Married,54,Policy Holder,Sport - Collision,Sport,more than 69000,0,10040,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,4,Tuesday,Chevrolet,Urban,Friday,Jan,3,Male,Married,36,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10041,11,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Thursday,Honda,Urban,Friday,Nov,1,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10042,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Toyota,Urban,Monday,Jan,3,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10043,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Saturday,Honda,Urban,Monday,May,5,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10044,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Honda,Urban,Monday,Jun,4,Male,Married,30,Third Party,Sport - Collision,Sport,more than 69000,0,10045,11,700,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,3,Monday,Honda,Urban,Friday,Sep,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10046,13,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Toyota,Urban,Monday,Jul,2,Male,Married,74,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10047,11,400,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Honda,Rural,Sunday,Oct,1,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10048,4,500,1,more than 30,more than 30,1,6 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10049,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Pontiac,Rural,Monday,Oct,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10050,1,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Saturday,Accura,Urban,Wednesday,Oct,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10051,3,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Toyota,Urban,Friday,May,3,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10052,10,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Sunday,Mazda,Urban,Monday,May,3,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10053,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Accura,Urban,Wednesday,Jan,3,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10054,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Pontiac,Rural,Monday,Sep,4,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10055,3,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jul,2,Thursday,Honda,Urban,Friday,Jul,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10056,16,400,4,more than 30,more than 30,none,new,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Pontiac,Urban,Monday,Jun,4,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10057,15,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Honda,Urban,Thursday,May,3,Male,Single,35,Policy Holder,Sport - Collision,Sport,more than 69000,0,10058,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Apr,5,Thursday,Toyota,Urban,Tuesday,May,1,Male,Married,63,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10059,13,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Mazda,Urban,Monday,Oct,1,Male,Married,74,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10060,3,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Toyota,Urban,Monday,Jul,3,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10061,8,400,2,more than 30,more than 30,2 to 4,2 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Wednesday,Mazda,Urban,Thursday,Aug,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10062,2,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10063,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Mazda,Urban,Tuesday,May,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10064,3,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Pontiac,Urban,Monday,Jul,2,Male,Married,74,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10065,15,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Toyota,Urban,Monday,Dec,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10066,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Pontiac,Urban,Monday,Dec,1,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10067,12,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Saab,Urban,Tuesday,Apr,1,Female,Single,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10068,11,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Pontiac,Urban,Thursday,Jun,4,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10069,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Toyota,Urban,Tuesday,Jun,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10070,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,70,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10071,14,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Pontiac,Urban,Tuesday,Jun,3,Female,Single,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10072,7,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Mazda,Urban,Tuesday,May,4,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10073,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Pontiac,Urban,Tuesday,Oct,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10074,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Ford,Urban,Tuesday,Dec,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10075,11,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Mazda,Urban,Tuesday,Jan,4,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10076,9,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,VW,Urban,Thursday,Sep,5,Male,Married,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10077,3,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Chevrolet,Urban,Friday,Sep,5,Male,Single,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10078,2,400,3,more than 30,more than 30,none,7 years,36 to 40,Yes,No,Internal,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Toyota,Urban,Monday,Oct,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10079,13,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Toyota,Urban,Thursday,Oct,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10080,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Wednesday,Oct,1,Male,Married,74,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10081,13,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Ford,Urban,Friday,Oct,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10082,4,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Toyota,Urban,Wednesday,Oct,4,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10083,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Mazda,Urban,Friday,Oct,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10084,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Pontiac,Urban,Friday,Feb,3,Female,Single,51,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10085,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Mazda,Urban,Friday,Oct,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10086,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Chevrolet,Urban,Wednesday,Oct,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10087,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Honda,Urban,Friday,Mar,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10088,3,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Mazda,Urban,Wednesday,Mar,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,10089,11,400,2,more than 30,more than 30,more than 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Pontiac,Urban,Thursday,Jun,3,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10090,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Toyota,Urban,Wednesday,Feb,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10091,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Honda,Urban,Thursday,Jan,4,Female,Divorced,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10092,7,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Pontiac,Urban,Wednesday,Dec,4,Female,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10093,7,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Mazda,Urban,Thursday,Nov,3,Male,Married,72,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10094,5,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Chevrolet,Urban,Wednesday,Jan,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10095,16,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Pontiac,Urban,Thursday,Oct,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10096,3,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Mazda,Rural,Thursday,Aug,2,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10097,10,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Toyota,Urban,Thursday,May,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10098,15,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Pontiac,Urban,Friday,Feb,1,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10099,4,500,4,more than 30,more than 30,2 to 4,6 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Honda,Urban,Thursday,Feb,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10100,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Mazda,Rural,Tuesday,Feb,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10101,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10102,1,400,2,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,1 year,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Toyota,Urban,Tuesday,Jan,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10103,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Chevrolet,Urban,Wednesday,Jul,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10104,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Mazda,Urban,Thursday,Aug,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10105,5,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Honda,Urban,Thursday,Aug,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10106,14,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Tuesday,Jun,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10107,7,700,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Saturn,Urban,Monday,Feb,4,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10108,9,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Monday,Honda,Urban,Monday,Dec,1,Male,Married,37,Policy Holder,Sport - Collision,Sport,more than 69000,0,10109,7,400,1,more than 30,more than 30,2 to 4,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Nov,2,Thursday,Toyota,Urban,Friday,Nov,3,Female,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10110,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Toyota,Urban,Thursday,Nov,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10111,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Toyota,Urban,Wednesday,Feb,1,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10112,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Pontiac,Urban,Thursday,Feb,1,Male,Single,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10113,5,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,3,Monday,Nisson,Urban,Wednesday,Jan,4,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,10114,6,400,1,8 to 15,15 to 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Toyota,Urban,Wednesday,Jul,1,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10115,5,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Pontiac,Urban,Monday,Oct,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10116,10,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Honda,Urban,Thursday,Feb,3,Male,Single,0,Policy Holder,Utility - All Perils,Utility,more than 69000,1,10117,11,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Monday,Feb,5,Male,Single,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10118,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Toyota,Urban,Tuesday,Oct,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10119,13,400,2,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Honda,Urban,Thursday,May,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10120,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Pontiac,Urban,Wednesday,Jul,2,Male,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10121,16,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Toyota,Urban,Friday,Sep,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10122,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Toyota,Urban,Wednesday,Feb,1,Female,Married,45,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10123,4,400,4,more than 30,more than 30,none,4 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Pontiac,Urban,Friday,Jun,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10124,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Pontiac,Urban,Thursday,Feb,3,Male,Single,36,Policy Holder,Utility - All Perils,Utility,40000 to 59000,1,10125,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,2,Monday,Toyota,Urban,Friday,Sep,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10126,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Toyota,Urban,Friday,Oct,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10127,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Pontiac,Urban,Friday,Oct,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10128,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Mazda,Urban,Tuesday,Oct,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10129,5,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Honda,Rural,Tuesday,Dec,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10130,1,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10131,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Chevrolet,Urban,Wednesday,May,3,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10132,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,VW,Urban,Tuesday,May,3,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10133,3,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10134,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,VW,Urban,Monday,Nov,3,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10135,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Honda,Urban,Monday,Nov,3,Male,Single,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10136,3,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Pontiac,Urban,Friday,Dec,4,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10137,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Pontiac,Urban,Thursday,Feb,1,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10138,7,700,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Wednesday,Chevrolet,Urban,Thursday,Jun,2,Female,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10139,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Toyota,Urban,Wednesday,Jun,2,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10140,14,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Honda,Urban,Tuesday,Jun,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10141,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Honda,Urban,Tuesday,Jun,1,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10142,1,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Chevrolet,Rural,Friday,Sep,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10143,11,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10144,16,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Pontiac,Urban,Friday,Nov,2,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10145,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Pontiac,Urban,Thursday,Jan,4,Female,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10146,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Toyota,Urban,Monday,Jun,2,Male,Married,46,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10147,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Accura,Urban,Monday,Feb,4,Male,Married,38,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10148,15,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Honda,Urban,Wednesday,Feb,4,Male,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10149,12,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Monday,Feb,3,Male,Married,69,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10150,13,500,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Tuesday,Pontiac,Rural,Thursday,Jun,4,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10151,1,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Honda,Urban,Thursday,Jun,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10152,12,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Ford,Urban,Wednesday,Jun,2,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,10153,10,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Pontiac,Urban,Monday,Feb,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10154,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,5 to 8,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Chevrolet,Urban,Wednesday,May,1,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10155,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Monday,Feb,4,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,10156,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Honda,Urban,Friday,Feb,3,Male,Married,35,Policy Holder,Sport - Collision,Sport,more than 69000,1,10157,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,4,Saturday,Chevrolet,Urban,Tuesday,Nov,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10158,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Chevrolet,Urban,Friday,Oct,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10159,6,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Mazda,Urban,Thursday,Sep,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10160,8,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Honda,Urban,Wednesday,Aug,1,Female,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10161,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Mazda,Urban,Wednesday,May,4,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10162,12,400,3,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Pontiac,Urban,Wednesday,Mar,4,Male,Single,27,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10163,15,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Toyota,Urban,Monday,Jan,1,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10164,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Honda,Urban,Thursday,Jun,3,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10165,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Pontiac,Urban,Thursday,Aug,2,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10166,15,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Chevrolet,Urban,Wednesday,Nov,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10167,4,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Urban,Wednesday,Oct,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10168,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Pontiac,Urban,Monday,Oct,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10169,15,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Saturn,Urban,Thursday,Feb,4,Male,Married,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10170,9,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Toyota,Urban,Wednesday,Sep,1,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10171,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Pontiac,Urban,Thursday,Jun,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10172,14,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Toyota,Urban,Wednesday,Feb,4,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10173,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Toyota,Urban,Tuesday,Feb,2,Male,Married,49,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10174,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Pontiac,Urban,Friday,Feb,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10175,13,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Toyota,Urban,Friday,Feb,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10176,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Pontiac,Urban,Wednesday,Feb,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10177,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Wednesday,Jan,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10178,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Toyota,Urban,Thursday,Jan,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10179,8,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Friday,Feb,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,more than 69000,0,10180,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Pontiac,Rural,Wednesday,Jul,3,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10181,15,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Honda,Urban,Monday,Jan,1,Male,Single,0,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10182,3,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Friday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10183,13,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Accura,Urban,Thursday,Feb,4,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,10184,8,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Toyota,Urban,Monday,Jan,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10185,9,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Chevrolet,Rural,Wednesday,Jan,2,Male,Married,30,Third Party,Sedan - Liability,Sport,40000 to 59000,0,10186,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10187,13,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Mazda,Urban,Tuesday,Feb,1,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10188,7,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Pontiac,Urban,Tuesday,Jan,1,Male,Single,23,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10189,9,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Pontiac,Urban,Monday,Jan,1,Male,Married,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10190,4,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Monday,Mar,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10191,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Mazda,Rural,Tuesday,Apr,1,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10192,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Chevrolet,Urban,Thursday,Apr,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10193,2,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Honda,Urban,Thursday,Apr,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10194,12,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Honda,Urban,Monday,Mar,4,Male,Married,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10195,15,400,2,more than 30,more than 30,none,new,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Mazda,Rural,Wednesday,Apr,2,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10196,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Mazda,Urban,Monday,Apr,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10197,7,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Sunday,Chevrolet,Urban,Monday,Apr,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10198,3,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Pontiac,Rural,Wednesday,Apr,4,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10199,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Mazda,Urban,Tuesday,Jun,4,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10200,12,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Toyota,Urban,Thursday,Jun,3,Female,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10201,6,500,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Toyota,Urban,Monday,Jun,2,Female,Single,25,Third Party,Sedan - Collision,Sedan,less than 20000,0,10202,12,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Chevrolet,Urban,Monday,Jan,5,Male,Married,29,Third Party,Utility - All Perils,Utility,more than 69000,0,10203,5,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jan,3,Monday,Toyota,Rural,Tuesday,Jan,3,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10204,9,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Chevrolet,Urban,Monday,Apr,3,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10205,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Honda,Urban,Friday,May,2,Male,Married,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,10206,6,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+May,1,Wednesday,Honda,Urban,Wednesday,May,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10207,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Mazda,Rural,Friday,May,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10208,5,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Mazda,Urban,Friday,Apr,4,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10209,16,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10210,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Pontiac,Urban,Monday,Jun,2,Female,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10211,13,400,2,more than 30,more than 30,none,3 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Chevrolet,Rural,Tuesday,May,5,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10212,4,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Mazda,Urban,Friday,Jul,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10213,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Pontiac,Urban,Monday,Jul,1,Male,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10214,9,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Pontiac,Urban,Wednesday,Nov,5,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10215,9,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Sunday,Pontiac,Urban,Monday,Nov,2,Male,Single,20,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10216,7,400,1,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Ford,Rural,Friday,Dec,2,Male,Married,67,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,10217,7,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Toyota,Urban,Wednesday,Dec,2,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10218,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Honda,Urban,Wednesday,Dec,5,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10219,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Honda,Urban,Monday,Jun,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10220,16,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Toyota,Urban,Friday,Jun,4,Male,Single,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10221,3,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Saturday,Pontiac,Urban,Thursday,Jun,4,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10222,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Sunday,Honda,Urban,Sunday,Feb,3,Male,Married,63,Policy Holder,Sport - Collision,Sport,more than 69000,1,10223,12,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,3,Monday,Pontiac,Rural,Tuesday,Feb,4,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,10224,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Mazda,Urban,Friday,Sep,2,Male,Single,59,Third Party,Sedan - Collision,Sedan,more than 69000,0,10225,10,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Mazda,Rural,Tuesday,Feb,4,Male,Married,69,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10226,2,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Pontiac,Urban,Monday,Sep,4,Female,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10227,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Toyota,Urban,Monday,Oct,5,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10228,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Honda,Rural,Wednesday,Mar,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10229,2,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Toyota,Rural,Monday,Mar,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10230,3,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Toyota,Urban,Wednesday,Apr,4,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10231,11,400,2,more than 30,more than 30,none,2 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Mazda,Urban,Friday,Apr,1,Male,Married,48,Third Party,Sedan - Collision,Sedan,less than 20000,0,10232,14,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Ford,Urban,Thursday,Aug,4,Female,Married,38,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10233,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Toyota,Urban,Monday,Oct,3,Male,Single,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10234,8,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Pontiac,Urban,Monday,Sep,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10235,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Pontiac,Urban,Monday,Nov,5,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10236,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Toyota,Urban,Tuesday,Jan,1,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10237,3,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Thursday,Pontiac,Urban,Thursday,Oct,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10238,12,400,4,more than 30,more than 30,1,6 years,36 to 40,No,Yes,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Chevrolet,Urban,Monday,Jan,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10239,15,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Pontiac,Urban,Friday,Dec,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10240,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Toyota,Urban,Thursday,Jun,1,Male,Married,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10241,13,400,4,more than 30,more than 30,none,3 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Toyota,Urban,Monday,Oct,4,Male,Married,79,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10242,4,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Accura,Urban,Friday,Oct,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10243,2,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Toyota,Urban,Monday,Oct,4,Female,Single,27,Third Party,Sedan - Liability,Sport,more than 69000,0,10244,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Chevrolet,Urban,Monday,Nov,4,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10245,9,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Chevrolet,Urban,Monday,Sep,1,Female,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10246,9,400,4,more than 30,more than 30,1,7 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Honda,Urban,Friday,Feb,4,Male,Single,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10247,7,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Mazda,Urban,Thursday,Feb,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10248,2,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Pontiac,Urban,Wednesday,Feb,1,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10249,13,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Pontiac,Urban,Thursday,Jun,3,Female,Married,76,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10250,2,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Pontiac,Urban,Thursday,Apr,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10251,1,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Thursday,Mar,5,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,10252,11,500,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Accura,Urban,Friday,Oct,4,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10253,11,400,4,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,4,Sunday,Toyota,Urban,Thursday,Nov,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10254,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Thursday,Feb,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10255,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Honda,Urban,Monday,Jan,4,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10256,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Pontiac,Urban,Friday,Jan,3,Male,Single,66,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10257,9,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Mazda,Urban,Thursday,Dec,4,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10258,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Pontiac,Urban,Friday,Oct,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10259,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Toyota,Urban,Thursday,Feb,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10260,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Thursday,Mar,2,Male,Married,41,Policy Holder,Utility - All Perils,Utility,more than 69000,1,10261,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,1,Wednesday,Toyota,Urban,Thursday,Aug,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10262,11,700,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Toyota,Rural,Monday,Jul,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10263,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Mazda,Urban,Wednesday,Jan,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10264,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Mazda,Urban,Tuesday,Jan,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10265,4,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Pontiac,Urban,Friday,Jan,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10266,2,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Chevrolet,Urban,Friday,Jan,3,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10267,1,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Mazda,Urban,Monday,Jan,3,Male,Single,32,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10268,8,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10269,5,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Chevrolet,Rural,Wednesday,Mar,2,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10270,15,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Honda,Urban,Tuesday,Feb,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10271,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Accura,Urban,Wednesday,Aug,3,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10272,2,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Sunday,Pontiac,Urban,Tuesday,Jun,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10273,14,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10274,15,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Pontiac,Urban,Friday,Jan,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10275,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Chevrolet,Urban,Wednesday,Aug,1,Male,Married,55,Third Party,Sedan - Liability,Sport,40000 to 59000,0,10276,4,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Sunday,Honda,Rural,Tuesday,Aug,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10277,6,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Toyota,Urban,Wednesday,Jan,3,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10278,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Pontiac,Urban,Friday,Feb,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10279,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Ford,Urban,Wednesday,Apr,1,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,0,10280,3,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,VW,Urban,Monday,Jul,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10281,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Honda,Urban,Wednesday,Aug,5,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10282,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Pontiac,Urban,Monday,Jan,4,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10283,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Thursday,Feb,3,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10284,15,400,1,more than 30,more than 30,2 to 4,5 years,51 to 65,Yes,No,External,none,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Sunday,Honda,Urban,Tuesday,Feb,3,Male,Single,24,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10285,5,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Accura,Urban,Monday,Mar,1,Male,Married,50,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,10286,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Chevrolet,Urban,Thursday,Oct,4,Male,Single,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10287,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10288,1,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Honda,Urban,Monday,Mar,1,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10289,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Mazda,Urban,Tuesday,May,5,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10290,7,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Pontiac,Rural,Tuesday,Jan,3,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10291,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Thursday,Mazda,Urban,Friday,Feb,4,Male,Single,68,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10292,3,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Friday,Pontiac,Rural,Thursday,Jan,2,Male,Married,52,Third Party,Sedan - Collision,Sedan,less than 20000,0,10293,4,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Honda,Urban,Monday,Jan,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10294,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Honda,Urban,Tuesday,Jan,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10295,12,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Honda,Urban,Tuesday,Jan,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10296,15,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Mazda,Urban,Tuesday,Jan,1,Female,Married,37,Policy Holder,Sedan - Liability,Sport,less than 20000,0,10297,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Toyota,Rural,Wednesday,Jan,2,Female,Single,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10298,11,400,1,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Honda,Urban,Thursday,Nov,2,Male,Married,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10299,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Wednesday,Honda,Urban,Thursday,Sep,5,Male,Married,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10300,11,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Friday,Sep,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10301,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Friday,Saab,Urban,Tuesday,Sep,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10302,12,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Pontiac,Urban,Thursday,Jul,2,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10303,15,500,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Pontiac,Urban,Monday,Jun,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10304,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Honda,Urban,Friday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10305,9,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Pontiac,Urban,Tuesday,Dec,3,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10306,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Honda,Rural,Tuesday,Jan,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10307,7,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Toyota,Urban,Tuesday,Nov,5,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10308,16,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Chevrolet,Urban,Monday,Jun,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10309,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Toyota,Urban,Monday,Jun,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10310,6,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Honda,Urban,Tuesday,Jun,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10311,1,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Pontiac,Urban,Thursday,Jun,4,Male,Married,27,Third Party,Sedan - Liability,Sport,more than 69000,0,10312,4,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Honda,Urban,Monday,Jun,3,Female,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10313,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Honda,Rural,Tuesday,Apr,4,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10314,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Friday,Honda,Urban,Friday,Apr,4,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10315,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Chevrolet,Urban,Wednesday,Jan,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10316,11,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Chevrolet,Urban,Monday,Sep,2,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10317,7,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Toyota,Urban,Wednesday,Sep,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10318,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Pontiac,Urban,Friday,Mar,1,Female,Married,39,Third Party,Sedan - Collision,Sedan,less than 20000,0,10319,5,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Chevrolet,Urban,Tuesday,Jul,1,Female,Single,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10320,12,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Honda,Urban,Monday,Jun,2,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10321,7,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Toyota,Urban,Wednesday,Jun,1,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10322,10,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Chevrolet,Urban,Friday,Apr,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10323,15,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Pontiac,Urban,Monday,Mar,3,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10324,13,700,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Honda,Urban,Monday,Mar,1,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10325,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Urban,Wednesday,Jun,2,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10326,3,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Chevrolet,Urban,Wednesday,Feb,4,Female,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10327,13,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Honda,Urban,Friday,Dec,1,Male,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10328,16,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Honda,Urban,Wednesday,Nov,1,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10329,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Toyota,Urban,Monday,Apr,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10330,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Pontiac,Urban,Wednesday,Apr,4,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10331,1,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Chevrolet,Urban,Monday,Feb,3,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10332,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,3,Wednesday,Honda,Urban,Monday,Feb,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10333,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Toyota,Urban,Friday,Feb,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10334,7,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Honda,Urban,Monday,Feb,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10335,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Honda,Urban,Monday,Feb,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10336,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Toyota,Urban,Friday,Nov,2,Male,Single,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10337,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Chevrolet,Urban,Tuesday,Mar,4,Female,Single,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10338,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Honda,Urban,Thursday,Mar,3,Male,Married,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10339,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Honda,Urban,Friday,Mar,1,Female,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,10340,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Honda,Urban,Tuesday,Jun,4,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10341,1,400,1,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Tuesday,Mazda,Urban,Wednesday,Jun,4,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10342,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Honda,Urban,Monday,Mar,2,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10343,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Toyota,Urban,Monday,Feb,4,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10344,11,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Mazda,Urban,Monday,Mar,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10345,16,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Pontiac,Urban,Monday,Feb,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10346,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Pontiac,Urban,Tuesday,Feb,4,Male,Single,20,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10347,1,400,1,more than 30,more than 30,none,2 years,21 to 25,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Sunday,Pontiac,Urban,Wednesday,Mar,1,Female,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10348,10,400,3,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Chevrolet,Urban,Thursday,Feb,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10349,6,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Chevrolet,Urban,Tuesday,Feb,3,Female,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10350,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Mazda,Urban,Monday,Feb,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10351,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Saturn,Urban,Thursday,Feb,3,Female,Married,52,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10352,8,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Honda,Urban,Friday,Feb,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10353,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10354,15,500,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,2 to 3 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Chevrolet,Urban,Thursday,Jan,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10355,3,700,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Toyota,Urban,Wednesday,Jan,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10356,2,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Mazda,Urban,Tuesday,Mar,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10357,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Mercury,Rural,Tuesday,Mar,2,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,10358,6,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Rural,Thursday,Mar,2,Female,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10359,15,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Pontiac,Urban,Monday,Jan,5,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10360,15,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Sunday,Pontiac,Urban,Tuesday,Feb,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10361,1,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Pontiac,Urban,Tuesday,Feb,1,Male,Married,62,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10362,3,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Pontiac,Urban,Friday,Jan,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10363,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Chevrolet,Urban,Tuesday,Jan,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10364,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Pontiac,Urban,Friday,Jan,5,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10365,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Mazda,Urban,Monday,Jan,2,Female,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10366,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10367,12,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Pontiac,Urban,Wednesday,Jan,2,Female,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10368,3,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Honda,Urban,Wednesday,Nov,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10369,12,400,2,more than 30,more than 30,2 to 4,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Honda,Urban,Tuesday,Jan,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10370,15,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Honda,Urban,Tuesday,Feb,2,Male,Married,56,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10371,1,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10372,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Pontiac,Urban,Friday,Jan,3,Male,Single,48,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10373,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Mazda,Urban,Wednesday,Jan,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10374,10,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Mazda,Urban,Wednesday,Jan,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10375,14,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,1 year,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Tuesday,Pontiac,Urban,Friday,Jan,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10376,15,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Tuesday,Mazda,Rural,Wednesday,Jan,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10377,12,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Honda,Urban,Friday,Jan,2,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,10378,9,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Mazda,Urban,Thursday,Jan,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10379,12,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Saturday,Pontiac,Urban,Friday,Jan,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10380,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Saturday,Honda,Rural,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10381,4,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Toyota,Urban,Tuesday,Jan,1,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10382,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Pontiac,Urban,Wednesday,Jan,3,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10383,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Mazda,Urban,Tuesday,Jan,2,Female,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10384,16,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Honda,Urban,Wednesday,Mar,1,Male,Single,18,Policy Holder,Sport - Collision,Sport,more than 69000,1,10385,11,400,2,more than 30,more than 30,2 to 4,5 years,21 to 25,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,2,Friday,Honda,Urban,Monday,Jan,2,Male,Single,27,Policy Holder,Sport - Collision,Sport,more than 69000,0,10386,10,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10387,3,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Toyota,Urban,Monday,Jan,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10388,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Mazda,Urban,Monday,Mar,1,Male,Married,63,Policy Holder,Sport - Collision,Sport,more than 69000,1,10389,3,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jan,2,Monday,Honda,Urban,Tuesday,Jan,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10390,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Monday,Jan,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10391,15,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Honda,Urban,Thursday,Jan,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10392,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Mazda,Rural,Wednesday,Mar,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10393,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Honda,Urban,Monday,Jan,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10394,2,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Pontiac,Urban,Thursday,Jan,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10395,1,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Mazda,Urban,Wednesday,Jan,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10396,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Honda,Urban,Tuesday,Jan,4,Male,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10397,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Toyota,Urban,Friday,Jan,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10398,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Chevrolet,Urban,Thursday,Jan,3,Female,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10399,4,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Saab,Urban,Tuesday,Jan,4,Female,Single,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10400,2,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Toyota,Rural,Monday,Jan,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10401,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Pontiac,Urban,Monday,Jan,4,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10402,3,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Toyota,Urban,Thursday,Jan,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10403,3,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Saturday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10404,11,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Accura,Urban,Monday,Feb,2,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10405,10,400,4,more than 30,more than 30,1,5 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Toyota,Urban,Thursday,Feb,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10406,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Accura,Urban,Thursday,Feb,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10407,9,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Saturn,Urban,Tuesday,Feb,2,Male,Married,69,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10408,7,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Ford,Urban,Tuesday,Feb,2,Male,Married,53,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10409,6,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Honda,Urban,Thursday,Feb,2,Male,Married,58,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10410,5,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Toyota,Rural,Thursday,Feb,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10411,7,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Toyota,Urban,Wednesday,Feb,4,Female,Single,33,Third Party,Sedan - Liability,Sport,more than 69000,0,10412,2,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Honda,Urban,Tuesday,Mar,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10413,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Chevrolet,Urban,Thursday,Mar,1,Female,Single,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10414,10,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Mazda,Urban,Wednesday,Mar,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10415,10,400,2,none,8 to 15,none,5 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Pontiac,Urban,Monday,Mar,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10416,12,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Mazda,Urban,Monday,Mar,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10417,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Toyota,Urban,Tuesday,Dec,4,Female,Single,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10418,7,400,3,more than 30,more than 30,1,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Accura,Urban,Thursday,Jan,1,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10419,12,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Toyota,Urban,Tuesday,Jan,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10420,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Toyota,Urban,Wednesday,Jan,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10421,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Honda,Urban,Tuesday,Jan,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10422,2,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Chevrolet,Urban,Wednesday,Jan,3,Male,Single,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10423,14,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Honda,Urban,Wednesday,Jan,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10424,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Toyota,Urban,Monday,Jan,1,Male,Married,35,Third Party,Sedan - Collision,Sedan,less than 20000,0,10425,2,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Pontiac,Rural,Monday,Jan,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10426,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Pontiac,Urban,Monday,Jan,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10427,15,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Honda,Urban,Thursday,Jan,2,Female,Single,32,Third Party,Sedan - Collision,Sedan,less than 20000,0,10428,5,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Ford,Rural,Wednesday,Feb,1,Male,Married,47,Policy Holder,Utility - Liability,Utility,more than 69000,0,10429,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Utility - Liability,TRUE
+Jan,3,Saturday,Chevrolet,Urban,Wednesday,Jan,4,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10430,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Toyota,Urban,Tuesday,Feb,3,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10431,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Thursday,Jan,3,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10432,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Pontiac,Urban,Monday,Jan,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10433,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Mazda,Urban,Friday,Feb,1,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10434,10,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Friday,Feb,1,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10435,7,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Chevrolet,Urban,Thursday,Jan,4,Male,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10436,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Pontiac,Urban,Monday,Jan,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10437,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Tuesday,Toyota,Rural,Wednesday,Feb,1,Male,Single,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10438,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Mazda,Rural,Wednesday,Feb,1,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10439,7,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Pontiac,Rural,Tuesday,Mar,2,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10440,1,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Toyota,Urban,Monday,Apr,1,Male,Single,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10441,3,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Mazda,Urban,Friday,Mar,1,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10442,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Mazda,Urban,Wednesday,Mar,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10443,9,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Pontiac,Urban,Tuesday,Feb,4,Female,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10444,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Toyota,Rural,Tuesday,Apr,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10445,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Pontiac,Urban,Monday,Feb,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10446,2,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Toyota,Urban,Wednesday,Mar,1,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,10447,10,400,1,more than 30,more than 30,1,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Saab,Urban,Friday,Mar,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10448,9,700,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Pontiac,Rural,Wednesday,Mar,2,Male,Married,72,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10449,3,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Pontiac,Urban,Thursday,Jun,4,Male,Single,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10450,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Mazda,Urban,Monday,Oct,5,Female,Single,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10451,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Chevrolet,Urban,Monday,Nov,1,Female,Single,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10452,10,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Ford,Rural,Monday,Oct,5,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10453,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,VW,Urban,Thursday,Aug,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10454,6,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Thursday,Pontiac,Urban,Thursday,Jul,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10455,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Accura,Urban,Friday,May,3,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10456,15,500,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Toyota,Urban,Monday,May,4,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10457,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Toyota,Urban,Thursday,May,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10458,11,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Pontiac,Urban,Thursday,Mar,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10459,4,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Mazda,Urban,Wednesday,Mar,4,Male,Married,64,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10460,16,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Honda,Urban,Tuesday,Mar,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10461,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Toyota,Urban,Friday,Mar,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10462,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Mazda,Urban,Saturday,Mar,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10463,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Chevrolet,Urban,Thursday,Mar,1,Male,Married,52,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10464,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Saab,Urban,Friday,Mar,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10465,11,400,4,more than 30,more than 30,1,7 years,36 to 40,No,Yes,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Pontiac,Urban,Friday,Mar,1,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10466,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Toyota,Urban,Thursday,Feb,4,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10467,4,400,3,more than 30,more than 30,none,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Toyota,Urban,Wednesday,Feb,4,Male,Married,64,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10468,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Chevrolet,Urban,Monday,Feb,3,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10469,5,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Honda,Urban,Thursday,Feb,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10470,16,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Mazda,Urban,Thursday,Mar,1,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10471,13,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Toyota,Urban,Wednesday,Feb,3,Female,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10472,10,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Honda,Urban,Monday,Feb,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10473,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Mazda,Urban,Tuesday,Feb,4,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10474,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Honda,Urban,Tuesday,Feb,2,Female,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10475,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Tuesday,Chevrolet,Urban,Thursday,Feb,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10476,7,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Mazda,Urban,Friday,Feb,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10477,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Pontiac,Urban,Wednesday,Feb,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10478,6,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Pontiac,Urban,Thursday,Jan,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10479,8,700,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Honda,Urban,Monday,Jan,2,Male,Single,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10480,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Mazda,Urban,Thursday,Dec,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10481,7,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Toyota,Urban,Wednesday,Oct,1,Female,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10482,2,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Honda,Urban,Wednesday,Sep,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10483,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Pontiac,Urban,Friday,Jul,3,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10484,6,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Mazda,Rural,Wednesday,Mar,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10485,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Honda,Urban,Wednesday,Mar,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10486,15,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Accura,Rural,Friday,Mar,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10487,16,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Pontiac,Urban,Saturday,Mar,1,Male,Married,47,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10488,2,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Mazda,Urban,Tuesday,Feb,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10489,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Friday,Feb,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10490,3,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Toyota,Urban,Thursday,Feb,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10491,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Honda,Urban,Friday,Mar,1,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10492,9,400,1,none,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Friday,May,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,10493,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Chevrolet,Urban,Thursday,Feb,2,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10494,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Mazda,Urban,Monday,Feb,2,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10495,6,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Pontiac,Urban,Thursday,Feb,1,Male,Married,53,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10496,14,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Wednesday,Feb,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10497,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Toyota,Urban,Monday,Feb,4,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10498,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Honda,Urban,Monday,Feb,2,Male,Single,0,Third Party,Sedan - Liability,Sport,more than 69000,0,10499,9,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Honda,Urban,Friday,Jan,5,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10500,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Honda,Urban,Thursday,Feb,1,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10501,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Honda,Urban,Wednesday,Feb,1,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10502,16,400,2,1 to 7,15 to 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Saab,Urban,Friday,Feb,2,Female,Married,33,Third Party,Sedan - Collision,Sedan,more than 69000,0,10503,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Chevrolet,Urban,Friday,Jan,5,Male,Married,39,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10504,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,VW,Urban,Tuesday,Jan,3,Female,Single,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10505,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Pontiac,Urban,Monday,Jan,3,Male,Divorced,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10506,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Saturday,Toyota,Rural,Thursday,Jan,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10507,14,500,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Pontiac,Urban,Thursday,Feb,3,Female,Single,25,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10508,5,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Sunday,Pontiac,Rural,Monday,Nov,5,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10509,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Honda,Urban,Wednesday,Mar,2,Female,Single,32,Policy Holder,Sport - Collision,Sport,more than 69000,1,10510,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,2,Sunday,Pontiac,Urban,Monday,Mar,2,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10511,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Mazda,Urban,Monday,Feb,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10512,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Chevrolet,Urban,Friday,Mar,5,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10513,13,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Honda,Urban,Tuesday,Mar,4,Female,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10514,11,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Ford,Urban,Tuesday,Mar,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,10515,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Pontiac,Urban,Monday,Apr,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10516,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Pontiac,Urban,Tuesday,Apr,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10517,15,400,4,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Chevrolet,Urban,Tuesday,Apr,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10518,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Mazda,Urban,Friday,Jun,3,Male,Single,34,Third Party,Sport - Collision,Sport,more than 69000,0,10519,8,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jun,3,Sunday,Honda,Urban,Monday,Jun,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10520,3,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Mazda,Urban,Monday,Mar,1,Male,Married,41,Policy Holder,Sport - Collision,Sport,more than 69000,1,10521,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jun,2,Friday,Pontiac,Urban,Friday,Jun,3,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10522,11,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Toyota,Urban,Monday,Jun,2,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10523,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Ford,Urban,Thursday,Nov,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10524,10,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Chevrolet,Urban,Monday,Oct,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10525,5,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Chevrolet,Urban,Monday,Dec,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10526,16,400,1,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Monday,Pontiac,Urban,Wednesday,Oct,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10527,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Honda,Urban,Saturday,Jul,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10528,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Accura,Urban,Friday,Aug,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10529,14,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Pontiac,Urban,Thursday,Mar,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,10530,5,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10531,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Pontiac,Urban,Friday,Aug,1,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10532,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Thursday,Chevrolet,Urban,Thursday,Nov,1,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,10533,6,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Honda,Urban,Thursday,Nov,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10534,6,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Honda,Urban,Thursday,Apr,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10535,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Mazda,Urban,Wednesday,Mar,3,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10536,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Chevrolet,Rural,Friday,May,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10537,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Mazda,Urban,Monday,May,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10538,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Wednesday,VW,Urban,Friday,Jun,2,Male,Single,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10539,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Honda,Urban,Tuesday,May,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10540,16,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Honda,Rural,Tuesday,Jul,1,Male,Single,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10541,5,700,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Honda,Urban,Wednesday,Jul,1,Male,Married,36,Policy Holder,Sport - Collision,Sport,more than 69000,0,10542,9,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Sep,4,Friday,Pontiac,Urban,Wednesday,Sep,5,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10543,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10544,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Toyota,Urban,Monday,Nov,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10545,15,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Accura,Urban,Monday,Oct,5,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10546,12,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Toyota,Urban,Friday,Oct,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10547,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Ford,Urban,Wednesday,Dec,4,Male,Married,46,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10548,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Mazda,Urban,Friday,Jun,1,Female,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10549,3,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Honda,Urban,Tuesday,Jul,2,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10550,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Thursday,Mazda,Urban,Thursday,Jul,1,Male,Single,23,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10551,2,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Pontiac,Urban,Sunday,Oct,1,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10552,5,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Mazda,Urban,Tuesday,Aug,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10553,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Ford,Urban,Wednesday,Dec,2,Male,Single,54,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10554,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Toyota,Urban,Wednesday,Apr,1,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10555,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Pontiac,Urban,Sunday,Feb,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10556,10,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,VW,Urban,Monday,Mar,3,Female,Single,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10557,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10558,9,500,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Mazda,Rural,Wednesday,Jul,4,Male,Single,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10559,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Honda,Urban,Wednesday,Sep,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10560,11,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Chevrolet,Urban,Saturday,Oct,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10561,13,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Pontiac,Urban,Thursday,Dec,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10562,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Mazda,Urban,Tuesday,May,5,Male,Married,48,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10563,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Urban,Tuesday,May,4,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10564,12,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Sunday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10565,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Honda,Urban,Friday,Sep,1,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10566,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Honda,Urban,Friday,Aug,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,less than 20000,0,10567,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Honda,Urban,Thursday,Aug,1,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10568,8,400,1,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Honda,Urban,Friday,Aug,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10569,16,400,4,more than 30,more than 30,none,6 years,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Mazda,Urban,Wednesday,Mar,2,Male,Married,35,Third Party,Sport - Collision,Sport,more than 69000,0,10570,4,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,1,Sunday,Honda,Urban,Monday,Mar,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10571,15,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Chevrolet,Urban,Friday,Oct,2,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10572,4,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Ford,Urban,Friday,Oct,3,Male,Married,53,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,10573,3,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Honda,Urban,Wednesday,Nov,4,Male,Married,75,Policy Holder,Sport - Collision,Sport,more than 69000,0,10574,4,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,1,Sunday,Toyota,Urban,Monday,Mar,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10575,16,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Toyota,Urban,Tuesday,Oct,3,Female,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10576,14,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Mazda,Urban,Thursday,Nov,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10577,1,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10578,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Honda,Urban,Thursday,Dec,5,Male,Married,29,Third Party,Sport - Collision,Sport,more than 69000,0,10579,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sport - Collision,TRUE
+Oct,3,Wednesday,Mazda,Urban,Thursday,Oct,4,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10580,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Pontiac,Urban,Tuesday,Nov,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10581,7,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Chevrolet,Urban,Tuesday,Jun,2,Male,Married,75,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10582,7,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Mazda,Urban,Wednesday,Jul,4,Male,Single,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10583,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Honda,Urban,Thursday,Mar,1,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10584,10,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Honda,Urban,Monday,Apr,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10585,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Toyota,Urban,Monday,Oct,1,Female,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10586,5,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Honda,Urban,Friday,Jun,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10587,9,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Toyota,Urban,Friday,Apr,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10588,14,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Mercury,Urban,Thursday,Jul,3,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10589,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Accura,Rural,Wednesday,Jul,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10590,11,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Honda,Urban,Tuesday,Mar,2,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10591,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Honda,Urban,Monday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10592,7,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Monday,Chevrolet,Urban,Tuesday,Nov,2,Female,Married,71,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10593,13,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Honda,Urban,Tuesday,May,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10594,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Toyota,Rural,Tuesday,Apr,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10595,1,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Toyota,Urban,Friday,Sep,5,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10596,11,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Honda,Urban,Monday,Sep,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10597,5,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Mazda,Urban,Tuesday,Sep,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10598,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Toyota,Urban,Thursday,Sep,2,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10599,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Mazda,Urban,Friday,Sep,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10600,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Chevrolet,Urban,Monday,Jun,4,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10601,8,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Toyota,Urban,Wednesday,Mar,2,Male,Married,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10602,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Pontiac,Urban,Monday,Jun,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10603,11,700,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Honda,Urban,Monday,May,3,Male,Married,58,Policy Holder,Sport - Collision,Sport,more than 69000,0,10604,1,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,3,Monday,Pontiac,Urban,Monday,Aug,4,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10605,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Honda,Urban,Thursday,Apr,4,Male,Single,22,Policy Holder,Sport - Collision,Sport,more than 69000,0,10606,3,400,3,more than 30,more than 30,1,4 years,26 to 30,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sport - Collision,TRUE
+Mar,4,Monday,Chevrolet,Urban,Monday,Apr,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10607,6,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Pontiac,Urban,Tuesday,Mar,5,Male,Single,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10608,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Pontiac,Urban,Monday,Nov,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10609,1,500,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Toyota,Urban,Thursday,Aug,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10610,15,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Toyota,Urban,Thursday,Aug,1,Male,Single,22,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10611,16,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Monday,Pontiac,Urban,Wednesday,Mar,2,Male,Married,64,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10612,2,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Tuesday,Honda,Urban,Monday,Jul,2,Female,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10613,16,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Pontiac,Urban,Wednesday,Jun,3,Female,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10614,13,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Honda,Urban,Wednesday,Jun,3,Male,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10615,13,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Honda,Rural,Thursday,May,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10616,15,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Honda,Urban,Friday,Apr,2,Male,Married,68,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10617,12,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Ford,Urban,Wednesday,Apr,1,Male,Married,34,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10618,4,400,3,8 to 15,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Mazda,Urban,Tuesday,Apr,1,Male,Married,63,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10619,7,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,VW,Urban,Thursday,Apr,1,Male,Single,69,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10620,4,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,VW,Urban,Tuesday,May,2,Male,Married,64,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10621,10,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10622,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Mazda,Urban,Wednesday,Mar,5,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10623,3,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Chevrolet,Urban,Friday,May,1,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10624,13,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Mazda,Urban,Saturday,Mar,2,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10625,15,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Toyota,Urban,Wednesday,Mar,4,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10626,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Mazda,Urban,Tuesday,Mar,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10627,6,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Pontiac,Urban,Thursday,Dec,3,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10628,12,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Chevrolet,Urban,Tuesday,Feb,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10629,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Toyota,Urban,Thursday,Mar,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10630,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Chevrolet,Urban,Friday,Jan,5,Male,Married,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10631,11,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Toyota,Urban,Thursday,Feb,1,Male,Single,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10632,10,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Chevrolet,Urban,Monday,Feb,2,Female,Single,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10633,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Pontiac,Urban,Thursday,Feb,3,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10634,2,700,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Toyota,Urban,Friday,Feb,3,Male,Single,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10635,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Honda,Urban,Friday,Feb,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10636,7,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Tuesday,Feb,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10637,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Pontiac,Urban,Monday,Feb,5,Female,Single,29,Policy Holder,Sedan - Liability,Sport,less than 20000,0,10638,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Toyota,Urban,Monday,Mar,4,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10639,13,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Tuesday,Pontiac,Urban,Tuesday,Mar,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10640,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Chevrolet,Urban,Wednesday,Mar,3,Male,Married,47,Third Party,Utility - Liability,Utility,more than 69000,0,10641,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Utility - Liability,TRUE
+Mar,3,Sunday,Mazda,Urban,Monday,Mar,4,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10642,2,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Honda,Urban,Monday,Mar,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,10643,2,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Pontiac,Urban,Wednesday,Mar,4,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10644,6,400,1,more than 30,more than 30,2 to 4,2 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Honda,Urban,Friday,Mar,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10645,3,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Honda,Urban,Monday,Apr,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10646,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Pontiac,Urban,Thursday,Apr,3,Female,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10647,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Chevrolet,Urban,Monday,Apr,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10648,6,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,1 year,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Pontiac,Urban,Tuesday,Apr,2,Female,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10649,15,400,1,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Mazda,Rural,Monday,Apr,3,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10650,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Ford,Urban,Tuesday,Apr,3,Female,Single,60,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10651,15,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Sunday,Chevrolet,Rural,Tuesday,May,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10652,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Pontiac,Urban,Monday,May,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10653,6,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Accura,Urban,Tuesday,May,3,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10654,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Chevrolet,Urban,Friday,Mar,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10655,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Honda,Rural,Thursday,Jun,5,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10656,15,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Mazda,Urban,Monday,Oct,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10657,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Chevrolet,Rural,Thursday,Sep,3,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10658,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Tuesday,Oct,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10659,4,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Mazda,Urban,Thursday,Nov,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10660,7,500,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Chevrolet,Urban,Monday,Nov,5,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10661,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Pontiac,Rural,Wednesday,Feb,1,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10662,6,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Honda,Urban,Monday,Feb,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10663,8,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Toyota,Urban,Thursday,Mar,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10664,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Monday,Feb,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10665,5,700,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Toyota,Urban,Thursday,Feb,4,Male,Married,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10666,16,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Toyota,Urban,Friday,Mar,1,Female,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10667,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,Internal,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Honda,Urban,Wednesday,Apr,1,Male,Married,35,Policy Holder,Sport - Collision,Sport,more than 69000,1,10668,9,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,5,Tuesday,Mazda,Urban,Wednesday,Mar,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10669,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Accura,Urban,Tuesday,Feb,5,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10670,8,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Honda,Urban,Thursday,Mar,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10671,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Saturn,Urban,Tuesday,Mar,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,10672,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Mazda,Rural,Monday,Mar,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10673,2,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Chevrolet,Urban,Wednesday,Mar,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10674,10,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Mazda,Urban,Friday,Mar,4,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10675,6,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Honda,Urban,Tuesday,Apr,3,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10676,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Pontiac,Urban,Monday,Apr,3,Male,Married,52,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10677,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Honda,Urban,Wednesday,Apr,2,Male,Married,69,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10678,8,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Rural,Tuesday,Mar,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10679,7,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Pontiac,Urban,Friday,Jun,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10680,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Pontiac,Urban,Tuesday,Jun,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10681,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Chevrolet,Urban,Saturday,Jul,1,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10682,14,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Honda,Urban,Tuesday,Jul,1,Female,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10683,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Toyota,Urban,Tuesday,Jul,1,Female,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10684,9,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Chevrolet,Urban,Tuesday,Jul,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10685,15,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Thursday,Jul,3,Male,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10686,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Mazda,Urban,Monday,Sep,2,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10687,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Honda,Urban,Monday,Nov,1,Male,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10688,3,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Thursday,Toyota,Urban,Thursday,Nov,2,Female,Single,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10689,4,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Pontiac,Rural,Monday,Dec,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10690,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Urban,Monday,Nov,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10691,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Honda,Urban,Monday,Jul,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10692,13,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Chevrolet,Rural,Monday,Nov,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10693,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Mazda,Urban,Thursday,Mar,2,Male,Married,44,Third Party,Sport - Collision,Sport,more than 69000,0,10694,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Aug,2,Friday,Pontiac,Urban,Wednesday,Aug,5,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10695,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10696,13,700,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Chevrolet,Rural,Tuesday,Jul,4,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10697,13,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Chevrolet,Rural,Thursday,Mar,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10698,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Thursday,Pontiac,Urban,Tuesday,Mar,5,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,10699,10,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Honda,Urban,Thursday,Jul,3,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10700,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Honda,Urban,Wednesday,Jul,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10701,16,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Dodge,Urban,Tuesday,Sep,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10702,8,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Toyota,Urban,Monday,Mar,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10703,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Accura,Urban,Monday,Mar,2,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,10704,7,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Mazda,Urban,Monday,Jul,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10705,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Toyota,Urban,Monday,Jun,4,Male,Married,77,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10706,6,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Mazda,Urban,Tuesday,Jun,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10707,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Honda,Urban,Tuesday,Jun,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10708,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Mazda,Urban,Wednesday,Jun,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10709,7,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Honda,Urban,Monday,Mar,2,Female,Married,41,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10710,13,400,3,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Wednesday,Pontiac,Urban,Friday,Jun,1,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,10711,7,500,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Pontiac,Urban,Monday,May,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,10712,16,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Pontiac,Urban,Thursday,May,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10713,13,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Saturday,Toyota,Urban,Monday,May,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10714,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10715,16,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Mazda,Urban,Tuesday,Apr,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10716,10,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Honda,Urban,Tuesday,Apr,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10717,10,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Pontiac,Urban,Thursday,Apr,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10718,10,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Toyota,Urban,Tuesday,Mar,5,Male,Married,35,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10719,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Honda,Urban,Wednesday,Apr,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10720,12,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Accura,Urban,Monday,Mar,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10721,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Pontiac,Urban,Tuesday,Mar,4,Female,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10722,13,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Toyota,Urban,Tuesday,Mar,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10723,5,400,2,15 to 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Monday,Mar,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10724,3,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Accura,Urban,Thursday,Mar,5,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,10725,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Pontiac,Urban,Monday,Mar,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10726,15,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Toyota,Urban,Wednesday,Mar,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10727,16,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Honda,Urban,Sunday,Mar,2,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10728,14,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Pontiac,Rural,Monday,Feb,3,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10729,11,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Toyota,Urban,Tuesday,Feb,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,less than 20000,0,10730,6,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Toyota,Urban,Monday,Feb,3,Female,Single,34,Policy Holder,Sedan - Liability,Sport,less than 20000,0,10731,2,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Mazda,Urban,Friday,Feb,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10732,15,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Pontiac,Urban,Monday,Mar,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10733,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Chevrolet,Urban,Wednesday,Nov,1,Female,Married,53,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10734,7,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Mazda,Urban,Monday,Oct,5,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10735,13,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Toyota,Urban,Wednesday,Nov,1,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10736,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Toyota,Urban,Tuesday,Oct,4,Male,Married,66,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10737,14,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Pontiac,Urban,Monday,Oct,4,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10738,6,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Chevrolet,Urban,Thursday,Oct,2,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10739,16,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,1 year,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Mercury,Urban,Friday,Oct,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10740,8,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Mazda,Urban,Wednesday,Oct,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10741,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Toyota,Urban,Monday,Sep,4,Male,Married,53,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10742,8,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Toyota,Urban,Friday,Oct,3,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10743,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Toyota,Rural,Tuesday,Sep,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10744,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Accura,Urban,Tuesday,Sep,2,Male,Single,29,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10745,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,1,Thursday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,65,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10746,10,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Chevrolet,Urban,Thursday,Mar,3,Male,Single,42,Third Party,Sedan - Collision,Sedan,more than 69000,0,10747,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Toyota,Urban,Monday,Aug,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10748,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Toyota,Urban,Tuesday,Mar,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10749,16,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Toyota,Rural,Tuesday,Jul,1,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10750,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Mazda,Urban,Wednesday,Jul,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10751,1,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Mazda,Urban,Tuesday,Jun,4,Female,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10752,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Honda,Urban,Monday,Jun,3,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,10753,2,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Friday,Jun,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10754,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10755,2,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Toyota,Urban,Thursday,Jun,2,Male,Married,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10756,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Pontiac,Urban,Tuesday,Jun,3,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10757,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Toyota,Urban,Monday,Jun,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10758,16,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Pontiac,Rural,Monday,May,2,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10759,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Toyota,Rural,Thursday,May,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10760,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Pontiac,Urban,Friday,Apr,4,Male,Single,35,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10761,6,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10762,14,500,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Honda,Urban,Wednesday,Apr,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10763,1,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Pontiac,Urban,Monday,Apr,2,Male,Married,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10764,11,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Mazda,Urban,Monday,Apr,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10765,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Toyota,Urban,Friday,Apr,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10766,4,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10767,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Monday,Mar,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10768,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Friday,Pontiac,Urban,Thursday,Apr,2,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10769,7,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Mazda,Urban,Wednesday,Apr,1,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10770,3,400,2,8 to 15,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Toyota,Urban,Monday,Mar,5,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10771,4,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Mazda,Urban,Wednesday,Mar,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,10772,5,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Mazda,Urban,Monday,Mar,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10773,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Chevrolet,Rural,Tuesday,Mar,4,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10774,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Mazda,Urban,Thursday,Mar,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10775,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Honda,Urban,Monday,Mar,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10776,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Pontiac,Urban,Monday,Mar,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10777,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Pontiac,Urban,Monday,Feb,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10778,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Saturday,Pontiac,Urban,Sunday,Feb,3,Male,Married,48,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10779,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Toyota,Urban,Monday,Feb,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10780,15,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Chevrolet,Rural,Friday,Feb,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10781,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Monday,Jan,4,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10782,15,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Sunday,Pontiac,Urban,Friday,Jan,2,Female,Widow,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10783,7,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Toyota,Urban,Wednesday,Dec,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10784,1,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Sunday,Honda,Urban,Thursday,Dec,1,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10785,7,400,2,more than 30,more than 30,1,new,16 to 17,No,Yes,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Ford,Urban,Wednesday,Feb,2,Male,Married,54,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,10786,6,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Honda,Urban,Wednesday,Dec,5,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10787,14,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Mazda,Urban,Monday,Apr,4,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10788,10,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Mazda,Urban,Tuesday,May,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10789,14,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Pontiac,Urban,Tuesday,May,1,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10790,10,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Honda,Urban,Tuesday,Nov,4,Male,Single,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10791,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Mazda,Urban,Monday,Apr,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10792,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Toyota,Urban,Friday,Sep,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10793,7,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Pontiac,Urban,Monday,Jun,2,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10794,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Toyota,Rural,Monday,May,5,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10795,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Mazda,Urban,Thursday,Apr,5,Male,Single,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10796,10,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Honda,Urban,Friday,Sep,1,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10797,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Pontiac,Urban,Monday,Dec,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10798,6,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Sunday,Toyota,Urban,Friday,Dec,1,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10799,1,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Toyota,Urban,Wednesday,Aug,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10800,12,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,VW,Urban,Thursday,Jul,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10801,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Chevrolet,Urban,Monday,Jul,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10802,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Honda,Urban,Wednesday,Nov,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10803,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Honda,Urban,Wednesday,Aug,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10804,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Mazda,Urban,Friday,Aug,3,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10805,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Honda,Rural,Wednesday,Oct,1,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,10806,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Mazda,Urban,Thursday,Apr,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10807,12,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Pontiac,Urban,Friday,Nov,3,Female,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10808,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Wednesday,Sep,4,Female,Married,43,Policy Holder,Sedan - Liability,Sport,less than 20000,0,10809,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Chevrolet,Urban,Friday,Jul,4,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10810,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Wednesday,Ford,Urban,Tuesday,Nov,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10811,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Chevrolet,Rural,Thursday,Nov,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10812,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Chevrolet,Urban,Wednesday,Nov,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10813,1,500,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Sunday,Honda,Urban,Monday,Jun,1,Male,Single,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10814,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Pontiac,Urban,Tuesday,Jun,3,Female,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10815,13,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Mazda,Urban,Tuesday,Mar,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10816,2,400,2,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Honda,Urban,Friday,Mar,1,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10817,5,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Pontiac,Urban,Sunday,Sep,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10818,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Toyota,Rural,Wednesday,Jan,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10819,13,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Chevrolet,Urban,Tuesday,Feb,5,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10820,5,700,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Mazda,Urban,Monday,May,2,Male,Single,35,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10821,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Honda,Urban,Friday,Oct,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10822,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Chevrolet,Urban,Thursday,Nov,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10823,8,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,Internal,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Toyota,Urban,Tuesday,Oct,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10824,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Honda,Urban,Thursday,May,3,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10825,14,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Pontiac,Urban,Monday,Apr,1,Female,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10826,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Mazda,Urban,Thursday,Mar,2,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10827,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Thursday,Mar,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10828,15,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Mazda,Rural,Tuesday,Mar,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10829,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Mazda,Urban,Tuesday,Sep,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10830,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,1 year,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Mazda,Urban,Thursday,Mar,1,Female,Married,28,Policy Holder,Sport - Collision,Sport,more than 69000,0,10831,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jul,2,Sunday,VW,Urban,Wednesday,Jul,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10832,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Mazda,Rural,Thursday,Mar,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10833,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Toyota,Urban,Thursday,Oct,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10834,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Honda,Urban,Thursday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10835,6,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Honda,Urban,Wednesday,Feb,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10836,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Chevrolet,Urban,Tuesday,Jan,3,Female,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10837,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Honda,Urban,Wednesday,Mar,4,Male,Single,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,10838,2,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Wednesday,Accura,Urban,Tuesday,Nov,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10839,6,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Pontiac,Rural,Wednesday,Oct,4,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10840,9,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Pontiac,Urban,Wednesday,Jul,2,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10841,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Honda,Urban,Wednesday,Jul,4,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10842,12,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,VW,Urban,Wednesday,Dec,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10843,6,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Toyota,Rural,Monday,Dec,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10844,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Pontiac,Urban,Monday,Oct,3,Male,Married,61,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10845,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Wednesday,Honda,Urban,Wednesday,Mar,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10846,9,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Pontiac,Urban,Friday,Nov,3,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10847,9,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Wednesday,Chevrolet,Urban,Wednesday,Sep,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10848,2,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Toyota,Urban,Friday,Nov,2,Female,Married,35,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10849,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Thursday,Nov,1,Male,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10850,1,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Chevrolet,Rural,Monday,Mar,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10851,14,700,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Thursday,Jul,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10852,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10853,11,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,Internal,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Mazda,Urban,Friday,Jun,4,Male,Married,34,Policy Holder,Sport - Collision,Sport,more than 69000,0,10854,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,2,Monday,Honda,Rural,Monday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10855,9,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Toyota,Urban,Wednesday,Feb,3,Female,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10856,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Toyota,Urban,Saturday,Mar,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10857,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Honda,Urban,Friday,May,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10858,8,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Toyota,Rural,Thursday,Apr,5,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10859,12,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Honda,Urban,Monday,May,4,Male,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10860,11,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Chevrolet,Urban,Tuesday,May,3,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10861,7,400,2,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Chevrolet,Urban,Monday,Jun,1,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10862,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Pontiac,Urban,Thursday,May,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10863,8,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Pontiac,Urban,Friday,May,4,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10864,11,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Pontiac,Urban,Thursday,Jun,1,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10865,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Mazda,Urban,Monday,Jul,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10866,2,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Mazda,Urban,Tuesday,Jul,1,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10867,1,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Honda,Urban,Wednesday,Sep,2,Female,Single,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10868,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Toyota,Urban,Monday,Sep,4,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10869,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Wednesday,Toyota,Urban,Friday,Nov,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10870,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Honda,Urban,Tuesday,Oct,3,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10871,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Thursday,Oct,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10872,9,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Ford,Urban,Tuesday,Nov,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10873,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Accura,Urban,Tuesday,Mar,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,10874,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Honda,Urban,Monday,Mar,2,Male,Single,21,Policy Holder,Sport - Collision,Sport,more than 69000,0,10875,9,400,4,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Feb,4,Saturday,Toyota,Urban,Tuesday,Mar,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10876,7,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Ford,Rural,Wednesday,Mar,4,Male,Married,55,Policy Holder,Utility - All Perils,Utility,more than 69000,1,10877,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Friday,Toyota,Urban,Monday,Mar,3,Male,Single,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10878,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Honda,Urban,Wednesday,Mar,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10879,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Monday,May,2,Male,Married,51,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10880,8,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Thursday,Accura,Urban,Tuesday,Jul,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10881,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Honda,Urban,Friday,Jul,3,Male,Single,34,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,10882,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Honda,Rural,Monday,Jul,3,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10883,1,400,2,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Wednesday,Pontiac,Urban,Wednesday,Jul,3,Female,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10884,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Toyota,Rural,Thursday,Oct,1,Male,Married,58,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10885,3,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Toyota,Urban,Monday,Aug,4,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10886,13,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Honda,Rural,Thursday,Aug,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10887,7,400,1,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Mazda,Urban,Thursday,Sep,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10888,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Toyota,Rural,Friday,Oct,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10889,9,400,1,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Mazda,Urban,Tuesday,Apr,2,Male,Single,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,10890,1,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Sunday,Toyota,Urban,Monday,Nov,2,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10891,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Sunday,Mazda,Urban,Monday,Nov,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10892,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Pontiac,Rural,Tuesday,Oct,3,Female,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10893,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Jaguar,Rural,Wednesday,Oct,2,Male,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10894,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Thursday,Oct,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10895,16,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Pontiac,Urban,Monday,Mar,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,10896,4,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Toyota,Urban,Tuesday,Sep,4,Female,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10897,15,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Toyota,Urban,Monday,Sep,3,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10898,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Pontiac,Urban,Friday,Aug,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10899,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Accura,Urban,Monday,Mar,3,Male,Married,26,Policy Holder,Utility - All Perils,Utility,more than 69000,1,10900,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,1,Wednesday,Dodge,Urban,Wednesday,Aug,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10901,13,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Accura,Urban,Thursday,Aug,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10902,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Pontiac,Urban,Monday,Jul,5,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10903,6,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Mazda,Urban,Tuesday,Mar,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,10904,13,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10905,10,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Honda,Urban,Monday,Mar,4,Male,Single,22,Third Party,Sedan - All Perils,Sedan,less than 20000,0,10906,15,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Honda,Urban,Thursday,Jul,4,Male,Single,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10907,4,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Toyota,Rural,Tuesday,Jul,3,Female,Married,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10908,2,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Mazda,Urban,Monday,Jul,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10909,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Pontiac,Urban,Tuesday,Jun,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10910,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Honda,Urban,Thursday,Jun,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10911,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Thursday,Toyota,Urban,Wednesday,Jul,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10912,14,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Urban,Tuesday,May,5,Male,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10913,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Tuesday,May,2,Female,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10914,4,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Mazda,Urban,Friday,May,2,Female,Single,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10915,12,500,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,VW,Urban,Friday,May,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10916,14,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Honda,Rural,Friday,Mar,4,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,10917,2,400,1,more than 30,more than 30,none,3 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Toyota,Urban,Thursday,Jul,1,Male,Married,80,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10918,1,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Ford,Urban,Monday,Mar,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,10919,7,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Pontiac,Urban,Friday,Dec,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,10920,11,400,4,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Thursday,Accura,Urban,Friday,Nov,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10921,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,1 year,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Pontiac,Rural,Tuesday,Nov,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10922,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Pontiac,Urban,Thursday,Nov,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10923,14,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Chevrolet,Urban,Wednesday,Nov,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10924,6,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Toyota,Urban,Monday,Nov,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10925,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Chevrolet,Urban,Monday,Oct,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10926,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10927,11,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Mazda,Urban,Tuesday,Mar,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10928,15,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Honda,Urban,Wednesday,Oct,1,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10929,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Toyota,Rural,Friday,Sep,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10930,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Toyota,Urban,Thursday,Mar,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,10931,10,400,4,more than 30,more than 30,1,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10932,10,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Mazda,Urban,Wednesday,Mar,4,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,10933,8,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Honda,Urban,Friday,Jul,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10934,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Chevrolet,Urban,Monday,Jun,1,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10935,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Accura,Urban,Friday,Jun,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10936,3,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Pontiac,Urban,Monday,Jun,2,Male,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10937,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Toyota,Urban,Thursday,May,4,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10938,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Pontiac,Urban,Tuesday,Jun,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10939,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Toyota,Urban,Wednesday,May,3,Male,Married,26,Third Party,Sedan - Liability,Sport,less than 20000,0,10940,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Mazda,Urban,Monday,May,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10941,11,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Mazda,Urban,Monday,Jun,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10942,8,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Thursday,Mazda,Urban,Friday,Apr,5,Female,Married,55,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,10943,16,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Honda,Urban,Wednesday,May,1,Male,Single,64,Third Party,Sedan - All Perils,Sedan,more than 69000,0,10944,8,700,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Sunday,Ford,Urban,Thursday,Jul,5,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10945,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Pontiac,Urban,Monday,Mar,3,Male,Married,55,Third Party,Sedan - Liability,Sport,30000 to 39000,0,10946,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Sunday,Pontiac,Urban,Tuesday,Nov,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,10947,5,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Chevrolet,Urban,Monday,Feb,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10948,11,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Friday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10949,9,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Saturday,Pontiac,Urban,Thursday,Mar,1,Male,Married,62,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10950,3,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Aug,2,Tuesday,Toyota,Rural,Thursday,Aug,2,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10951,2,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Friday,Toyota,Urban,Wednesday,Aug,2,Male,Single,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10952,6,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Friday,Aug,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10953,8,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Pontiac,Rural,Monday,Nov,5,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10954,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Mazda,Urban,Monday,Nov,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10955,3,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10956,4,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Toyota,Urban,Monday,Jan,3,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10957,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Sunday,Pontiac,Urban,Monday,Jul,3,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10958,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Toyota,Urban,Monday,Aug,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10959,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Toyota,Urban,Thursday,Oct,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10960,5,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Ford,Urban,Friday,Oct,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10961,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Honda,Urban,Tuesday,Dec,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10962,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Dodge,Urban,Monday,Dec,2,Male,Married,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10963,7,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Pontiac,Urban,Tuesday,Dec,3,Female,Married,27,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10964,16,400,3,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Mazda,Rural,Thursday,Dec,5,Male,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10965,16,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Toyota,Urban,Tuesday,Jan,5,Female,Divorced,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10966,4,500,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Toyota,Urban,Wednesday,Jan,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10967,10,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Mazda,Urban,Thursday,Nov,1,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10968,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Honda,Urban,Friday,May,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10969,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Mazda,Urban,Tuesday,Nov,4,Female,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10970,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Mazda,Urban,Tuesday,Nov,5,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10971,4,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Ford,Urban,Tuesday,Nov,4,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,10972,7,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,5,Saturday,Pontiac,Urban,Monday,Oct,5,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,10973,13,400,4,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Urban,Monday,Nov,4,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,10974,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Chevrolet,Urban,Thursday,Oct,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10975,3,700,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Pontiac,Urban,Thursday,Mar,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10976,11,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Pontiac,Urban,Thursday,Mar,3,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10977,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Pontiac,Urban,Wednesday,Mar,1,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10978,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Chevrolet,Urban,Tuesday,May,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10979,3,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Sunday,Pontiac,Urban,Monday,May,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,10980,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Mazda,Urban,Wednesday,May,3,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,10981,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+May,2,Monday,Honda,Urban,Wednesday,May,2,Male,Married,65,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,10982,6,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Mazda,Urban,Tuesday,May,2,Male,Married,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,10983,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Ford,Urban,Monday,Jun,3,Male,Single,19,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,10984,8,400,4,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Honda,Urban,Tuesday,Jun,4,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10985,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,VW,Urban,Monday,Jun,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,10986,2,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Toyota,Urban,Tuesday,Aug,1,Female,Single,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10987,15,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Honda,Rural,Tuesday,Jul,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,10988,13,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Toyota,Urban,Monday,Aug,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10989,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Toyota,Urban,Thursday,Sep,4,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,10990,14,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Monday,Pontiac,Urban,Friday,Oct,5,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10991,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Honda,Urban,Thursday,Mar,5,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,10992,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Pontiac,Urban,Wednesday,Nov,3,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10993,1,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Saturday,Pontiac,Urban,Tuesday,Nov,2,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,10994,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Sunday,Mazda,Urban,Tuesday,Feb,3,Male,Married,52,Third Party,Sport - Collision,Sport,more than 69000,0,10995,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,4,Thursday,Mazda,Urban,Thursday,Mar,4,Female,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,10996,7,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Saturday,Mazda,Urban,Monday,Mar,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10997,11,400,3,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Toyota,Urban,Wednesday,Apr,2,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,10998,6,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Saab,Rural,Thursday,Jun,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,10999,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Toyota,Urban,Wednesday,Jun,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11000,1,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Honda,Urban,Thursday,Mar,5,Male,Single,25,Policy Holder,Sport - Collision,Sport,more than 69000,1,11001,2,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Jul,1,Tuesday,Mazda,Urban,Friday,Jul,2,Female,Married,50,Third Party,Sedan - Collision,Sedan,more than 69000,0,11002,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Pontiac,Urban,Thursday,Sep,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11003,11,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Toyota,Urban,Thursday,Aug,2,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11004,13,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Tuesday,Nov,4,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11005,13,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Toyota,Urban,Wednesday,Nov,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11006,13,700,4,more than 30,more than 30,more than 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Pontiac,Urban,Wednesday,Nov,5,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11007,12,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Accura,Urban,Friday,Dec,1,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11008,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Pontiac,Rural,Tuesday,Nov,2,Female,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11009,9,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Friday,Mazda,Rural,Monday,Oct,4,Male,Married,59,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11010,10,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Ford,Urban,Monday,Nov,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11011,1,400,4,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Mazda,Urban,Thursday,Jul,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11012,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Pontiac,Urban,Friday,Jul,5,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11013,9,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Chevrolet,Urban,Friday,Mar,4,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11014,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,VW,Urban,Friday,Mar,5,Female,Divorced,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11015,7,400,1,1 to 7,15 to 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Saab,Urban,Monday,Jul,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11016,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Toyota,Urban,Monday,Jun,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11017,3,500,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Tuesday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11018,11,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Mazda,Urban,Friday,Jun,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11019,16,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Pontiac,Urban,Wednesday,May,5,Male,Married,55,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11020,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Pontiac,Urban,Thursday,May,4,Female,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11021,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Pontiac,Urban,Thursday,May,3,Female,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11022,10,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Thursday,Chevrolet,Urban,Wednesday,Apr,1,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11023,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Mazda,Urban,Tuesday,May,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11024,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Toyota,Urban,Monday,Mar,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11025,6,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mazda,Urban,Friday,Mar,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11026,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Pontiac,Urban,Tuesday,Mar,4,Female,Married,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11027,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Pontiac,Urban,Monday,Mar,1,Female,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11028,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Mazda,Urban,Monday,Mar,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11029,3,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Urban,Friday,Oct,4,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11030,15,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Chevrolet,Urban,Thursday,Oct,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11031,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Mazda,Urban,Monday,Sep,4,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11032,10,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Chevrolet,Urban,Wednesday,Sep,4,Male,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11033,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Friday,Pontiac,Urban,Thursday,Mar,5,Male,Married,64,Policy Holder,Utility - Collision,Utility,more than 69000,1,11034,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+Jul,5,Saturday,Honda,Urban,Monday,Aug,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11035,10,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Pontiac,Urban,Wednesday,Jun,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11036,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Pontiac,Urban,Wednesday,Jun,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11037,13,700,1,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Toyota,Urban,Friday,May,1,Male,Single,36,Third Party,Sedan - Collision,Sedan,more than 69000,0,11038,13,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Sunday,Honda,Urban,Monday,Jun,1,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11039,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Mazda,Urban,Monday,Apr,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11040,6,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Monday,Mar,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11041,8,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Pontiac,Rural,Tuesday,Apr,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11042,1,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Friday,Mazda,Urban,Thursday,Apr,2,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11043,8,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Mazda,Urban,Monday,Mar,5,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11044,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Toyota,Urban,Wednesday,Mar,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11045,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Honda,Urban,Wednesday,Feb,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11046,14,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Pontiac,Urban,Tuesday,Feb,4,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11047,10,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Ford,Urban,Saturday,Mar,4,Male,Married,44,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,11048,11,400,4,more than 30,more than 30,1,more than 7,36 to 40,Yes,Yes,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Pontiac,Urban,Tuesday,Feb,1,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11049,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Chevrolet,Urban,Monday,Nov,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11050,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Mazda,Rural,Monday,Aug,5,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11051,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Chevrolet,Urban,Thursday,Aug,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11052,2,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Mazda,Urban,Tuesday,Sep,4,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11053,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Chevrolet,Urban,Tuesday,Oct,4,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11054,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Chevrolet,Urban,Tuesday,Nov,4,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11055,13,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,VW,Urban,Monday,Mar,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11056,5,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Mazda,Rural,Monday,Oct,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11057,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Mazda,Urban,Monday,Aug,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11058,15,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Saturday,Toyota,Urban,Tuesday,Apr,1,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11059,14,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Toyota,Urban,Monday,Jul,2,Female,Single,27,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11060,14,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Saturday,Pontiac,Rural,Tuesday,Mar,5,Male,Married,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11061,16,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Honda,Urban,Monday,Jan,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11062,12,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,5,Monday,Honda,Urban,Tuesday,Mar,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11063,4,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Chevrolet,Urban,Thursday,Apr,5,Female,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11064,5,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Toyota,Urban,Tuesday,May,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11065,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Pontiac,Urban,Tuesday,May,1,Male,Single,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11066,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Pontiac,Urban,Tuesday,Aug,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11067,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Pontiac,Rural,Tuesday,Aug,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11068,3,700,2,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,3 to 5,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Pontiac,Urban,Monday,Oct,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11069,1,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Chevrolet,Urban,Wednesday,Apr,1,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,11070,8,400,1,8 to 15,15 to 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Mazda,Urban,Monday,Nov,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11071,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Mercury,Urban,Friday,Dec,3,Male,Married,46,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11072,13,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Monday,Mercury,Urban,Wednesday,Mar,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11073,6,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Honda,Urban,Monday,Mar,1,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11074,8,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Tuesday,Pontiac,Urban,Tuesday,Mar,5,Male,Married,57,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11075,8,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Mazda,Urban,Tuesday,Mar,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11076,3,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Toyota,Urban,Friday,Mar,4,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11077,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11078,6,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Mazda,Urban,Wednesday,Apr,4,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11079,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Mercury,Urban,Wednesday,Dec,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11080,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Pontiac,Urban,Monday,Dec,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11081,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Pontiac,Urban,Thursday,Dec,2,Male,Married,63,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11082,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Toyota,Urban,Friday,Dec,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11083,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Mazda,Urban,Tuesday,Nov,5,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11084,10,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Toyota,Urban,Monday,Nov,4,Female,Single,25,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11085,3,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Dodge,Urban,Tuesday,Nov,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11086,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Accura,Urban,Wednesday,Mar,5,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11087,9,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Mazda,Urban,Thursday,Sep,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11088,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Honda,Urban,Tuesday,Aug,2,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11089,1,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Honda,Urban,Thursday,Aug,3,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11090,12,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Honda,Urban,Monday,Apr,1,Male,Married,55,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11091,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Chevrolet,Urban,Friday,Apr,2,Female,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11092,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Toyota,Urban,Wednesday,May,1,Male,Married,59,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11093,4,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Saturday,Toyota,Rural,Wednesday,Dec,4,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11094,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Chevrolet,Urban,Tuesday,Jan,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11095,10,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Toyota,Urban,Monday,Dec,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11096,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Honda,Urban,Tuesday,Dec,2,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11097,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Saturday,Chevrolet,Urban,Tuesday,Nov,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11098,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Thursday,Dec,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11099,4,700,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Sunday,Chevrolet,Urban,Monday,Nov,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11100,16,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Toyota,Urban,Monday,Oct,2,Male,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11101,6,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Sunday,Pontiac,Urban,Monday,Sep,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11102,2,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Toyota,Urban,Thursday,Oct,4,Male,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11103,12,400,1,more than 30,more than 30,1,2 years,21 to 25,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Thursday,Aug,2,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11104,5,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Mazda,Urban,Tuesday,Mar,5,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11105,13,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Pontiac,Urban,Friday,Aug,1,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11106,14,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Toyota,Urban,Monday,Jul,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11107,3,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Mazda,Urban,Friday,Apr,2,Male,Single,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11108,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,VW,Urban,Thursday,Aug,2,Male,Single,22,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11109,13,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Honda,Urban,Thursday,Jul,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11110,15,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Mazda,Urban,Friday,May,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11111,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Saab,Urban,Monday,Mar,5,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11112,16,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Toyota,Urban,Thursday,Mar,4,Male,Married,46,Third Party,Sedan - Liability,Sport,more than 69000,0,11113,1,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Accura,Urban,Wednesday,Apr,1,Male,Married,34,Policy Holder,Utility - All Perils,Utility,more than 69000,1,11114,4,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,1,Tuesday,Accura,Urban,Thursday,Apr,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11115,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Toyota,Urban,Monday,Feb,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11116,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Pontiac,Urban,Thursday,Feb,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11117,15,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Dodge,Urban,Monday,Aug,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11118,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Chevrolet,Rural,Wednesday,Dec,5,Female,Single,33,Third Party,Sedan - All Perils,Sedan,more than 69000,1,11119,1,500,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Toyota,Urban,Friday,Dec,4,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11120,8,400,3,more than 30,more than 30,none,3 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Mazda,Urban,Thursday,Jun,5,Male,Single,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11121,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Tuesday,Jun,2,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11122,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Mazda,Urban,Monday,Sep,4,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11123,5,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Wednesday,Apr,1,Female,Single,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,11124,11,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Chevrolet,Urban,Monday,Nov,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11125,12,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Honda,Rural,Thursday,Apr,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11126,5,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Honda,Urban,Thursday,Apr,2,Male,Married,61,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11127,8,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Pontiac,Urban,Thursday,Apr,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11128,13,400,1,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Pontiac,Urban,Friday,Jun,3,Male,Married,55,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11129,8,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Pontiac,Urban,Saturday,Jun,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11130,1,700,1,more than 30,more than 30,1,more than 7,41 to 50,Yes,Yes,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Honda,Urban,Tuesday,Jul,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11131,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Pontiac,Urban,Tuesday,Aug,3,Female,Married,54,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11132,13,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Pontiac,Urban,Thursday,Sep,4,Male,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11133,3,400,3,more than 30,more than 30,1,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Toyota,Urban,Thursday,Oct,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11134,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11135,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Pontiac,Urban,Monday,Nov,5,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11136,13,400,1,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Honda,Urban,Thursday,Dec,1,Male,Single,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11137,16,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,Mazda,Rural,Friday,Nov,2,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11138,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Honda,Urban,Monday,Oct,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11139,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Thursday,Mar,5,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11140,5,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Toyota,Urban,Wednesday,Apr,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11141,9,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Honda,Urban,Monday,Apr,2,Male,Single,22,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11142,4,400,1,more than 30,more than 30,more than 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Toyota,Urban,Saturday,Apr,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11143,6,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Mazda,Rural,Tuesday,Jun,4,Male,Married,54,Policy Holder,Sport - Collision,Sport,more than 69000,0,11144,3,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Mar,5,Wednesday,Mazda,Urban,Thursday,Mar,5,Male,Single,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11145,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Nisson,Urban,Monday,May,5,Female,Married,36,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11146,14,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Pontiac,Rural,Monday,Jul,1,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11147,6,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Mazda,Urban,Monday,Aug,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11148,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Toyota,Rural,Thursday,Nov,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11149,6,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Pontiac,Urban,Thursday,Dec,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11150,11,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Ford,Urban,Monday,Dec,1,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,11151,3,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Toyota,Rural,Wednesday,Nov,5,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11152,13,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Honda,Urban,Tuesday,Jan,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11153,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Chevrolet,Urban,Tuesday,Apr,2,Male,Married,30,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11154,15,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Mar,5,Monday,VW,Urban,Tuesday,May,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,11155,7,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Accura,Urban,Wednesday,Mar,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11156,2,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Mazda,Urban,Tuesday,May,3,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11157,4,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Pontiac,Rural,Monday,Jun,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11158,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Mazda,Rural,Monday,Apr,1,Male,Married,50,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11159,15,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Friday,Honda,Urban,Thursday,Apr,1,Male,Single,34,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11160,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Honda,Urban,Monday,Aug,1,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11161,10,700,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Mazda,Urban,Wednesday,Jul,1,Female,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11162,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Saab,Rural,Tuesday,Jul,2,Female,Single,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11163,2,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Pontiac,Urban,Monday,Oct,5,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11164,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Toyota,Urban,Tuesday,Dec,4,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11165,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Sunday,Chevrolet,Urban,Monday,Nov,5,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11166,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Honda,Urban,Monday,Nov,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11167,9,400,3,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Chevrolet,Urban,Monday,Dec,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11168,3,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Toyota,Urban,Tuesday,Dec,2,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11169,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Toyota,Urban,Wednesday,Jun,5,Male,Divorced,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11170,6,500,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Pontiac,Urban,Wednesday,Aug,2,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11171,12,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Thursday,Toyota,Urban,Thursday,Aug,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11172,8,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Mazda,Urban,Monday,Aug,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11173,8,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Honda,Urban,Wednesday,Sep,3,Male,Single,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11174,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Honda,Urban,Tuesday,Nov,2,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11175,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Mazda,Urban,Monday,Oct,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11176,1,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Mazda,Urban,Monday,Apr,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11177,13,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Mazda,Rural,Wednesday,Apr,1,Male,Married,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11178,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Thursday,Ford,Urban,Thursday,Sep,5,Male,Married,63,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,11179,1,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Mazda,Urban,Friday,Sep,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11180,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Mazda,Urban,Tuesday,Aug,4,Male,Married,59,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11181,2,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Pontiac,Urban,Wednesday,Sep,2,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11182,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Pontiac,Urban,Friday,Aug,1,Male,Married,73,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11183,5,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Honda,Urban,Monday,Aug,2,Male,Married,30,Third Party,Sedan - Liability,Sport,more than 69000,0,11184,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Mazda,Urban,Wednesday,Aug,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11185,9,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Pontiac,Urban,Wednesday,Apr,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11186,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Thursday,Mazda,Urban,Tuesday,Jul,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11187,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Ford,Rural,Thursday,Aug,1,Male,Married,65,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,11188,16,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,Internal,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Toyota,Urban,Monday,May,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,11189,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Honda,Urban,Monday,May,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11190,14,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Toyota,Urban,Tuesday,Apr,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11191,10,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Pontiac,Rural,Tuesday,Mar,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11192,7,700,2,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,Yes,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,5,Wednesday,Chevrolet,Urban,Monday,Dec,1,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11193,1,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Wednesday,Toyota,Rural,Wednesday,Nov,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11194,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,1 year,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Honda,Urban,Monday,Apr,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11195,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Chevrolet,Rural,Friday,Nov,2,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11196,1,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Mazda,Urban,Tuesday,Nov,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11197,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Pontiac,Urban,Monday,Nov,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11198,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Honda,Urban,Thursday,Nov,1,Male,Single,25,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11199,4,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Pontiac,Urban,Monday,Oct,2,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11200,8,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Wednesday,Chevrolet,Urban,Wednesday,Oct,1,Male,Single,34,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11201,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Monday,Pontiac,Urban,Friday,Sep,5,Male,Married,43,Third Party,Sedan - Liability,Sport,more than 69000,0,11202,10,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Pontiac,Urban,Thursday,Jul,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11203,2,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Porche,Urban,Friday,Jun,3,Male,Married,61,Policy Holder,Utility - Collision,Utility,more than 69000,0,11204,15,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Utility - Collision,TRUE
+May,4,Thursday,Honda,Urban,Monday,Jun,1,Male,Single,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11205,12,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Honda,Urban,Monday,Jul,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11206,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Pontiac,Urban,Thursday,Apr,5,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11207,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Honda,Rural,Thursday,May,1,Male,Single,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11208,7,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Mazda,Urban,Friday,Mar,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11209,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Toyota,Urban,Wednesday,Feb,2,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11210,5,400,3,more than 30,more than 30,1,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Honda,Rural,Monday,Apr,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11211,8,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Chevrolet,Urban,Tuesday,Feb,2,Female,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11212,4,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Honda,Urban,Tuesday,Apr,1,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11213,4,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Toyota,Urban,Thursday,Dec,2,Male,Married,56,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11214,1,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Toyota,Urban,Monday,Nov,4,Male,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11215,13,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Chevrolet,Urban,Friday,Apr,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11216,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Sunday,Pontiac,Urban,Monday,Oct,4,Female,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11217,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Mazda,Rural,Wednesday,Jul,4,Male,Married,56,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11218,8,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Mazda,Urban,Tuesday,Jul,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11219,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Pontiac,Urban,Monday,Jul,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11220,9,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Toyota,Urban,Tuesday,Jul,1,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11221,7,500,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Saturn,Rural,Wednesday,Jun,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11222,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Pontiac,Urban,Monday,Apr,2,Female,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11223,10,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Toyota,Urban,Saturday,Apr,1,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11224,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Pontiac,Urban,Monday,Mar,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11225,8,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Chevrolet,Urban,Friday,Mar,4,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11226,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Monday,Feb,1,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11227,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Honda,Urban,Monday,Oct,5,Male,Married,32,Third Party,Sport - Collision,Sport,more than 69000,0,11228,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Oct,1,Wednesday,Mazda,Urban,Friday,Oct,2,Female,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11229,7,400,3,8 to 15,15 to 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Toyota,Rural,Monday,Oct,2,Male,Married,66,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11230,4,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Chevrolet,Urban,Thursday,Sep,5,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11231,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Saturday,Chevrolet,Urban,Tuesday,Jun,4,Male,Married,59,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11232,13,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Saturday,Chevrolet,Urban,Monday,Jun,3,Female,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11233,1,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Mazda,Urban,Monday,Apr,3,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11234,7,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Toyota,Urban,Tuesday,Apr,2,Male,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11235,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1995,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Honda,Urban,Tuesday,Apr,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11236,3,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1995,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Honda,Urban,Wednesday,Nov,5,Male,Single,0,Policy Holder,Sport - All Perils,Sport,more than 69000,0,11237,10,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sport - All Perils,TRUE
+Mar,4,Tuesday,Honda,Rural,Wednesday,Nov,5,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11238,16,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Friday,Chevrolet,Urban,Tuesday,Aug,5,Male,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11239,10,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Chevrolet,Urban,Friday,Apr,5,Male,Married,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11240,9,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Feb,5,Monday,Lexus,Urban,Monday,Mar,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11241,3,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Toyota,Urban,Friday,Apr,3,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11242,11,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Toyota,Urban,Friday,Aug,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11243,6,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Chevrolet,Urban,Friday,Mar,5,Male,Married,67,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11244,13,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Honda,Urban,Saturday,Jul,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11245,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,1,Sunday,Toyota,Rural,Tuesday,Aug,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11246,14,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Honda,Urban,Thursday,Aug,2,Male,Married,55,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11247,4,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Toyota,Urban,Monday,Oct,1,Male,Married,72,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11248,16,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Toyota,Urban,Thursday,Nov,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11249,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Tuesday,Mazda,Urban,Wednesday,Nov,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11250,6,400,2,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Pontiac,Rural,Thursday,Nov,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11251,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Pontiac,Urban,Monday,Nov,3,Male,Married,48,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11252,7,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Honda,Urban,Saturday,Nov,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11253,15,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,5,Monday,Honda,Urban,Tuesday,Aug,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11254,5,700,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Mazda,Urban,Wednesday,Jul,4,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11255,4,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Chevrolet,Urban,Tuesday,Jul,1,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11256,7,400,1,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Honda,Urban,Tuesday,Mar,4,Female,Single,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11257,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Mazda,Rural,Tuesday,Mar,3,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11258,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Mazda,Urban,Monday,Feb,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11259,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Honda,Urban,Tuesday,Jan,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11260,11,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Chevrolet,Urban,Wednesday,Jul,3,Male,Single,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11261,3,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Toyota,Urban,Tuesday,Apr,1,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11262,7,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Chevrolet,Urban,Thursday,Jul,3,Female,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11263,16,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Chevrolet,Urban,Wednesday,May,4,Female,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11264,7,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11265,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Toyota,Urban,Tuesday,Apr,1,Male,Married,75,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11266,12,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Ford,Urban,Monday,Apr,1,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,11267,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Pontiac,Urban,Wednesday,Dec,5,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11268,7,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Pontiac,Urban,Monday,Feb,2,Male,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11269,8,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Honda,Urban,Wednesday,Jan,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11270,2,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Pontiac,Urban,Monday,Aug,5,Female,Single,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11271,15,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Saturday,Toyota,Urban,Monday,Aug,5,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11272,8,500,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Thursday,Dec,2,Female,Married,34,Third Party,Sedan - Liability,Sport,more than 69000,0,11273,7,400,3,more than 30,more than 30,none,2 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Mazda,Urban,Thursday,Jan,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11274,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Mazda,Urban,Wednesday,Apr,1,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11275,16,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Mazda,Urban,Tuesday,May,1,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11276,11,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Mercury,Urban,Wednesday,Apr,3,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11277,15,400,4,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Honda,Urban,Wednesday,Jun,1,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11278,11,400,3,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Saturn,Urban,Wednesday,Aug,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,11279,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Toyota,Urban,Thursday,Jun,3,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11280,1,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Honda,Urban,Monday,Aug,1,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11281,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11282,5,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Chevrolet,Urban,Thursday,Sep,3,Male,Married,62,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11283,10,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Wednesday,Ford,Rural,Wednesday,Oct,1,Male,Married,63,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,11284,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Sunday,Mazda,Urban,Monday,Oct,5,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11285,7,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,1 year,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Chevrolet,Rural,Thursday,Nov,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11286,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Toyota,Urban,Wednesday,Apr,3,Male,Married,47,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11287,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Toyota,Urban,Monday,Jul,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11288,5,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Chevrolet,Urban,Monday,Dec,1,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11289,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Pontiac,Urban,Thursday,Apr,1,Male,Married,48,Policy Holder,Utility - All Perils,Utility,more than 69000,1,11290,6,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Sunday,Mazda,Urban,Tuesday,Dec,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11291,8,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Mazda,Urban,Thursday,Apr,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11292,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Toyota,Urban,Friday,May,4,Male,Single,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11293,3,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Honda,Rural,Wednesday,May,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11294,5,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Mazda,Urban,Wednesday,Jun,3,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11295,8,400,2,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Chevrolet,Rural,Monday,Sep,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11296,5,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Chevrolet,Rural,Wednesday,May,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,11297,12,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Urban,Monday,Oct,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11298,9,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Pontiac,Urban,Wednesday,Nov,3,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11299,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Toyota,Urban,Wednesday,Dec,4,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11300,10,400,4,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Pontiac,Rural,Monday,Jan,5,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11301,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Chevrolet,Urban,Friday,Apr,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11302,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Pontiac,Urban,Tuesday,Apr,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11303,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Urban,Thursday,May,2,Male,Married,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11304,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Chevrolet,Urban,Friday,Jun,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11305,16,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Accura,Urban,Friday,Apr,5,Male,Married,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11306,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Pontiac,Urban,Monday,Oct,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11307,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Chevrolet,Urban,Thursday,Sep,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11308,7,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Toyota,Urban,Tuesday,Oct,1,Female,Married,63,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11309,3,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Mazda,Urban,Tuesday,Oct,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11310,1,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Honda,Urban,Monday,Oct,3,Male,Married,62,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11311,7,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Chevrolet,Urban,Tuesday,Apr,2,Male,Married,49,Third Party,Sedan - Collision,Sedan,more than 69000,0,11312,3,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Chevrolet,Urban,Thursday,Apr,1,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,11313,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Toyota,Urban,Monday,May,4,Male,Single,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11314,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11315,1,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Pontiac,Urban,Friday,Mar,1,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11316,3,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Honda,Urban,Wednesday,Jul,1,Male,Married,22,Policy Holder,Sport - Collision,Sport,more than 69000,0,11317,10,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,3 to 4,1995,Collision, - ,Sport - Collision,TRUE
+Aug,2,Sunday,Honda,Urban,Monday,Aug,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11318,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Honda,Urban,Monday,Jul,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11319,14,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,VW,Urban,Friday,Dec,3,Male,Single,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11320,11,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Honda,Urban,Monday,Dec,3,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11321,2,400,4,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Mar,1,Thursday,Pontiac,Urban,Monday,Mar,1,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11322,5,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Wednesday,Chevrolet,Urban,Wednesday,Aug,5,Male,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11323,12,500,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1995,All Perils, - ,Utility - All Perils,TRUE
+Sep,1,Friday,Toyota,Urban,Friday,Sep,1,Female,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11324,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Toyota,Urban,Tuesday,Nov,5,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11325,15,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Thursday,Chevrolet,Urban,Thursday,Nov,2,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11326,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Honda,Urban,Wednesday,Dec,3,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11327,5,400,2,more than 30,more than 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Honda,Urban,Tuesday,Dec,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11328,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Chevrolet,Urban,Wednesday,Dec,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11329,15,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Sunday,Toyota,Urban,Monday,Dec,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11330,12,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Honda,Urban,Thursday,Apr,1,Male,Single,16,Policy Holder,Sport - Collision,Sport,more than 69000,1,11331,1,400,2,more than 30,more than 30,2 to 4,4 years,18 to 20,No,No,External,none,no change,1 vehicle,1995,Collision, - ,Sport - Collision,TRUE
+Dec,1,Monday,Chevrolet,Rural,Wednesday,Dec,1,Male,Married,60,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11332,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Friday,Dec,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11333,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Honda,Urban,Friday,Dec,1,Male,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11334,14,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Toyota,Urban,Wednesday,Sep,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11335,6,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1995,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,69,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11336,4,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1995,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Accura,Urban,Wednesday,Dec,3,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11337,6,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1995,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,VW,Urban,Monday,Dec,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11338,11,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Pontiac,Urban,Friday,Dec,2,Male,Married,63,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,11339,10,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Friday,Honda,Urban,Monday,Dec,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11340,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Toyota,Urban,Tuesday,Sep,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11341,11,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Toyota,Urban,Wednesday,Jul,4,Female,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11342,4,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Thursday,Toyota,Urban,Monday,Apr,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11343,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Chevrolet,Rural,Friday,May,2,Male,Married,62,Policy Holder,Utility - Collision,Utility,more than 69000,0,11344,16,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Apr,1,Thursday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11345,7,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Honda,Urban,Friday,Mar,1,Female,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11346,3,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Tuesday,Mazda,Rural,Tuesday,Oct,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11347,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Mazda,Urban,Tuesday,Sep,3,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11348,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Toyota,Urban,Friday,Apr,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11349,11,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,58,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11350,10,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Chevrolet,Urban,Tuesday,Aug,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11351,2,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Toyota,Urban,Friday,Aug,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11352,7,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Honda,Urban,Monday,Jul,2,Male,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11353,14,400,4,more than 30,more than 30,1,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Chevrolet,Urban,Tuesday,May,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11354,10,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Chevrolet,Urban,Monday,Apr,3,Male,Married,57,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11355,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Toyota,Rural,Wednesday,Feb,4,Male,Single,40,Third Party,Sedan - Collision,Sedan,more than 69000,0,11356,4,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Toyota,Rural,Tuesday,Feb,5,Female,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11357,11,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Chevrolet,Urban,Tuesday,Dec,2,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11358,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Nisson,Urban,Friday,Dec,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11359,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Honda,Urban,Monday,Apr,2,Male,Married,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11360,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Honda,Urban,Wednesday,Dec,2,Male,Single,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11361,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Chevrolet,Urban,Friday,Dec,2,Male,Married,63,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11362,8,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Chevrolet,Urban,Wednesday,May,1,Male,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,11363,13,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Mazda,Urban,Thursday,Oct,4,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11364,3,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Pontiac,Urban,Monday,Dec,1,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11365,15,400,2,more than 30,more than 30,2 to 4,2 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,Toyota,Urban,Wednesday,Jun,5,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11366,12,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Pontiac,Urban,Friday,Jun,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11367,1,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Pontiac,Urban,Monday,May,5,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11368,4,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Honda,Urban,Monday,Apr,2,Female,Single,35,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11369,7,400,4,more than 30,more than 30,1,new,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Accura,Rural,Monday,May,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11370,1,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Mazda,Urban,Monday,May,1,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11371,5,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Pontiac,Urban,Friday,Apr,4,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11372,13,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Toyota,Urban,Tuesday,Apr,2,Female,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11373,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Honda,Urban,Monday,Mar,3,Male,Married,41,Third Party,Sport - Collision,Sport,more than 69000,1,11374,2,500,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jan,3,Sunday,Pontiac,Urban,Wednesday,Feb,1,Female,Single,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11375,2,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Honda,Urban,Wednesday,Sep,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11376,9,400,3,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Mazda,Urban,Friday,Apr,2,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11377,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Toyota,Urban,Thursday,Sep,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11378,12,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Chevrolet,Urban,Monday,Aug,5,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11379,6,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Dodge,Urban,Wednesday,Aug,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11380,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Toyota,Urban,Thursday,Mar,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11381,16,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Pontiac,Urban,Friday,Apr,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11382,4,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Toyota,Urban,Monday,Apr,4,Male,Married,68,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11383,8,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Honda,Urban,Monday,May,5,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11384,6,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Toyota,Rural,Friday,May,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11385,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Honda,Urban,Tuesday,Jul,2,Male,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11386,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Mazda,Urban,Tuesday,Jul,2,Female,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11387,2,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Mazda,Urban,Thursday,Dec,3,Male,Single,29,Policy Holder,Sport - Collision,Sport,more than 69000,0,11388,5,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,3,Tuesday,VW,Urban,Thursday,Nov,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11389,7,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Toyota,Urban,Tuesday,Oct,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11390,2,400,3,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Chevrolet,Urban,Monday,Nov,5,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11391,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Toyota,Urban,Wednesday,Apr,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11392,3,400,1,more than 30,more than 30,1,7 years,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Pontiac,Urban,Thursday,Apr,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11393,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Mazda,Urban,Wednesday,Apr,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11394,6,400,1,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Chevrolet,Urban,Tuesday,Apr,3,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11395,16,400,1,more than 30,more than 30,none,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Toyota,Urban,Wednesday,Apr,3,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11396,5,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Sunday,Toyota,Urban,Monday,Jul,5,Female,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11397,4,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Wednesday,Nisson,Urban,Thursday,Aug,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11398,10,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Ford,Urban,Tuesday,Aug,5,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11399,9,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Chevrolet,Rural,Friday,Oct,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11400,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Thursday,Dec,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,less than 20000,0,11401,1,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Honda,Urban,Monday,Dec,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11402,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Honda,Urban,Thursday,Dec,4,Female,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11403,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Mazda,Urban,Wednesday,Dec,2,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11404,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Chevrolet,Urban,Wednesday,Dec,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11405,1,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Honda,Urban,Monday,Dec,3,Male,Married,69,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11406,13,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Toyota,Urban,Thursday,Dec,4,Male,Married,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11407,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Mazda,Rural,Tuesday,Oct,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11408,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Honda,Urban,Friday,Sep,2,Female,Widow,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11409,13,400,2,more than 30,more than 30,2 to 4,5 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Thursday,Jul,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11410,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Pontiac,Urban,Wednesday,Apr,4,Female,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11411,6,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Sunday,Toyota,Urban,Wednesday,May,1,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11412,6,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,Yes,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Pontiac,Rural,Monday,Apr,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11413,3,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Sunday,Ford,Urban,Thursday,Apr,2,Male,Married,77,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11414,7,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Pontiac,Urban,Tuesday,May,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11415,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11416,11,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Mazda,Urban,Thursday,Dec,5,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11417,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Honda,Urban,Monday,Dec,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11418,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Monday,Pontiac,Urban,Monday,Dec,1,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11419,2,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Honda,Urban,Thursday,Nov,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11420,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Toyota,Urban,Tuesday,Dec,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11421,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Toyota,Urban,Tuesday,Nov,2,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11422,6,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Pontiac,Urban,Tuesday,Oct,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11423,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Pontiac,Rural,Wednesday,Sep,5,Male,Single,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11424,2,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Sep,4,Friday,Mazda,Rural,Friday,Sep,4,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11425,8,500,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Pontiac,Urban,Tuesday,Sep,2,Male,Single,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11426,8,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Honda,Urban,Tuesday,Aug,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11427,4,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Chevrolet,Urban,Monday,Aug,4,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11428,2,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Saturday,Pontiac,Urban,Sunday,Sep,1,Male,Married,44,Policy Holder,Sport - All Perils,Sport,20000 to 29000,0,11429,7,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sport - All Perils,TRUE
+Jun,3,Thursday,Chevrolet,Urban,Tuesday,Jun,5,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11430,2,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Toyota,Rural,Thursday,Jun,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11431,11,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Accura,Urban,Wednesday,May,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11432,4,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Pontiac,Urban,Wednesday,May,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11433,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Mazda,Urban,Monday,May,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11434,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Mazda,Rural,Monday,Apr,4,Male,Married,60,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11435,1,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Mazda,Rural,Monday,Apr,3,Male,Single,30,Third Party,Sport - Collision,Sport,more than 69000,0,11436,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Mar,4,Wednesday,Mazda,Urban,Friday,Apr,1,Male,Married,43,Third Party,Sedan - Collision,Sedan,more than 69000,0,11437,15,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Mazda,Urban,Tuesday,Sep,1,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11438,5,400,3,none,8 to 15,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Thursday,Ford,Urban,Thursday,Sep,1,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11439,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Monday,Sep,3,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11440,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Honda,Urban,Thursday,Feb,1,Male,Married,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11441,4,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,55,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11442,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Pontiac,Rural,Tuesday,May,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11443,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Chevrolet,Urban,Tuesday,May,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11444,10,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Chevrolet,Urban,Monday,Jul,1,Female,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11445,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Chevrolet,Urban,Wednesday,Nov,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11446,14,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Honda,Urban,Monday,Oct,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11447,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Accura,Urban,Wednesday,Apr,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,11448,10,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,29,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11449,2,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Toyota,Urban,Thursday,May,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11450,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Honda,Urban,Tuesday,Apr,4,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,11451,16,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Pontiac,Urban,Thursday,Sep,2,Male,Married,77,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11452,2,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Sunday,Honda,Urban,Friday,Sep,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11453,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Ford,Urban,Thursday,Oct,1,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11454,10,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Mazda,Urban,Thursday,Dec,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11455,14,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Accura,Urban,Monday,Feb,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11456,14,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Friday,Accura,Urban,Wednesday,Mar,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11457,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Pontiac,Urban,Friday,Aug,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,11458,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Pontiac,Urban,Monday,Aug,2,Male,Single,38,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11459,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Pontiac,Rural,Monday,Jul,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11460,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Mazda,Urban,Thursday,May,1,Female,Married,60,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11461,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Ford,Urban,Tuesday,Apr,3,Male,Married,29,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,11462,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Toyota,Urban,Tuesday,Dec,3,Female,Single,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11463,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Pontiac,Urban,Thursday,Dec,3,Female,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11464,1,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Pontiac,Urban,Friday,May,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11465,4,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Mazda,Urban,Thursday,Jun,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11466,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Chevrolet,Urban,Tuesday,Apr,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11467,11,400,1,more than 30,more than 30,1,5 years,41 to 50,No,No,External,none,1 year,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Honda,Urban,Thursday,Apr,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11468,2,400,1,more than 30,more than 30,2 to 4,new,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Mazda,Urban,Monday,Apr,2,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11469,3,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Chevrolet,Urban,Friday,May,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11470,10,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Toyota,Urban,Friday,May,2,Male,Single,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11471,15,700,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Saab,Urban,Wednesday,May,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11472,2,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Mazda,Urban,Monday,Aug,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11473,5,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Pontiac,Urban,Monday,Jul,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11474,13,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Toyota,Urban,Wednesday,Aug,3,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11475,7,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Tuesday,Honda,Urban,Wednesday,Sep,1,Male,Married,23,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11476,13,400,3,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Honda,Urban,Tuesday,Nov,4,Female,Single,18,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11477,1,400,2,more than 30,more than 30,2 to 4,2 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Chevrolet,Urban,Thursday,Apr,3,Male,Single,42,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11478,6,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Pontiac,Rural,Friday,Jul,5,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11479,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Honda,Urban,Friday,Apr,5,Male,Married,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11480,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Pontiac,Rural,Monday,May,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11481,2,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11482,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Mazda,Urban,Tuesday,Dec,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11483,13,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Toyota,Urban,Monday,Dec,3,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11484,15,400,4,15 to 30,15 to 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Toyota,Urban,Monday,Dec,3,Male,Married,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11485,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Honda,Urban,Monday,Apr,3,Female,Married,38,Third Party,Sedan - Collision,Sedan,less than 20000,0,11486,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Toyota,Urban,Wednesday,Oct,3,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11487,4,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,VW,Urban,Wednesday,Oct,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11488,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Chevrolet,Urban,Tuesday,Sep,2,Male,Married,46,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,11489,15,400,3,1 to 7,more than 30,1,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Pontiac,Urban,Monday,May,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11490,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Pontiac,Urban,Thursday,Dec,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11491,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Toyota,Urban,Tuesday,Dec,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11492,4,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Ford,Urban,Sunday,Sep,2,Female,Single,28,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,11493,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Pontiac,Urban,Wednesday,Aug,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11494,7,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Toyota,Urban,Wednesday,Apr,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11495,10,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11496,1,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Wednesday,Pontiac,Urban,Friday,May,1,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11497,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Pontiac,Urban,Tuesday,Oct,2,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11498,16,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Pontiac,Urban,Tuesday,Dec,3,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11499,16,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Honda,Urban,Monday,Sep,3,Male,Married,47,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11500,6,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Toyota,Urban,Friday,May,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11501,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Chevrolet,Rural,Friday,Apr,5,Male,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11502,12,700,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Toyota,Urban,Thursday,Feb,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11503,7,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,5 to 8,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Honda,Urban,Monday,Sep,4,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11504,5,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Pontiac,Urban,Wednesday,Aug,1,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11505,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Chevrolet,Urban,Tuesday,Jul,4,Male,Married,30,Third Party,Sedan - Collision,Sedan,more than 69000,0,11506,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Honda,Urban,Thursday,Apr,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11507,3,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Thursday,May,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11508,11,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Pontiac,Urban,Thursday,Jun,2,Female,Married,30,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11509,10,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Saturday,Toyota,Urban,Tuesday,Sep,3,Male,Married,54,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11510,12,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Tuesday,Toyota,Urban,Thursday,Aug,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11511,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Pontiac,Rural,Monday,Oct,1,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11512,6,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Mazda,Urban,Thursday,Apr,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11513,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Tuesday,Oct,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11514,16,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Pontiac,Urban,Tuesday,Nov,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11515,8,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Pontiac,Urban,Tuesday,Dec,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11516,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Toyota,Urban,Sunday,Jan,1,Female,Single,20,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11517,4,400,1,more than 30,more than 30,1,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,VW,Urban,Thursday,May,1,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11518,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Honda,Urban,Thursday,May,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11519,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Pontiac,Rural,Monday,Aug,5,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11520,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Pontiac,Urban,Tuesday,Oct,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11521,11,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Pontiac,Urban,Monday,Oct,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11522,16,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Ford,Urban,Tuesday,Apr,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,11523,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Wednesday,Toyota,Urban,Thursday,Sep,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11524,4,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Accura,Urban,Friday,Dec,4,Female,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11525,8,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Toyota,Urban,Tuesday,Dec,2,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11526,8,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Toyota,Urban,Friday,Dec,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11527,7,500,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Mazda,Urban,Thursday,Dec,5,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11528,6,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Honda,Urban,Monday,Sep,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11529,16,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11530,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Pontiac,Urban,Tuesday,May,3,Male,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11531,6,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Honda,Urban,Thursday,Sep,3,Female,Married,32,Policy Holder,Sport - Collision,Sport,more than 69000,0,11532,13,400,2,8 to 15,8 to 15,none,2 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,1,Saturday,Pontiac,Urban,Friday,Sep,5,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11533,16,700,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Mazda,Urban,Wednesday,Jun,5,Female,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11534,12,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Honda,Urban,Tuesday,Jun,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11535,8,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Honda,Urban,Thursday,May,2,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11536,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Mazda,Urban,Thursday,May,2,Male,Divorced,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11537,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Saturday,Toyota,Urban,Friday,May,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11538,6,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Chevrolet,Urban,Wednesday,May,2,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11539,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Saturday,Toyota,Rural,Thursday,Oct,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11540,5,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Toyota,Urban,Monday,Jan,2,Female,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11541,8,400,3,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Toyota,Urban,Wednesday,Dec,5,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11542,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Mazda,Urban,Tuesday,Dec,3,Female,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11543,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Mazda,Urban,Wednesday,Nov,2,Male,Single,20,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11544,15,400,2,more than 30,more than 30,more than 4,2 years,21 to 25,Yes,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Chevrolet,Urban,Friday,Oct,4,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11545,15,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Honda,Urban,Thursday,Oct,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11546,5,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Mazda,Rural,Tuesday,Oct,1,Male,Married,36,Third Party,Sedan - Liability,Sport,40000 to 59000,0,11547,16,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Mazda,Urban,Friday,Sep,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11548,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Toyota,Urban,Wednesday,Sep,4,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11549,5,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Mercury,Urban,Monday,Sep,3,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11550,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Pontiac,Urban,Thursday,Sep,3,Female,Married,79,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11551,14,400,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Toyota,Urban,Tuesday,Nov,2,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11552,15,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Thursday,Mazda,Urban,Monday,Sep,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11553,1,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Toyota,Urban,Thursday,Sep,1,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11554,3,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Saturn,Urban,Wednesday,Sep,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11555,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Mazda,Urban,Tuesday,Apr,3,Male,Married,72,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11556,10,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Mercury,Urban,Monday,Jun,1,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11557,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Honda,Urban,Monday,Jun,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11558,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Toyota,Urban,Tuesday,May,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11559,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Pontiac,Urban,Wednesday,Jun,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11560,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Honda,Urban,Monday,Apr,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11561,15,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Ford,Urban,Monday,Mar,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11562,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Honda,Urban,Tuesday,Feb,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11563,10,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Chevrolet,Urban,Monday,May,5,Female,Single,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11564,15,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Mazda,Urban,Monday,May,4,Male,Married,33,Third Party,Sedan - Collision,Sedan,more than 69000,0,11565,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Chevrolet,Urban,Wednesday,May,3,Male,Married,77,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11566,5,400,2,more than 30,more than 30,none,6 years,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Honda,Urban,Tuesday,Sep,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11567,6,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Dodge,Urban,Tuesday,Jun,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11568,9,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Accura,Urban,Friday,Jun,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11569,9,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Sunday,Honda,Urban,Tuesday,Jul,4,Female,Single,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11570,9,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Friday,Jul,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11571,9,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Honda,Urban,Thursday,Sep,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11572,12,400,3,more than 30,more than 30,none,new,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Monday,Honda,Urban,Tuesday,Nov,4,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11573,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Pontiac,Urban,Thursday,Nov,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11574,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Chevrolet,Urban,Monday,Oct,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11575,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Rural,Wednesday,Dec,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11576,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Toyota,Urban,Thursday,Mar,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11577,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Honda,Urban,Friday,Nov,4,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,1,11578,1,500,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Toyota,Urban,Friday,Nov,4,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11579,7,400,3,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Toyota,Urban,Thursday,Nov,5,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11580,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Saturday,Toyota,Urban,Monday,Jan,1,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11581,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Mazda,Urban,Tuesday,Jun,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11582,7,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Chevrolet,Urban,Friday,Jun,4,Male,Married,36,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11583,4,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Toyota,Urban,Monday,Jun,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,11584,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Honda,Urban,Tuesday,Sep,1,Male,Single,22,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11585,8,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Saturday,VW,Urban,Tuesday,Dec,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11586,1,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Mazda,Urban,Wednesday,Jan,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11587,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Ford,Urban,Wednesday,Mar,2,Male,Single,47,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11588,3,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Toyota,Rural,Monday,Jun,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11589,10,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Toyota,Urban,Friday,Jun,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11590,6,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,Mazda,Urban,Tuesday,May,5,Male,Single,22,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11591,9,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Honda,Urban,Wednesday,Jul,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11592,7,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Honda,Urban,Tuesday,Oct,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11593,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Honda,Urban,Friday,Sep,5,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11594,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,VW,Urban,Thursday,Oct,4,Male,Divorced,42,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,11595,9,700,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Dodge,Urban,Friday,Nov,1,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11596,1,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Accura,Urban,Thursday,Jan,2,Male,Married,67,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11597,4,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Thursday,Ford,Urban,Thursday,Dec,5,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,11598,6,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Pontiac,Urban,Friday,Jun,2,Male,Married,44,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11599,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Chevrolet,Urban,Friday,May,3,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11600,2,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Honda,Urban,Tuesday,Apr,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,more than 69000,1,11601,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Honda,Rural,Monday,May,3,Male,Married,56,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11602,6,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Toyota,Urban,Monday,Sep,3,Male,Married,60,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11603,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Saturday,Dodge,Urban,Tuesday,Nov,2,Female,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11604,14,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Honda,Urban,Thursday,Oct,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11605,1,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Ford,Urban,Thursday,Dec,5,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11606,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,3,Monday,Toyota,Urban,Thursday,Apr,3,Male,Married,58,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11607,1,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Friday,Oct,2,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11608,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Mazda,Urban,Friday,Aug,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11609,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Saab,Urban,Wednesday,May,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11610,1,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Pontiac,Urban,Tuesday,Oct,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11611,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Toyota,Urban,Thursday,Oct,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11612,11,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Ford,Urban,Monday,Oct,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11613,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Toyota,Urban,Friday,Oct,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11614,2,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Honda,Urban,Wednesday,Aug,3,Male,Single,42,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11615,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Thursday,Pontiac,Urban,Friday,Jun,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11616,6,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Pontiac,Urban,Tuesday,May,3,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,11617,8,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Toyota,Urban,Friday,Nov,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11618,7,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Chevrolet,Urban,Friday,Nov,1,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11619,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Pontiac,Urban,Wednesday,Jun,3,Female,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11620,14,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Mazda,Urban,Thursday,Apr,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11621,13,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Honda,Urban,Tuesday,Nov,4,Female,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11622,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Mazda,Urban,Wednesday,Nov,4,Male,Married,38,Third Party,Sport - Collision,Sport,more than 69000,0,11623,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,1,Wednesday,Pontiac,Urban,Tuesday,Jul,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11624,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Toyota,Urban,Monday,Mar,2,Male,Single,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11625,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Pontiac,Urban,Tuesday,Jan,2,Male,Single,52,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11626,12,700,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,VW,Urban,Monday,Jan,2,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,11627,15,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Saturday,Pontiac,Urban,Monday,Jan,2,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11628,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Chevrolet,Urban,Thursday,Jan,2,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11629,7,500,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11630,5,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Toyota,Rural,Wednesday,Sep,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11631,11,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Honda,Urban,Friday,Mar,1,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11632,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Honda,Urban,Thursday,Jan,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11633,15,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Toyota,Urban,Monday,May,3,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11634,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Thursday,Pontiac,Urban,Tuesday,May,5,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11635,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Wednesday,Chevrolet,Urban,Monday,Sep,2,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11636,14,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Rural,Tuesday,Sep,1,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11637,7,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Toyota,Urban,Wednesday,Sep,5,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11638,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Mazda,Urban,Tuesday,Nov,5,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11639,1,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Honda,Urban,Monday,Jan,1,Male,Single,25,Third Party,Sport - Collision,Sport,more than 69000,0,11640,9,400,3,more than 30,more than 30,1,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,3,Tuesday,Toyota,Urban,Tuesday,May,3,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11641,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Saturday,Honda,Urban,Monday,Sep,3,Male,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11642,2,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Toyota,Urban,Tuesday,Sep,3,Male,Single,34,Third Party,Sedan - Collision,Sedan,less than 20000,0,11643,6,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Toyota,Urban,Tuesday,Apr,4,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11644,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Honda,Urban,Thursday,Dec,5,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11645,1,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Ford,Urban,Friday,Dec,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11646,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Pontiac,Urban,Wednesday,Dec,4,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11647,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Honda,Urban,Tuesday,Dec,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11648,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Toyota,Urban,Wednesday,Dec,3,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11649,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,1 year,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Mazda,Urban,Monday,Oct,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11650,5,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Pontiac,Urban,Wednesday,Apr,3,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11651,5,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Mazda,Urban,Friday,May,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11652,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Pontiac,Urban,Thursday,Jun,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11653,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Pontiac,Rural,Friday,May,4,Female,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11654,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Mazda,Urban,Wednesday,May,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11655,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Chevrolet,Urban,Tuesday,May,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11656,7,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Urban,Friday,May,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11657,16,700,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Mazda,Urban,Thursday,Nov,5,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11658,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Honda,Urban,Monday,Jan,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11659,7,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Chevrolet,Urban,Thursday,Dec,3,Male,Married,38,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11660,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Nov,3,Friday,Pontiac,Urban,Friday,Nov,3,Male,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11661,16,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Mazda,Urban,Wednesday,Nov,3,Male,Married,72,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11662,13,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Wednesday,Honda,Urban,Monday,Oct,1,Female,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11663,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Dodge,Urban,Thursday,Aug,4,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11664,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Pontiac,Urban,Thursday,Jul,4,Male,Married,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11665,2,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Mazda,Urban,Monday,May,4,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11666,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Toyota,Urban,Wednesday,May,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11667,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Honda,Urban,Thursday,Jun,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11668,1,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Toyota,Urban,Tuesday,Jan,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11669,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Chevrolet,Urban,Thursday,Oct,3,Female,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11670,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Monday,Honda,Rural,Wednesday,Jan,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11671,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Sunday,Chevrolet,Urban,Monday,Jul,3,Male,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11672,7,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Pontiac,Urban,Wednesday,Oct,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11673,16,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Toyota,Urban,Monday,Oct,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11674,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Tuesday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11675,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Honda,Urban,Monday,Apr,4,Female,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,11676,13,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Toyota,Urban,Wednesday,Apr,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11677,15,400,1,15 to 30,15 to 30,none,5 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Sunday,Mazda,Urban,Thursday,May,1,Male,Married,77,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11678,16,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Dodge,Urban,Tuesday,May,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11679,12,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Pontiac,Urban,Friday,Oct,3,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11680,4,500,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Chevrolet,Urban,Tuesday,Aug,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11681,16,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Mazda,Urban,Wednesday,May,2,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11682,4,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Monday,Honda,Urban,Wednesday,Nov,5,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11683,16,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Saturday,Pontiac,Urban,Thursday,Dec,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11684,1,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Mazda,Urban,Wednesday,May,4,Male,Married,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11685,15,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Mazda,Rural,Friday,Jul,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11686,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Pontiac,Urban,Friday,Aug,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11687,13,400,2,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Toyota,Urban,Monday,Oct,3,Male,Married,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11688,9,700,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Wednesday,Mazda,Urban,Thursday,Dec,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11689,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Sunday,Honda,Urban,Wednesday,Nov,1,Male,Married,48,Policy Holder,Sport - Collision,Sport,more than 69000,0,11690,15,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Apr,4,Friday,Toyota,Urban,Monday,Apr,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,11691,16,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Toyota,Urban,Monday,Jun,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11692,8,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11693,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Chevrolet,Urban,Wednesday,Jun,5,Male,Married,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11694,9,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Chevrolet,Urban,Monday,Sep,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11695,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Wednesday,Jun,2,Male,Single,25,Third Party,Sedan - Collision,Sedan,less than 20000,0,11696,8,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Toyota,Urban,Monday,Aug,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11697,3,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Accura,Urban,Monday,Sep,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11698,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Pontiac,Urban,Monday,Oct,2,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11699,10,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Mazda,Urban,Thursday,Oct,4,Female,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11700,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11701,15,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Ford,Urban,Tuesday,Oct,1,Male,Married,45,Third Party,Sedan - Liability,Sport,40000 to 59000,0,11702,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Honda,Urban,Tuesday,Jan,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11703,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Pontiac,Urban,Thursday,Jan,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11704,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Ford,Urban,Thursday,Jun,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11705,2,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Toyota,Urban,Thursday,Jun,1,Male,Married,80,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11706,12,400,3,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Friday,Jun,1,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11707,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Pontiac,Urban,Monday,Jul,2,Male,Divorced,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11708,4,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Toyota,Urban,Friday,Jul,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11709,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Honda,Urban,Friday,Nov,1,Male,Single,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11710,7,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Pontiac,Urban,Friday,Nov,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11711,5,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11712,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Ford,Urban,Tuesday,Dec,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11713,11,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Chevrolet,Urban,Monday,May,4,Male,Married,34,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11714,10,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Urban,Monday,Dec,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11715,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Mazda,Urban,Wednesday,May,3,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11716,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Pontiac,Urban,Friday,May,4,Female,Single,50,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11717,8,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Saturday,Honda,Urban,Monday,Oct,1,Female,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11718,7,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Honda,Rural,Friday,Aug,2,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11719,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Friday,Pontiac,Urban,Friday,Oct,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11720,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Pontiac,Rural,Tuesday,Jul,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11721,3,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Mercury,Urban,Wednesday,Jun,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11722,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Tuesday,Ford,Urban,Friday,Dec,3,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11723,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Pontiac,Rural,Tuesday,Nov,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11724,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Toyota,Urban,Monday,Jan,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11725,8,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Toyota,Urban,Wednesday,Oct,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11726,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Pontiac,Urban,Monday,Aug,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11727,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Chevrolet,Urban,Monday,Aug,2,Male,Married,73,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11728,11,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Mazda,Urban,Tuesday,May,1,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11729,10,400,1,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Honda,Urban,Monday,Apr,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11730,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Chevrolet,Urban,Tuesday,Jan,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11731,11,500,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Mazda,Urban,Thursday,Jan,2,Male,Married,30,Third Party,Sport - Collision,Sport,more than 69000,0,11732,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Apr,3,Tuesday,Chevrolet,Urban,Tuesday,Apr,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11733,6,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Mazda,Urban,Wednesday,Aug,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11734,6,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Sunday,Toyota,Urban,Monday,Sep,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11735,4,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Chevrolet,Urban,Monday,Sep,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11736,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Honda,Urban,Wednesday,Sep,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11737,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Mazda,Urban,Tuesday,Oct,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11738,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Toyota,Urban,Monday,Apr,4,Male,Married,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11739,6,400,4,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Pontiac,Urban,Tuesday,Oct,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11740,9,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,1 year,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Chevrolet,Rural,Thursday,Oct,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11741,12,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Pontiac,Urban,Monday,Oct,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11742,8,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Honda,Urban,Monday,Oct,1,Male,Single,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11743,3,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Saturday,Toyota,Urban,Wednesday,Jun,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11744,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Pontiac,Urban,Tuesday,Jun,2,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11745,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Pontiac,Urban,Monday,Oct,3,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11746,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Honda,Urban,Tuesday,Oct,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11747,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Mazda,Urban,Thursday,Aug,3,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11748,12,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11749,15,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Thursday,Toyota,Urban,Friday,Jan,2,Male,Married,52,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11750,13,700,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Accura,Urban,Wednesday,Feb,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11751,13,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Toyota,Urban,Monday,Aug,3,Female,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11752,13,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Chevrolet,Rural,Monday,Jul,3,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11753,5,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,5,Thursday,Chevrolet,Urban,Wednesday,May,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,11754,3,400,4,8 to 15,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Honda,Urban,Wednesday,Sep,5,Male,Married,47,Policy Holder,Sport - Collision,Sport,more than 69000,0,11755,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,Yes,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,1,Saturday,Honda,Urban,Friday,Oct,5,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11756,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Mazda,Urban,Friday,Dec,2,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11757,6,400,3,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Pontiac,Urban,Wednesday,Jun,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11758,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Honda,Rural,Wednesday,Aug,5,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11759,16,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Urban,Wednesday,Oct,3,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11760,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Toyota,Urban,Monday,Oct,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11761,12,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Chevrolet,Urban,Monday,Oct,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11762,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Honda,Urban,Thursday,May,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11763,3,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Urban,Monday,Jan,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11764,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Pontiac,Urban,Friday,Apr,1,Female,Single,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11765,3,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Accura,Urban,Wednesday,Jun,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11766,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Honda,Urban,Monday,May,3,Female,Married,57,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11767,3,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Honda,Urban,Friday,Sep,4,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11768,13,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Toyota,Urban,Friday,Sep,4,Female,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11769,5,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Toyota,Urban,Monday,May,2,Male,Single,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11770,3,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Mazda,Rural,Tuesday,Oct,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11771,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Toyota,Urban,Monday,Oct,2,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11772,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Toyota,Urban,Thursday,Dec,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11773,13,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Toyota,Rural,Thursday,Nov,2,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11774,7,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Mazda,Urban,Friday,Jun,1,Male,Single,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,11775,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Toyota,Urban,Friday,Jun,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11776,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Chevrolet,Urban,Monday,Jun,1,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11777,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Friday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11778,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Pontiac,Urban,Tuesday,Jan,4,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11779,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Honda,Urban,Wednesday,Apr,1,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11780,14,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Nisson,Rural,Thursday,Jun,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11781,13,400,3,more than 30,more than 30,2 to 4,2 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Chevrolet,Urban,Wednesday,Sep,5,Female,Single,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11782,12,500,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,2 to 3 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Chevrolet,Urban,Tuesday,Apr,4,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,11783,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Pontiac,Urban,Monday,Nov,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11784,1,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Pontiac,Urban,Friday,Jan,4,Female,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11785,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Toyota,Urban,Thursday,Jan,4,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11786,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Toyota,Urban,Wednesday,Jun,2,Female,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11787,1,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Dodge,Urban,Wednesday,Jun,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11788,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Pontiac,Urban,Thursday,Dec,4,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11789,13,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Mazda,Urban,Tuesday,Oct,2,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11790,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Toyota,Urban,Monday,May,1,Male,Single,23,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11791,4,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Sunday,Honda,Urban,Thursday,Oct,2,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11792,13,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Pontiac,Urban,Monday,Jun,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11793,11,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Pontiac,Urban,Wednesday,Apr,4,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11794,5,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Mazda,Urban,Friday,Aug,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11795,9,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Toyota,Urban,Monday,Sep,2,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11796,1,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Honda,Urban,Tuesday,Feb,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11797,7,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Pontiac,Urban,Tuesday,Feb,4,Male,Single,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11798,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Honda,Urban,Friday,Jun,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11799,4,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Honda,Rural,Thursday,Mar,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11800,10,400,2,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Toyota,Urban,Tuesday,Jun,1,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11801,1,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Toyota,Rural,Tuesday,Apr,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11802,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Wednesday,Mazda,Urban,Thursday,Sep,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11803,7,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11804,5,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Mazda,Urban,Tuesday,May,2,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11805,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Pontiac,Urban,Thursday,Jan,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11806,9,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Pontiac,Urban,Monday,Jul,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11807,5,400,4,more than 30,more than 30,2 to 4,5 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Honda,Urban,Tuesday,Apr,4,Male,Married,39,Policy Holder,Sport - Collision,Sport,more than 69000,1,11808,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Feb,4,Wednesday,Honda,Rural,Thursday,Feb,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11809,4,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Honda,Urban,Friday,Dec,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11810,15,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Pontiac,Urban,Wednesday,Apr,4,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11811,16,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Mazda,Rural,Wednesday,Apr,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11812,14,700,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Toyota,Urban,Tuesday,Dec,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11813,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Pontiac,Urban,Tuesday,Nov,2,Male,Married,80,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11814,16,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Honda,Urban,Wednesday,Aug,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11815,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Toyota,Urban,Tuesday,Jun,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11816,3,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Toyota,Urban,Thursday,Jan,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11817,3,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Mazda,Urban,Friday,May,1,Male,Single,22,Third Party,Sport - Collision,Sport,more than 69000,0,11818,10,400,2,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,1,Saturday,Honda,Urban,Tuesday,Aug,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11819,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Toyota,Urban,Wednesday,Feb,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11820,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Chevrolet,Urban,Monday,Jan,5,Male,Married,42,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11821,16,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Pontiac,Rural,Thursday,Nov,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11822,9,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Honda,Rural,Tuesday,Nov,5,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11823,15,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Pontiac,Rural,Tuesday,Oct,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11824,16,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Toyota,Urban,Wednesday,Oct,4,Female,Single,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11825,9,400,1,more than 30,more than 30,none,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,VW,Urban,Monday,Feb,1,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,11826,16,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Chevrolet,Urban,Wednesday,Feb,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11827,13,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Sunday,Ford,Urban,Tuesday,Jan,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11828,2,400,2,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Toyota,Rural,Monday,Jan,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11829,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Saturday,Pontiac,Urban,Friday,Feb,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11830,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Pontiac,Urban,Thursday,Jan,2,Female,Single,69,Policy Holder,Sedan - Liability,Sport,less than 20000,0,11831,11,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Tuesday,Pontiac,Urban,Thursday,Apr,4,Female,Single,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11832,10,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Mazda,Urban,Wednesday,Aug,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11833,11,500,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Pontiac,Urban,Wednesday,Jul,3,Male,Married,32,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11834,10,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Mazda,Urban,Monday,Jul,3,Female,Single,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11835,1,400,2,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Toyota,Urban,Tuesday,Feb,2,Male,Single,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11836,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Toyota,Urban,Thursday,Jan,4,Male,Single,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11837,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11838,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Friday,Toyota,Urban,Friday,Jan,5,Female,Married,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11839,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Honda,Urban,Tuesday,Mar,2,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11840,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Toyota,Urban,Tuesday,Mar,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11841,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Mercury,Urban,Thursday,Feb,1,Male,Married,30,Policy Holder,Utility - All Perils,Utility,30000 to 39000,0,11842,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,5,Sunday,Toyota,Urban,Friday,Feb,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11843,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Pontiac,Rural,Tuesday,Jun,3,Female,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11844,7,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Toyota,Urban,Friday,Jan,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11845,6,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Pontiac,Urban,Wednesday,Jan,4,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11846,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Chevrolet,Rural,Wednesday,Mar,5,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11847,16,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Accura,Urban,Tuesday,Mar,4,Male,Married,43,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11848,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Pontiac,Urban,Monday,Mar,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11849,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Accura,Urban,Tuesday,Aug,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11850,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Sunday,Pontiac,Urban,Tuesday,Nov,3,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11851,1,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Pontiac,Urban,Monday,Oct,5,Male,Married,46,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11852,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Pontiac,Urban,Thursday,Apr,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11853,4,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Accura,Rural,Wednesday,Mar,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11854,2,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Sunday,Pontiac,Rural,Monday,May,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11855,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Thursday,Toyota,Urban,Thursday,May,1,Female,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11856,1,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Toyota,Urban,Monday,Apr,4,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11857,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Chevrolet,Urban,Friday,Apr,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,11858,6,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Mazda,Urban,Friday,Sep,1,Male,Married,51,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11859,2,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,2,Monday,Honda,Urban,Tuesday,Jun,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11860,11,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Chevrolet,Urban,Monday,Aug,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11861,5,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Toyota,Urban,Wednesday,Oct,3,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11862,12,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Pontiac,Urban,Tuesday,Oct,1,Male,Married,29,Third Party,Sedan - Collision,Sedan,less than 20000,0,11863,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Mazda,Urban,Monday,Sep,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11864,8,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Pontiac,Urban,Monday,Nov,5,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11865,3,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Toyota,Urban,Monday,Mar,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11866,5,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Mazda,Urban,Monday,Apr,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11867,14,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Toyota,Urban,Friday,Mar,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11868,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Chevrolet,Urban,Friday,May,3,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11869,12,400,1,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Toyota,Urban,Tuesday,Jun,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11870,4,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Honda,Urban,Friday,Jun,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11871,13,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Toyota,Urban,Tuesday,May,1,Male,Single,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11872,2,400,2,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Pontiac,Urban,Monday,Aug,5,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11873,16,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Chevrolet,Urban,Friday,Oct,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11874,10,700,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Pontiac,Urban,Monday,Jan,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11875,14,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Pontiac,Rural,Wednesday,May,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11876,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Toyota,Urban,Tuesday,Jun,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,11877,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Honda,Rural,Monday,May,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11878,11,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Honda,Urban,Monday,Jun,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11879,13,400,4,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Honda,Urban,Wednesday,Jun,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11880,4,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Honda,Urban,Tuesday,Nov,3,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11881,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Toyota,Urban,Monday,Apr,4,Female,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11882,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Mazda,Urban,Tuesday,Jan,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11883,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Pontiac,Urban,Monday,Jan,4,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11884,6,500,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Honda,Urban,Thursday,May,2,Male,Single,28,Policy Holder,Sport - Collision,Sport,more than 69000,0,11885,6,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jun,4,Saturday,Toyota,Urban,Tuesday,Jun,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11886,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Mazda,Urban,Friday,Jun,3,Male,Married,33,Third Party,Sport - Collision,Sport,more than 69000,0,11887,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sport - Collision,TRUE
+Aug,3,Friday,Chevrolet,Urban,Tuesday,Sep,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11888,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Tuesday,Toyota,Urban,Tuesday,Oct,5,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11889,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Pontiac,Urban,Friday,Dec,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11890,7,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Mazda,Urban,Thursday,Nov,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11891,1,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Toyota,Urban,Monday,May,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11892,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Honda,Urban,Wednesday,Mar,3,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11893,7,400,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Honda,Urban,Tuesday,Jul,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11894,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Toyota,Urban,Thursday,Jun,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11895,3,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Chevrolet,Urban,Tuesday,Sep,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11896,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Pontiac,Urban,Thursday,Sep,2,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11897,14,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Chevrolet,Urban,Wednesday,Dec,4,Female,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11898,11,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Pontiac,Urban,Thursday,May,1,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,11899,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Honda,Urban,Monday,Sep,3,Female,Single,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11900,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,BMW,Urban,Tuesday,May,2,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11901,15,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Honda,Urban,Friday,May,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11902,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Friday,Oct,4,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11903,11,400,4,more than 30,more than 30,1,more than 7,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,VW,Urban,Monday,Sep,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11904,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Pontiac,Urban,Thursday,Dec,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11905,14,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Dodge,Urban,Monday,Apr,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11906,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Honda,Urban,Thursday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11907,9,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Pontiac,Urban,Monday,Mar,4,Male,Married,39,Policy Holder,Utility - Liability,Utility,40000 to 59000,0,11908,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Utility - Liability,TRUE
+Mar,1,Saturday,Honda,Urban,Monday,Mar,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11909,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Sunday,Pontiac,Urban,Friday,May,3,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11910,14,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Chevrolet,Urban,Monday,Feb,3,Female,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11911,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Pontiac,Urban,Friday,Feb,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11912,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Friday,Toyota,Urban,Tuesday,Sep,1,Male,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11913,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Pontiac,Urban,Tuesday,Oct,1,Female,Married,54,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11914,1,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,Honda,Urban,Tuesday,May,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,11915,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Pontiac,Urban,Monday,Feb,1,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,11916,4,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Feb,1,Saturday,Toyota,Urban,Tuesday,Feb,4,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11917,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Toyota,Urban,Thursday,Feb,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11918,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Ford,Urban,Friday,May,4,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,11919,1,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Friday,Jul,3,Male,Married,46,Third Party,Sedan - All Perils,Sedan,less than 20000,0,11920,15,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Sunday,Honda,Rural,Friday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11921,14,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Accura,Rural,Wednesday,Feb,4,Male,Married,46,Third Party,Utility - All Perils,Utility,more than 69000,0,11922,15,400,1,none,more than 30,1,5 years,41 to 50,No,No,External,none,1 year,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Monday,Toyota,Urban,Tuesday,Jan,1,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11923,16,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Toyota,Urban,Tuesday,Jan,1,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11924,5,400,3,more than 30,more than 30,none,6 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Pontiac,Urban,Monday,Jan,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11925,15,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Toyota,Urban,Wednesday,Jan,4,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11926,16,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Pontiac,Urban,Tuesday,May,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11927,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Pontiac,Urban,Tuesday,May,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11928,3,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,VW,Rural,Tuesday,Apr,3,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11929,16,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Honda,Urban,Thursday,Jan,2,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11930,12,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Honda,Urban,Monday,Jan,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11931,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Pontiac,Urban,Monday,Jan,2,Male,Married,60,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11932,4,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Toyota,Urban,Thursday,Dec,3,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11933,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Honda,Urban,Thursday,Aug,5,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11934,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Pontiac,Urban,Friday,Oct,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11935,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Ford,Urban,Tuesday,Oct,4,Female,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11936,13,700,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Dodge,Urban,Thursday,Oct,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,11937,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Mazda,Urban,Tuesday,Oct,4,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11938,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Pontiac,Rural,Monday,May,5,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11939,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Pontiac,Urban,Thursday,May,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,11940,1,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Saturday,Honda,Urban,Thursday,Jan,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11941,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Pontiac,Urban,Monday,Jan,1,Male,Married,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11942,10,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Mazda,Urban,Friday,Jan,2,Male,Single,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11943,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Pontiac,Urban,Monday,Jan,1,Female,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11944,3,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Toyota,Urban,Thursday,May,2,Male,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,11945,9,400,1,more than 30,more than 30,1,5 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,Honda,Rural,Friday,Dec,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11946,6,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Toyota,Urban,Wednesday,Aug,1,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11947,1,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Honda,Urban,Friday,Jul,4,Male,Married,47,Third Party,Sedan - Liability,Sport,20000 to 29000,0,11948,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Friday,Chevrolet,Urban,Friday,Mar,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11949,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Chevrolet,Urban,Monday,Mar,3,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11950,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Honda,Urban,Tuesday,Feb,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,11951,6,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Mazda,Urban,Monday,Feb,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11952,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Pontiac,Urban,Monday,Jan,4,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11953,15,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Pontiac,Urban,Friday,Jan,4,Male,Single,23,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11954,9,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Toyota,Urban,Monday,Jan,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11955,16,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Pontiac,Urban,Tuesday,Feb,3,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11956,7,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Pontiac,Urban,Friday,Feb,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11957,9,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11958,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Thursday,Honda,Rural,Friday,Mar,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11959,2,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Mazda,Urban,Tuesday,Mar,2,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11960,6,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Tuesday,Toyota,Urban,Wednesday,Mar,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11961,4,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Honda,Urban,Tuesday,Jun,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11962,3,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Toyota,Urban,Wednesday,Jun,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11963,5,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Honda,Urban,Wednesday,May,5,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11964,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Pontiac,Urban,Thursday,May,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11965,13,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Mazda,Urban,Friday,May,2,Male,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11966,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Chevrolet,Rural,Tuesday,May,4,Female,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,11967,11,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Chevrolet,Urban,Friday,Jan,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11968,5,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Pontiac,Urban,Monday,Jan,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11969,16,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Pontiac,Urban,Wednesday,Sep,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,11970,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Friday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11971,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Pontiac,Urban,Tuesday,Sep,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11972,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Mazda,Urban,Friday,Jul,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,11973,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Thursday,Toyota,Urban,Friday,May,1,Male,Married,33,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11974,6,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Thursday,Mazda,Urban,Friday,Jul,5,Male,Married,45,Third Party,Sedan - Collision,Sedan,more than 69000,0,11975,16,400,3,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Thursday,Chevrolet,Urban,Friday,Jul,5,Male,Married,54,Third Party,Sedan - All Perils,Sedan,more than 69000,0,11976,16,400,3,more than 30,more than 30,none,more than 7,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Toyota,Urban,Monday,Jul,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11977,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11978,15,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Pontiac,Urban,Monday,Jun,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11979,11,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Honda,Urban,Friday,Feb,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11980,15,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Chevrolet,Urban,Tuesday,Jan,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,11981,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Saab,Urban,Tuesday,May,2,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,11982,10,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Chevrolet,Urban,Tuesday,Jan,4,Male,Married,61,Third Party,Sedan - Liability,Sport,40000 to 59000,0,11983,8,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,Internal,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Wednesday,Nisson,Urban,Monday,Mar,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,11984,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Tuesday,Mazda,Urban,Wednesday,Sep,1,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11985,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Nisson,Urban,Monday,Dec,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11986,8,500,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Toyota,Urban,Tuesday,Feb,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,11987,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Toyota,Rural,Monday,Nov,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11988,4,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Chevrolet,Urban,Friday,Oct,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,11989,16,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Chevrolet,Urban,Monday,Oct,4,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11990,4,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Toyota,Urban,Friday,Jun,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11991,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Friday,Accura,Urban,Wednesday,Feb,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11992,16,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Honda,Rural,Friday,Feb,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,11993,15,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Honda,Urban,Wednesday,Jan,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11994,16,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Pontiac,Urban,Wednesday,Jun,4,Female,Single,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,11995,13,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Toyota,Urban,Friday,Feb,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,11996,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Ford,Urban,Friday,Feb,3,Male,Married,46,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,11997,4,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Toyota,Rural,Tuesday,May,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,11998,1,700,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Mazda,Urban,Wednesday,Apr,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,11999,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Toyota,Urban,Wednesday,Mar,1,Male,Married,74,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12000,10,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,5 to 8,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12001,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Mazda,Urban,Tuesday,Feb,5,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12002,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Mazda,Urban,Wednesday,Feb,2,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12003,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Mazda,Urban,Tuesday,May,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12004,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Pontiac,Urban,Tuesday,Mar,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12005,2,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Mazda,Urban,Monday,Feb,4,Female,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12006,16,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Toyota,Urban,Friday,Feb,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12007,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Honda,Urban,Wednesday,Feb,3,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12008,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,VW,Urban,Tuesday,Feb,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12009,3,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Sunday,Honda,Urban,Monday,May,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12010,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Chevrolet,Urban,Thursday,May,3,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12011,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Mazda,Urban,Tuesday,Jan,3,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12012,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Chevrolet,Urban,Monday,Jan,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12013,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,1 year,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Honda,Urban,Friday,Jan,2,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12014,9,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Chevrolet,Urban,Monday,May,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12015,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Ford,Rural,Friday,Jan,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12016,10,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Mercury,Urban,Wednesday,Jan,3,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12017,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Toyota,Urban,Monday,May,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12018,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Honda,Urban,Friday,Jan,3,Male,Married,57,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12019,15,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Pontiac,Urban,Thursday,Jan,2,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12020,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12021,3,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Mazda,Urban,Monday,Dec,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12022,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,VW,Urban,Friday,Jul,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12023,8,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Mazda,Urban,Monday,Jan,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12024,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Toyota,Urban,Thursday,Jun,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12025,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Thursday,Jan,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12026,13,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Toyota,Urban,Monday,Jan,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12027,4,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Mazda,Urban,Monday,Jan,2,Female,Divorced,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12028,1,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Sunday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,47,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12029,1,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12030,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12031,6,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Honda,Urban,Friday,Jan,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12032,1,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Chevrolet,Urban,Tuesday,Jan,2,Male,Single,35,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12033,15,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Toyota,Urban,Wednesday,Jan,1,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12034,10,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Toyota,Urban,Friday,Jan,2,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12035,13,400,4,more than 30,more than 30,none,5 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Toyota,Urban,Monday,Jan,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12036,1,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Mazda,Urban,Monday,Jun,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,12037,14,500,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Honda,Urban,Tuesday,Jan,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12038,6,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,2,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12039,15,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Friday,Jan,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12040,8,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Honda,Urban,Monday,Jan,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12041,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Toyota,Urban,Monday,Jan,3,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12042,13,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Chevrolet,Urban,Wednesday,May,3,Male,Married,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12043,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Honda,Urban,Wednesday,Jan,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12044,4,400,2,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Toyota,Urban,Monday,May,4,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12045,11,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Toyota,Urban,Wednesday,Jan,4,Male,Married,64,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12046,13,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Chevrolet,Urban,Tuesday,Jan,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12047,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Sunday,Chevrolet,Urban,Monday,Jan,5,Male,Married,47,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12048,3,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Pontiac,Urban,Monday,Feb,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12049,16,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Honda,Rural,Thursday,Feb,1,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12050,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Pontiac,Urban,Monday,Jan,5,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12051,14,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Accura,Urban,Wednesday,May,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,12052,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Honda,Urban,Thursday,Feb,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12053,3,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Pontiac,Urban,Friday,Feb,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,more than 69000,0,12054,4,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Chevrolet,Urban,Wednesday,Feb,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12055,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Toyota,Urban,Monday,Feb,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12056,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Pontiac,Rural,Thursday,Mar,1,Male,Married,55,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12057,10,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Pontiac,Urban,Thursday,Mar,2,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12058,9,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Toyota,Urban,Wednesday,May,4,Male,Married,31,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12059,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Toyota,Urban,Thursday,Jul,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12060,3,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Pontiac,Urban,Wednesday,Jul,4,Male,Single,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12061,10,400,3,more than 30,more than 30,none,7 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Tuesday,Toyota,Urban,Wednesday,Aug,5,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12062,2,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Pontiac,Urban,Wednesday,Dec,5,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12063,6,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Pontiac,Urban,Tuesday,Jan,1,Female,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12064,16,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Toyota,Urban,Wednesday,May,2,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12065,11,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Tuesday,Honda,Rural,Tuesday,Jan,1,Male,Married,68,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12066,5,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Friday,Mazda,Urban,Monday,Jan,1,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12067,7,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,58,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12068,4,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Ford,Urban,Monday,Jan,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12069,15,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Friday,Pontiac,Urban,Monday,Jan,2,Male,Single,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12070,13,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Wednesday,Jan,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12071,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Honda,Urban,Thursday,Jan,2,Male,Married,55,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12072,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Pontiac,Urban,Monday,Jan,2,Male,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12073,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Pontiac,Urban,Monday,Jan,3,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12074,7,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Toyota,Urban,Friday,Jan,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12075,1,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Ford,Urban,Thursday,Feb,2,Male,Married,43,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12076,13,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,3,Tuesday,Pontiac,Urban,Tuesday,Jan,3,Male,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12077,7,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12078,12,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Pontiac,Urban,Wednesday,Feb,1,Male,Married,38,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12079,5,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12080,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Pontiac,Urban,Tuesday,Jan,5,Female,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12081,12,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Honda,Urban,Wednesday,Feb,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12082,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Tuesday,Feb,2,Male,Married,72,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12083,8,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Tuesday,Honda,Urban,Wednesday,Feb,1,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12084,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Chevrolet,Urban,Monday,Jul,2,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,12085,12,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Saturday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,80,Policy Holder,Sedan - Liability,Sport,less than 20000,0,12086,16,400,4,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12087,15,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Pontiac,Urban,Tuesday,Feb,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12088,10,500,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Honda,Urban,Friday,Feb,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12089,12,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Saturn,Urban,Monday,Feb,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12090,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Pontiac,Urban,Friday,Feb,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12091,5,700,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Honda,Rural,Monday,Feb,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12092,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Pontiac,Urban,Friday,Feb,4,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12093,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Accura,Urban,Monday,Mar,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12094,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Mazda,Urban,Friday,Mar,2,Male,Single,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12095,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Pontiac,Rural,Thursday,Mar,4,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12096,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Ford,Urban,Wednesday,Apr,2,Male,Single,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12097,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Chevrolet,Urban,Monday,May,4,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12098,10,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Pontiac,Rural,Wednesday,May,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12099,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Chevrolet,Urban,Thursday,Sep,4,Male,Married,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12100,5,400,2,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Chevrolet,Urban,Friday,Oct,3,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12101,1,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Pontiac,Urban,Monday,Oct,5,Male,Married,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12102,11,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,4,Tuesday,Mazda,Urban,Tuesday,Dec,4,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12103,6,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Toyota,Urban,Friday,May,2,Male,Single,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12104,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,Pontiac,Urban,Tuesday,Oct,5,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12105,7,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Chevrolet,Urban,Thursday,Nov,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12106,11,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Toyota,Urban,Thursday,Aug,3,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12107,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Pontiac,Urban,Tuesday,May,4,Female,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12108,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Honda,Rural,Friday,Jun,4,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12109,11,400,4,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Pontiac,Urban,Thursday,Jun,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12110,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Wednesday,Chevrolet,Urban,Wednesday,May,4,Female,Single,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12111,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Pontiac,Rural,Monday,Apr,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12112,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Honda,Urban,Monday,Apr,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12113,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Tuesday,Honda,Urban,Thursday,Mar,5,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12114,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Mazda,Urban,Friday,Mar,5,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12115,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Toyota,Urban,Tuesday,Mar,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12116,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Honda,Urban,Tuesday,Mar,3,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12117,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Chevrolet,Urban,Monday,Apr,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12118,3,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Chevrolet,Urban,Monday,Mar,3,Male,Married,38,Policy Holder,Utility - Collision,Utility,more than 69000,0,12119,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+May,2,Thursday,Honda,Urban,Monday,May,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12120,13,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Mazda,Urban,Wednesday,Mar,2,Female,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12121,6,400,4,8 to 15,15 to 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Toyota,Urban,Monday,Mar,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12122,12,700,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Chevrolet,Urban,Thursday,Mar,1,Male,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12123,8,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,5,Tuesday,Toyota,Urban,Wednesday,Mar,1,Female,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12124,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,VW,Urban,Wednesday,Mar,1,Female,Single,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12125,11,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Mazda,Urban,Thursday,Mar,1,Female,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12126,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Ford,Urban,Thursday,Feb,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,12127,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Honda,Urban,Monday,Feb,4,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12128,11,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Pontiac,Urban,Monday,Feb,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12129,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Pontiac,Rural,Friday,Feb,3,Male,Single,23,Third Party,Sedan - Collision,Sedan,more than 69000,0,12130,12,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Mazda,Urban,Wednesday,Mar,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12131,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12132,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Honda,Urban,Friday,Feb,3,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12133,8,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Pontiac,Urban,Friday,Mar,4,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12134,16,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Toyota,Urban,Tuesday,Feb,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12135,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Toyota,Urban,Thursday,Feb,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12136,8,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Mazda,Urban,Tuesday,Feb,2,Female,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12137,5,400,2,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Friday,Feb,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12138,3,400,3,more than 30,more than 30,none,7 years,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Honda,Urban,Monday,Jan,5,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12139,4,500,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,2 to 3 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Toyota,Urban,Thursday,Feb,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12140,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Honda,Urban,Monday,Feb,1,Male,Married,59,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12141,11,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Toyota,Rural,Wednesday,Jan,3,Female,Married,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12142,8,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Honda,Urban,Monday,Mar,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12143,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Pontiac,Urban,Monday,Feb,1,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12144,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Wednesday,Pontiac,Urban,Thursday,Oct,3,Male,Single,37,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12145,2,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+May,2,Thursday,Pontiac,Urban,Friday,May,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12146,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Honda,Urban,Thursday,Sep,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12147,14,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Honda,Urban,Friday,Sep,1,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12148,14,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Wednesday,Chevrolet,Urban,Friday,Sep,2,Female,Single,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12149,9,400,3,more than 30,more than 30,none,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Wednesday,Pontiac,Urban,Thursday,Aug,3,Male,Married,38,Third Party,Utility - All Perils,Utility,more than 69000,0,12150,6,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Saturday,Toyota,Urban,Monday,Jul,3,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12151,15,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Honda,Urban,Saturday,May,2,Male,Married,47,Third Party,Sport - Collision,Sport,more than 69000,0,12152,7,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,2,Friday,Toyota,Urban,Friday,May,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12153,12,700,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,26,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12154,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Pontiac,Urban,Monday,Mar,4,Male,Married,73,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12155,1,400,1,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Mazda,Urban,Tuesday,Mar,2,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12156,11,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Mazda,Rural,Thursday,May,3,Male,Married,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12157,10,400,3,more than 30,more than 30,more than 4,6 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Honda,Urban,Tuesday,Mar,2,Male,Single,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12158,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Toyota,Rural,Thursday,Mar,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12159,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Tuesday,Chevrolet,Urban,Friday,Mar,1,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12160,13,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Pontiac,Urban,Wednesday,Aug,2,Male,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,1,12161,6,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Monday,Toyota,Rural,Tuesday,Feb,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12162,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Pontiac,Urban,Wednesday,Feb,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12163,3,400,1,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Toyota,Urban,Tuesday,Mar,4,Female,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12164,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Pontiac,Urban,Wednesday,Feb,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12165,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Mazda,Urban,Friday,Feb,3,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12166,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,VW,Urban,Friday,Feb,4,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12167,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Monday,Pontiac,Urban,Monday,Jan,5,Male,Single,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12168,7,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Chevrolet,Urban,Friday,Feb,1,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12169,9,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Ford,Urban,Friday,Feb,1,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12170,9,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Toyota,Urban,Monday,Feb,2,Male,Single,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12171,14,400,2,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Pontiac,Urban,Thursday,Jan,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12172,14,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Pontiac,Urban,Wednesday,May,3,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12173,9,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Honda,Urban,Tuesday,Jan,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12174,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Toyota,Urban,Wednesday,May,3,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12175,9,400,4,more than 30,more than 30,1,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Pontiac,Urban,Tuesday,Jan,3,Female,Single,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12176,2,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Toyota,Urban,Friday,Jan,5,Female,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12177,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Mazda,Urban,Monday,Jan,5,Male,Single,24,Policy Holder,Sport - Collision,Sport,more than 69000,0,12178,3,400,4,more than 30,more than 30,1,4 years,26 to 30,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sport - Collision,TRUE
+Jan,1,Saturday,Honda,Rural,Tuesday,Mar,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12179,6,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Honda,Rural,Tuesday,Feb,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12180,9,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,VW,Urban,Tuesday,Nov,5,Female,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12181,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Toyota,Urban,Wednesday,Feb,4,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12182,6,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Mazda,Urban,Tuesday,May,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12183,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Mazda,Urban,Wednesday,Mar,1,Male,Single,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12184,14,700,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Saturday,Toyota,Urban,Monday,Mar,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12185,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Toyota,Urban,Tuesday,Jul,2,Male,Single,29,Policy Holder,Sedan - Liability,Sport,less than 20000,0,12186,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12187,1,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Accura,Urban,Wednesday,Mar,4,Male,Married,47,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12188,9,400,1,15 to 30,15 to 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Pontiac,Urban,Saturday,May,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12189,14,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Pontiac,Rural,Thursday,Jul,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12190,4,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Mazda,Urban,Tuesday,Jun,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12191,12,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Chevrolet,Urban,Monday,Nov,2,Male,Married,52,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12192,2,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Mazda,Urban,Friday,Oct,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12193,4,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Saturday,Honda,Urban,Thursday,May,3,Male,Married,40,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12194,2,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Chevrolet,Urban,Tuesday,Dec,2,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12195,15,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,1 year,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Pontiac,Urban,Wednesday,Apr,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12196,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Honda,Rural,Tuesday,Mar,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12197,10,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Toyota,Urban,Friday,Aug,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12198,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Chevrolet,Rural,Monday,Aug,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12199,1,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Toyota,Urban,Friday,Feb,2,Male,Single,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12200,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Chevrolet,Urban,Tuesday,May,3,Male,Married,46,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12201,16,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Toyota,Urban,Wednesday,May,2,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12202,7,400,2,more than 30,more than 30,more than 4,6 years,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Honda,Urban,Tuesday,May,3,Male,Single,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12203,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Honda,Urban,Monday,Jun,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12204,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Accura,Urban,Monday,Aug,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12205,2,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Toyota,Urban,Monday,Aug,5,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12206,13,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Honda,Urban,Friday,Aug,2,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12207,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Mazda,Urban,Friday,Oct,3,Male,Married,74,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12208,14,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Thursday,Oct,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12209,12,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Wednesday,BMW,Urban,Monday,Oct,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12210,11,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,Pontiac,Urban,Monday,Jul,1,Male,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12211,5,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,Pontiac,Urban,Thursday,Jun,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12212,8,400,4,none,8 to 15,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Chevrolet,Urban,Monday,Jul,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12213,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Honda,Rural,Wednesday,May,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12214,10,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12215,13,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Mazda,Urban,Thursday,Nov,1,Male,Married,31,Policy Holder,Sport - Collision,Sport,more than 69000,0,12216,5,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Thursday,May,4,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12217,9,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Mazda,Urban,Friday,Sep,1,Male,Single,26,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12218,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Chevrolet,Urban,Friday,Nov,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12219,3,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Honda,Urban,Wednesday,Nov,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12220,2,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Monday,Pontiac,Urban,Wednesday,Nov,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12221,2,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Pontiac,Rural,Monday,Dec,3,Male,Married,36,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12222,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Honda,Urban,Tuesday,May,3,Male,Single,80,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12223,14,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Saturday,Honda,Urban,Tuesday,Oct,5,Male,Single,22,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12224,16,400,4,more than 30,more than 30,1,new,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Ford,Urban,Monday,Sep,1,Male,Married,58,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12225,10,400,2,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Ford,Urban,Wednesday,Aug,1,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12226,6,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Mazda,Urban,Tuesday,Apr,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12227,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Mazda,Urban,Tuesday,Oct,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12228,7,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Thursday,Mazda,Urban,Thursday,Nov,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12229,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,VW,Urban,Monday,Oct,3,Male,Married,46,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12230,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12231,10,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Pontiac,Urban,Monday,May,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12232,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Ford,Urban,Tuesday,Oct,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12233,16,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Chevrolet,Urban,Monday,Oct,2,Male,Single,24,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12234,16,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Monday,Toyota,Urban,Thursday,Feb,4,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12235,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Tuesday,Pontiac,Urban,Wednesday,Feb,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12236,15,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Pontiac,Urban,Tuesday,May,4,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,12237,10,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Toyota,Urban,Monday,Feb,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12238,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Toyota,Urban,Friday,Feb,1,Male,Married,59,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12239,3,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Chevrolet,Urban,Tuesday,Feb,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12240,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Chevrolet,Urban,Tuesday,Aug,5,Male,Single,27,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12241,8,500,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Sunday,Toyota,Urban,Monday,Nov,2,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12242,8,400,1,more than 30,more than 30,none,5 years,26 to 30,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Honda,Urban,Monday,Aug,2,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12243,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Monday,Mazda,Urban,Tuesday,Nov,2,Male,Single,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12244,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Pontiac,Urban,Monday,Jul,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12245,7,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Accura,Rural,Tuesday,Oct,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12246,13,700,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Pontiac,Rural,Tuesday,Sep,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12247,11,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Mazda,Urban,Monday,Jun,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12248,13,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Chevrolet,Urban,Wednesday,May,4,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,12249,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Toyota,Urban,Thursday,Oct,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12250,12,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Pontiac,Urban,Monday,Oct,2,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12251,15,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Honda,Urban,Friday,Oct,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12252,5,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Honda,Urban,Monday,Apr,3,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12253,1,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Pontiac,Rural,Monday,Oct,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12254,7,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Toyota,Urban,Monday,Oct,2,Female,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12255,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,57,Policy Holder,Utility - Collision,Utility,more than 69000,0,12256,5,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Jul,1,Tuesday,Mazda,Urban,Monday,Jul,2,Male,Married,63,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12257,6,400,2,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Toyota,Urban,Friday,Mar,2,Female,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12258,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Toyota,Urban,Monday,Mar,3,Female,Married,70,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12259,10,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Toyota,Urban,Tuesday,Mar,3,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12260,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Friday,Pontiac,Urban,Friday,Feb,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,12261,4,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Pontiac,Urban,Monday,Nov,1,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12262,2,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Tuesday,Saturn,Urban,Friday,Nov,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12263,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Toyota,Urban,Thursday,May,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12264,6,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Mazda,Urban,Friday,Jul,2,Male,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12265,14,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Honda,Urban,Thursday,May,2,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12266,5,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Wednesday,Pontiac,Urban,Friday,May,1,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12267,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Tuesday,Oct,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12268,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Pontiac,Urban,Monday,Oct,4,Male,Single,27,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12269,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Honda,Rural,Wednesday,Jul,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12270,5,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Pontiac,Urban,Monday,Jul,1,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12271,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Wednesday,Jun,4,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12272,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Pontiac,Urban,Monday,Jun,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12273,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Honda,Urban,Friday,Apr,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12274,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,VW,Urban,Friday,Apr,4,Female,Married,52,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12275,8,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Friday,Honda,Rural,Monday,Apr,1,Female,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12276,16,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Pontiac,Urban,Tuesday,Jul,3,Female,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12277,13,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Chevrolet,Rural,Wednesday,Jul,1,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12278,3,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Toyota,Urban,Wednesday,May,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12279,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Pontiac,Urban,Thursday,May,1,Female,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12280,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Pontiac,Urban,Monday,Apr,3,Male,Single,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12281,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Pontiac,Urban,Tuesday,Feb,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12282,12,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Chevrolet,Urban,Monday,Feb,2,Male,Married,31,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12283,1,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Friday,Honda,Urban,Friday,Dec,1,Female,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12284,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Honda,Urban,Monday,Jan,4,Female,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12285,8,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,BMW,Urban,Tuesday,Jan,4,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12286,12,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,1 year,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Mazda,Urban,Monday,May,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12287,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Mazda,Urban,Wednesday,Feb,2,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12288,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Toyota,Urban,Wednesday,Feb,2,Female,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12289,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Monday,Feb,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12290,15,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Mazda,Urban,Friday,Mar,1,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12291,2,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Pontiac,Urban,Monday,Feb,5,Female,Single,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12292,15,500,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Pontiac,Urban,Tuesday,May,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12293,6,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Ford,Urban,Friday,Mar,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12294,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Pontiac,Urban,Thursday,Mar,4,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12295,15,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Mazda,Urban,Monday,Mar,5,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12296,5,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Pontiac,Rural,Friday,Apr,3,Female,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12297,15,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Thursday,Toyota,Urban,Wednesday,Apr,3,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12298,1,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Pontiac,Urban,Monday,Apr,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12299,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Honda,Urban,Tuesday,Apr,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12300,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Monday,Accura,Urban,Wednesday,Apr,4,Female,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12301,10,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Sunday,Toyota,Urban,Thursday,May,2,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12302,14,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Honda,Urban,Thursday,May,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12303,16,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Pontiac,Rural,Monday,May,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12304,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Honda,Urban,Friday,May,3,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12305,16,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Mazda,Urban,Tuesday,Jun,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12306,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Honda,Rural,Tuesday,May,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12307,3,400,4,15 to 30,15 to 30,none,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Chevrolet,Urban,Wednesday,Jun,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12308,3,400,1,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Tuesday,Jun,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12309,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Pontiac,Urban,Friday,Sep,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12310,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Wednesday,Mazda,Urban,Wednesday,Sep,2,Female,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12311,1,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Pontiac,Rural,Monday,Oct,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12312,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Pontiac,Urban,Monday,May,4,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12313,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Mazda,Rural,Tuesday,Oct,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12314,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Pontiac,Urban,Tuesday,Oct,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12315,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Mazda,Urban,Monday,May,4,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12316,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Toyota,Urban,Wednesday,Nov,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12317,1,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Pontiac,Urban,Monday,Dec,1,Female,Single,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12318,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Toyota,Rural,Monday,Feb,1,Male,Married,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12319,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Pontiac,Urban,Monday,Feb,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12320,6,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Mazda,Rural,Wednesday,Feb,4,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12321,15,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Thursday,Feb,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12322,15,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Friday,Chevrolet,Urban,Monday,Apr,1,Female,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12323,8,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Mazda,Urban,Friday,May,1,Female,Single,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12324,15,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Toyota,Urban,Tuesday,May,4,Male,Married,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12325,9,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Wednesday,Honda,Urban,Thursday,Jun,1,Male,Single,33,Policy Holder,Sport - Collision,Sport,more than 69000,0,12326,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jun,1,Thursday,Mazda,Urban,Wednesday,Jun,5,Female,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12327,4,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Mazda,Urban,Monday,Jun,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12328,10,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Friday,Nov,1,Female,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12329,14,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Monday,Jul,1,Male,Single,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12330,8,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Tuesday,Jul,1,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12331,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Pontiac,Urban,Monday,Jul,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12332,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Mazda,Urban,Friday,Jul,2,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12333,15,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Chevrolet,Urban,Monday,Aug,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12334,2,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Pontiac,Urban,Monday,May,5,Male,Married,27,Third Party,Sedan - Collision,Sedan,less than 20000,0,12335,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Accura,Rural,Wednesday,Jul,4,Male,Married,56,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12336,10,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Thursday,Mazda,Urban,Thursday,Aug,5,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12337,5,400,3,more than 30,more than 30,1,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Mazda,Urban,Monday,Aug,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12338,16,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Chevrolet,Urban,Monday,Oct,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12339,15,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Honda,Urban,Monday,Nov,1,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12340,16,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Toyota,Urban,Friday,Nov,1,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12341,5,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Honda,Urban,Monday,Nov,3,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12342,1,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Toyota,Urban,Monday,Nov,3,Female,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12343,7,500,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Mercury,Urban,Friday,Nov,3,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12344,9,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Toyota,Urban,Friday,Nov,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12345,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Pontiac,Urban,Tuesday,Nov,3,Female,Married,52,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12346,16,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Toyota,Urban,Monday,Nov,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12347,3,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Chevrolet,Urban,Tuesday,Nov,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12348,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Accura,Urban,Friday,Nov,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12349,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Toyota,Urban,Tuesday,Nov,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12350,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Tuesday,Ford,Rural,Thursday,Nov,1,Male,Married,51,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,12351,3,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Toyota,Urban,Monday,Nov,2,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12352,10,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Mazda,Urban,Tuesday,Nov,4,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12353,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Wednesday,Mazda,Urban,Friday,Sep,4,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12354,12,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Dodge,Urban,Monday,Sep,1,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12355,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Honda,Urban,Monday,Sep,1,Male,Single,21,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12356,2,400,1,more than 30,more than 30,none,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Mazda,Urban,Thursday,Aug,5,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12357,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Honda,Urban,Thursday,Jul,3,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12358,13,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Chevrolet,Urban,Tuesday,Jul,3,Male,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12359,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Toyota,Urban,Wednesday,Jul,2,Male,Single,53,Policy Holder,Sport - All Perils,Sport,less than 20000,0,12360,1,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sport - All Perils,TRUE
+Jul,2,Thursday,Pontiac,Urban,Monday,Jul,3,Female,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12361,13,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Pontiac,Urban,Tuesday,Jul,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12362,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Wednesday,Accura,Urban,Thursday,Jul,3,Male,Single,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12363,3,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Pontiac,Urban,Monday,Jul,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12364,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Pontiac,Urban,Tuesday,Jul,2,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12365,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Ford,Rural,Wednesday,Jun,5,Male,Married,39,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12366,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Ford,Urban,Thursday,May,4,Male,Married,46,Policy Holder,Sedan - Liability,Sport,40000 to 59000,1,12367,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Honda,Urban,Monday,Jun,1,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12368,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Honda,Urban,Friday,Jun,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12369,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Thursday,Toyota,Urban,Wednesday,May,3,Male,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12370,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Mazda,Urban,Wednesday,May,3,Female,Divorced,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12371,14,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Pontiac,Urban,Friday,May,1,Female,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12372,16,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Mazda,Urban,Friday,Apr,5,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12373,2,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Pontiac,Urban,Monday,Apr,2,Male,Married,53,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12374,6,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Toyota,Urban,Saturday,Apr,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12375,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Mazda,Urban,Friday,Apr,2,Male,Married,28,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12376,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Honda,Urban,Monday,Mar,4,Male,Single,32,Third Party,Sedan - Liability,Sport,more than 69000,0,12377,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Chevrolet,Rural,Monday,Apr,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12378,8,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Honda,Urban,Tuesday,Mar,5,Male,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12379,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Chevrolet,Urban,Wednesday,Mar,4,Male,Married,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12380,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,VW,Urban,Monday,Mar,2,Male,Single,74,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12381,14,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Pontiac,Urban,Wednesday,Jul,2,Male,Married,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12382,16,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Honda,Urban,Monday,Mar,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12383,1,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Toyota,Urban,Tuesday,Mar,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12384,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Saturday,Chevrolet,Urban,Monday,May,5,Female,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12385,7,400,4,more than 30,more than 30,1,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Honda,Rural,Monday,Dec,1,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12386,16,400,4,more than 30,more than 30,2 to 4,2 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Pontiac,Urban,Friday,Nov,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12387,12,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Monday,May,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12388,15,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Urban,Monday,Oct,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12389,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Sunday,Mazda,Urban,Thursday,May,4,Male,Married,51,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,12390,15,400,4,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Honda,Urban,Wednesday,Oct,3,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12391,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Sunday,Chevrolet,Urban,Tuesday,Jun,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12392,14,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Chevrolet,Urban,Wednesday,Oct,1,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12393,1,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Sunday,Mazda,Urban,Tuesday,May,5,Male,Married,68,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12394,3,500,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Chevrolet,Urban,Friday,Sep,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12395,14,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Mazda,Urban,Wednesday,Sep,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12396,1,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Chevrolet,Rural,Tuesday,Sep,3,Male,Married,58,Third Party,Sedan - Collision,Sedan,more than 69000,0,12397,12,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Pontiac,Urban,Monday,Aug,1,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12398,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Pontiac,Urban,Friday,Jul,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12399,12,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Honda,Urban,Friday,Jul,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12400,11,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Wednesday,Jun,4,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12401,3,700,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Mazda,Urban,Wednesday,Jun,5,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12402,14,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Toyota,Urban,Thursday,Jun,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,12403,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Mazda,Urban,Thursday,Jun,3,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12404,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Monday,Mazda,Urban,Tuesday,May,5,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12405,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Pontiac,Urban,Tuesday,May,4,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12406,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Pontiac,Urban,Tuesday,May,3,Male,Married,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12407,14,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Accura,Urban,Monday,May,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12408,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Sunday,Accura,Urban,Tuesday,May,2,Male,Single,53,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12409,16,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Honda,Urban,Wednesday,May,1,Male,Married,62,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12410,3,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Saturday,Toyota,Urban,Monday,May,1,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12411,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Sunday,Honda,Urban,Monday,Apr,4,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12412,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Honda,Urban,Tuesday,Apr,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12413,16,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Ford,Urban,Thursday,Apr,4,Female,Married,44,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12414,7,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Toyota,Urban,Wednesday,Apr,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12415,11,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Toyota,Urban,Friday,May,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,12416,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Chevrolet,Rural,Monday,Apr,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12417,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Accura,Urban,Thursday,Apr,3,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12418,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Chevrolet,Urban,Wednesday,May,4,Male,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12419,8,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Toyota,Urban,Thursday,Apr,2,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12420,1,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Accura,Urban,Tuesday,Apr,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12421,4,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Mazda,Urban,Wednesday,Apr,1,Male,Single,56,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12422,7,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Mar,5,Thursday,Toyota,Rural,Wednesday,Apr,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12423,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Pontiac,Rural,Wednesday,Apr,1,Male,Married,71,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12424,12,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Toyota,Urban,Thursday,Apr,5,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12425,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Mazda,Urban,Thursday,Mar,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12426,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Chevrolet,Urban,Friday,May,4,Male,Married,77,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12427,13,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Accura,Rural,Friday,Jun,3,Male,Married,59,Third Party,Utility - All Perils,Utility,more than 69000,0,12428,8,400,4,more than 30,more than 30,1,5 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Friday,Toyota,Urban,Monday,Feb,5,Female,Single,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12429,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Pontiac,Urban,Friday,Feb,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12430,13,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Toyota,Urban,Tuesday,Feb,3,Male,Married,43,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12431,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Honda,Urban,Monday,Feb,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12432,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Chevrolet,Urban,Wednesday,Jul,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12433,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Toyota,Urban,Thursday,Feb,2,Female,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12434,14,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Chevrolet,Urban,Friday,Feb,2,Male,Married,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12435,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Tuesday,Pontiac,Urban,Tuesday,Feb,1,Male,Single,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12436,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,Yes,Yes,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Monday,Honda,Urban,Wednesday,Jan,4,Male,Married,62,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12437,2,400,4,more than 30,more than 30,none,new,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Honda,Urban,Thursday,Apr,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12438,2,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Honda,Urban,Wednesday,Jan,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12439,12,400,4,more than 30,more than 30,1,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Monday,Ford,Urban,Thursday,Jan,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12440,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Honda,Urban,Tuesday,Jul,2,Male,Single,0,Policy Holder,Sport - Collision,Sport,more than 69000,0,12441,10,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Apr,4,Friday,Ford,Urban,Monday,Apr,4,Male,Single,29,Third Party,Sedan - Collision,Sedan,less than 20000,0,12442,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Toyota,Rural,Monday,Jun,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12443,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Toyota,Urban,Thursday,Jun,5,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12444,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Honda,Rural,Tuesday,Jul,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12445,8,500,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Toyota,Urban,Tuesday,Jun,5,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12446,9,400,2,more than 30,more than 30,none,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Chevrolet,Urban,Monday,Aug,3,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12447,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Tuesday,Honda,Urban,Wednesday,Aug,2,Female,Married,39,Third Party,Sport - Collision,Sport,more than 69000,0,12448,8,400,3,more than 30,more than 30,1,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,3,Friday,Pontiac,Urban,Wednesday,May,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12449,8,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Mazda,Urban,Wednesday,May,4,Male,Married,71,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12450,7,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,VW,Urban,Thursday,Mar,2,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12451,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Sunday,Pontiac,Urban,Monday,Aug,5,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12452,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Toyota,Urban,Tuesday,Sep,1,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12453,8,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Toyota,Urban,Tuesday,May,3,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12454,11,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Honda,Urban,Thursday,Apr,3,Female,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12455,7,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Thursday,Honda,Urban,Monday,May,5,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12456,3,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Honda,Rural,Tuesday,Nov,5,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12457,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Pontiac,Urban,Monday,Nov,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12458,16,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Pontiac,Urban,Wednesday,Nov,3,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12459,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Wednesday,Toyota,Urban,Monday,Nov,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12460,11,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Pontiac,Urban,Friday,Sep,4,Male,Married,60,Policy Holder,Sport - All Perils,Sport,20000 to 29000,0,12461,15,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sport - All Perils,TRUE
+Aug,1,Saturday,Honda,Rural,Thursday,Aug,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12462,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Toyota,Urban,Tuesday,Aug,2,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12463,13,700,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Wednesday,Pontiac,Urban,Thursday,Jun,3,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12464,5,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Saturday,Pontiac,Urban,Thursday,May,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12465,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Pontiac,Urban,Friday,Jan,5,Female,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12466,10,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Pontiac,Urban,Friday,Jan,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,12467,14,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Pontiac,Urban,Monday,Jan,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12468,4,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Pontiac,Urban,Thursday,Mar,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12469,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Toyota,Urban,Friday,Jul,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12470,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Honda,Urban,Monday,Jul,1,Male,Single,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12471,4,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Honda,Urban,Tuesday,Jul,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12472,3,400,3,more than 30,more than 30,none,new,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Pontiac,Urban,Tuesday,Jun,2,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12473,12,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Mazda,Rural,Monday,Sep,2,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12474,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Chevrolet,Urban,Thursday,Jan,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12475,12,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Thursday,Mar,1,Male,Single,49,Third Party,Utility - All Perils,Utility,more than 69000,0,12476,9,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Mar,4,Tuesday,Saab,Urban,Tuesday,Apr,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12477,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Tuesday,Chevrolet,Urban,Thursday,Jun,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12478,2,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Toyota,Urban,Tuesday,May,5,Male,Married,40,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12479,10,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Toyota,Urban,Wednesday,Jul,3,Male,Single,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12480,15,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Mazda,Urban,Thursday,Nov,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12481,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Pontiac,Rural,Monday,Oct,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12482,12,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Thursday,Oct,3,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12483,6,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Pontiac,Urban,Wednesday,May,5,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12484,15,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Accura,Urban,Tuesday,May,2,Female,Single,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12485,16,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Wednesday,Toyota,Urban,Wednesday,Apr,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12486,5,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Honda,Urban,Monday,Apr,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12487,13,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Toyota,Urban,Thursday,Mar,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12488,13,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Toyota,Urban,Tuesday,Mar,4,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12489,8,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Toyota,Urban,Tuesday,Mar,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12490,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Toyota,Urban,Friday,Mar,2,Female,Married,38,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12491,15,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12492,6,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Accura,Urban,Thursday,Mar,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12493,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Tuesday,Mazda,Urban,Wednesday,Mar,1,Female,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12494,14,400,1,more than 30,more than 30,none,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Toyota,Urban,Monday,Mar,3,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12495,4,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Honda,Urban,Thursday,Mar,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12496,7,500,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,2 to 3 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Honda,Urban,Thursday,Oct,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12497,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Pontiac,Urban,Monday,Jul,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12498,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Toyota,Urban,Tuesday,Jun,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12499,4,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Honda,Urban,Tuesday,May,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12500,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Urban,Friday,May,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12501,4,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Honda,Urban,Wednesday,Apr,2,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12502,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Chevrolet,Urban,Monday,Mar,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12503,16,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Mazda,Urban,Friday,May,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12504,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Toyota,Urban,Tuesday,Apr,3,Female,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12505,5,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Mazda,Urban,Monday,Mar,2,Male,Married,49,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12506,4,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Pontiac,Urban,Tuesday,Mar,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12507,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Honda,Urban,Tuesday,May,5,Male,Married,55,Third Party,Sport - Collision,Sport,more than 69000,0,12508,7,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Feb,3,Wednesday,Pontiac,Urban,Friday,Mar,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12509,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12510,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Thursday,Mazda,Urban,Tuesday,Dec,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12511,15,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Pontiac,Urban,Wednesday,Oct,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12512,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Toyota,Urban,Monday,Apr,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12513,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12514,4,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Chevrolet,Urban,Tuesday,Oct,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12515,16,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Porche,Urban,Friday,Aug,2,Male,Single,56,Policy Holder,Utility - Collision,Utility,40000 to 59000,0,12516,16,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Dec,1,Friday,Toyota,Urban,Monday,Dec,1,Female,Single,28,Third Party,Sedan - Collision,Sedan,less than 20000,0,12517,2,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Monday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,73,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12518,11,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Chevrolet,Urban,Wednesday,May,5,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12519,9,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Chevrolet,Urban,Wednesday,Jul,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12520,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Toyota,Urban,Monday,Jan,1,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12521,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Mazda,Urban,Tuesday,Apr,1,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12522,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Honda,Urban,Tuesday,Feb,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12523,8,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Honda,Urban,Thursday,Mar,3,Female,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12524,10,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,VW,Rural,Tuesday,Mar,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12525,7,700,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12526,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Honda,Urban,Wednesday,May,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12527,11,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Mazda,Urban,Friday,May,3,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12528,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Pontiac,Urban,Tuesday,May,5,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12529,14,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Honda,Rural,Monday,May,5,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12530,8,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Chevrolet,Urban,Wednesday,Jun,3,Male,Single,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12531,8,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Friday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12532,11,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Chevrolet,Urban,Thursday,Jun,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12533,10,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Pontiac,Urban,Monday,Jun,3,Female,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12534,3,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Pontiac,Urban,Monday,Jul,1,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12535,3,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Toyota,Urban,Monday,Jun,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12536,14,400,4,more than 30,more than 30,none,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Honda,Urban,Wednesday,Jun,5,Male,Married,68,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12537,16,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Thursday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12538,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Honda,Urban,Wednesday,Sep,3,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12539,3,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Thursday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12540,2,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Honda,Urban,Tuesday,Oct,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12541,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Pontiac,Urban,Thursday,Oct,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12542,4,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Pontiac,Urban,Tuesday,Nov,2,Female,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12543,9,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Honda,Urban,Monday,Nov,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12544,7,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Mazda,Urban,Monday,Nov,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12545,7,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Toyota,Rural,Monday,Dec,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12546,15,400,4,more than 30,more than 30,1,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Toyota,Urban,Tuesday,Feb,5,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12547,11,500,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,2 to 3 years,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Sunday,Mazda,Urban,Wednesday,Mar,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12548,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Wednesday,Pontiac,Urban,Friday,Mar,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12549,5,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Tuesday,May,5,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,12550,10,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Toyota,Urban,Thursday,Apr,4,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12551,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Pontiac,Urban,Thursday,Jul,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12552,16,400,1,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Pontiac,Urban,Thursday,Jul,2,Male,Single,19,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12553,14,400,4,more than 30,more than 30,1,4 years,21 to 25,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Honda,Urban,Thursday,Jul,2,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12554,6,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,5,Sunday,Mazda,Urban,Wednesday,Jun,4,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12555,2,400,4,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Honda,Urban,Thursday,Jul,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12556,3,700,3,8 to 15,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Pontiac,Urban,Wednesday,Jul,3,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12557,10,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Mazda,Urban,Thursday,Jun,1,Male,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12558,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Mazda,Urban,Thursday,Jul,3,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12559,15,400,2,more than 30,more than 30,1,6 years,26 to 30,No,No,External,3 to 5,1 year,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Thursday,Oct,1,Male,Married,71,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12560,16,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,VW,Urban,Friday,Jun,1,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12561,3,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Honda,Urban,Friday,Nov,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12562,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Toyota,Urban,Wednesday,Nov,4,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12563,16,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Pontiac,Rural,Monday,Sep,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12564,12,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,BMW,Urban,Tuesday,Aug,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12565,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Toyota,Urban,Thursday,Aug,1,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12566,5,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Mazda,Urban,Thursday,Aug,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,12567,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Honda,Rural,Wednesday,Aug,1,Female,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12568,16,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Honda,Urban,Wednesday,May,5,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12569,15,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Pontiac,Urban,Tuesday,Jul,4,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12570,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Saturday,Honda,Urban,Monday,Jul,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12571,15,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Ford,Urban,Tuesday,Jul,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,0,12572,12,400,1,8 to 15,15 to 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Mazda,Urban,Monday,May,5,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12573,1,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Mazda,Urban,Wednesday,May,3,Female,Single,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12574,14,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Honda,Urban,Wednesday,May,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12575,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Pontiac,Rural,Monday,Apr,4,Male,Single,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12576,12,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Sunday,Toyota,Urban,Monday,Apr,4,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12577,10,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,VW,Urban,Friday,Apr,4,Male,Married,71,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12578,12,400,3,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Honda,Urban,Monday,Mar,4,Female,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12579,4,400,4,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Ford,Urban,Thursday,Mar,3,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12580,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Toyota,Urban,Thursday,Dec,4,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12581,15,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Honda,Urban,Tuesday,Nov,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12582,2,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Chevrolet,Urban,Friday,Nov,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12583,7,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Mazda,Urban,Friday,Nov,3,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12584,16,400,3,more than 30,more than 30,none,2 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Toyota,Urban,Friday,Nov,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12585,16,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Thursday,Accura,Urban,Wednesday,Nov,2,Female,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12586,6,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Tuesday,Pontiac,Urban,Friday,Dec,3,Female,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12587,8,700,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Pontiac,Urban,Monday,Nov,2,Male,Married,47,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12588,14,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Wednesday,Toyota,Urban,Friday,Oct,3,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12589,5,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,Toyota,Urban,Tuesday,Nov,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12590,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Toyota,Urban,Wednesday,Sep,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12591,10,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Chevrolet,Urban,Thursday,Sep,4,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12592,12,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Toyota,Urban,Thursday,Sep,1,Male,Married,73,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12593,10,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Chevrolet,Urban,Friday,Jun,1,Female,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12594,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Toyota,Urban,Monday,Aug,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12595,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Pontiac,Urban,Tuesday,Jul,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12596,14,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Chevrolet,Urban,Thursday,Jul,3,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12597,13,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Chevrolet,Urban,Monday,Jun,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12598,2,500,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Toyota,Urban,Tuesday,Jul,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12599,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Pontiac,Urban,Monday,Jun,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,less than 20000,0,12600,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Toyota,Urban,Friday,Jun,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12601,16,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Chevrolet,Rural,Monday,Jun,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12602,14,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,61,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12603,8,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Mazda,Urban,Thursday,Jun,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12604,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Mercury,Urban,Thursday,Jun,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12605,10,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Pontiac,Urban,Friday,May,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12606,13,400,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Honda,Urban,Monday,May,2,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12607,16,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Honda,Urban,Monday,May,3,Male,Married,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12608,11,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Pontiac,Rural,Friday,Apr,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12609,15,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Pontiac,Urban,Friday,Jun,1,Male,Single,31,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,12610,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Toyota,Urban,Monday,Mar,4,Male,Married,53,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12611,10,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Toyota,Urban,Friday,Mar,2,Male,Married,63,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12612,2,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Chevrolet,Urban,Tuesday,Mar,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12613,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Ford,Urban,Thursday,Mar,1,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,12614,10,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Chevrolet,Urban,Tuesday,Mar,1,Female,Single,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12615,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Chevrolet,Urban,Monday,Jan,5,Male,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12616,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Friday,Honda,Urban,Monday,Jan,5,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12617,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Honda,Urban,Monday,Nov,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12618,2,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Honda,Urban,Monday,Nov,4,Female,Married,33,Third Party,Sedan - Collision,Sedan,less than 20000,0,12619,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Pontiac,Urban,Thursday,Nov,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12620,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Pontiac,Urban,Friday,Nov,4,Male,Married,74,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12621,9,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Toyota,Urban,Wednesday,Nov,4,Male,Married,45,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12622,1,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Accura,Urban,Friday,Jun,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12623,14,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Toyota,Urban,Thursday,Apr,5,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,12624,2,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Chevrolet,Urban,Wednesday,Jun,2,Male,Married,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12625,2,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Chevrolet,Urban,Thursday,May,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12626,12,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Chevrolet,Urban,Monday,May,2,Female,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12627,13,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Pontiac,Urban,Monday,Mar,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12628,5,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,VW,Urban,Monday,Jan,1,Male,Single,36,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,12629,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Wednesday,Mazda,Urban,Wednesday,Dec,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12630,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Honda,Rural,Monday,Apr,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12631,2,400,3,more than 30,more than 30,1,more than 7,51 to 65,Yes,Yes,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Toyota,Urban,Monday,Jun,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12632,3,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Pontiac,Urban,Thursday,Jun,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12633,2,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Dodge,Urban,Monday,Oct,5,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12634,15,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Chevrolet,Urban,Monday,Oct,4,Female,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12635,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Pontiac,Urban,Tuesday,Jun,1,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12636,9,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Honda,Urban,Tuesday,Nov,4,Male,Single,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12637,12,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Mazda,Urban,Friday,Nov,1,Female,Single,21,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12638,6,400,2,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Friday,Honda,Rural,Monday,Aug,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12639,5,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Ford,Urban,Friday,Feb,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12640,4,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Mazda,Urban,Friday,Feb,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12641,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Chevrolet,Urban,Tuesday,May,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12642,16,400,2,more than 30,more than 30,1,4 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Toyota,Rural,Friday,Aug,4,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12643,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Saturday,Pontiac,Urban,Monday,Jul,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12644,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Pontiac,Urban,Tuesday,Jun,5,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12645,8,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Honda,Rural,Wednesday,Jul,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12646,14,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Honda,Urban,Monday,Sep,4,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12647,4,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Pontiac,Urban,Monday,Sep,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12648,11,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Toyota,Urban,Thursday,Sep,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12649,6,700,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Pontiac,Urban,Friday,Nov,4,Male,Single,25,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12650,15,400,3,15 to 30,15 to 30,more than 4,2 years,26 to 30,No,No,External,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mazda,Urban,Wednesday,Mar,3,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12651,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Chevrolet,Urban,Tuesday,Mar,4,Male,Married,61,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12652,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Thursday,Mar,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12653,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Honda,Urban,Friday,Jun,1,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12654,3,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Pontiac,Urban,Monday,Apr,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12655,11,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Ford,Urban,Tuesday,May,2,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12656,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Monday,Mercury,Rural,Tuesday,Jun,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12657,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Honda,Urban,Monday,Jun,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12658,8,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Toyota,Urban,Wednesday,Jul,1,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12659,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Chevrolet,Urban,Thursday,Jul,2,Male,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12660,12,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Toyota,Urban,Tuesday,Jul,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12661,12,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Sunday,Toyota,Urban,Friday,Sep,2,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12662,6,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Mazda,Urban,Tuesday,Nov,4,Female,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12663,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Pontiac,Urban,Monday,Nov,3,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12664,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12665,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Honda,Urban,Monday,Dec,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12666,11,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Honda,Urban,Monday,Nov,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12667,12,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Toyota,Urban,Tuesday,Nov,4,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12668,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Toyota,Urban,Monday,Nov,4,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12669,8,400,2,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Mazda,Urban,Wednesday,Oct,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12670,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Saab,Urban,Friday,Sep,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12671,12,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Mazda,Rural,Thursday,Sep,4,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12672,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Toyota,Urban,Thursday,Jun,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12673,7,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Pontiac,Urban,Wednesday,Aug,1,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12674,2,400,1,more than 30,more than 30,1,5 years,26 to 30,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Toyota,Urban,Wednesday,Jul,4,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12675,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Toyota,Urban,Tuesday,Jul,4,Male,Married,56,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12676,9,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Mazda,Urban,Friday,Aug,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12677,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Mazda,Urban,Tuesday,Jul,2,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12678,7,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Honda,Urban,Wednesday,Jul,4,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12679,14,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Mazda,Urban,Wednesday,Jun,4,Male,Married,70,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12680,6,700,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Sunday,Pontiac,Rural,Monday,May,5,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12681,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Toyota,Rural,Wednesday,May,3,Male,Single,25,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12682,7,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Friday,Pontiac,Rural,Monday,Jun,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12683,6,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Honda,Rural,Tuesday,May,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12684,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Friday,Pontiac,Urban,Monday,Mar,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12685,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Honda,Rural,Wednesday,Oct,4,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12686,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Pontiac,Urban,Thursday,Nov,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12687,5,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Toyota,Urban,Monday,Oct,4,Male,Married,64,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12688,13,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Toyota,Urban,Tuesday,Sep,2,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12689,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Pontiac,Urban,Thursday,Sep,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12690,2,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Honda,Urban,Wednesday,Aug,3,Female,Divorced,46,Policy Holder,Sport - Collision,Sport,more than 69000,0,12691,7,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jun,1,Thursday,Mazda,Urban,Friday,Jun,1,Female,Single,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12692,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Toyota,Urban,Tuesday,Jul,2,Male,Married,53,Policy Holder,Sport - All Perils,Sport,30000 to 39000,0,12693,14,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sport - All Perils,TRUE
+Jun,2,Thursday,Pontiac,Rural,Tuesday,Jun,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12694,5,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Monday,Pontiac,Urban,Monday,May,3,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12695,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Chevrolet,Urban,Monday,May,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12696,6,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Toyota,Urban,Wednesday,May,1,Female,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12697,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Pontiac,Urban,Tuesday,May,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12698,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Friday,Honda,Urban,Tuesday,May,1,Male,Married,47,Policy Holder,Sport - Collision,Sport,more than 69000,0,12699,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Apr,4,Sunday,Mazda,Urban,Friday,May,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12700,15,500,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Pontiac,Rural,Wednesday,Apr,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12701,11,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Mazda,Urban,Thursday,Apr,5,Male,Single,62,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12702,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Toyota,Urban,Wednesday,May,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12703,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Honda,Rural,Wednesday,Apr,3,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12704,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Toyota,Urban,Thursday,Apr,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12705,8,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Thursday,Honda,Urban,Thursday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12706,11,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Toyota,Urban,Monday,Mar,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12707,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Honda,Urban,Friday,Feb,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12708,5,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Mazda,Urban,Friday,Feb,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12709,13,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Tuesday,Pontiac,Urban,Monday,Jan,5,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12710,11,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Honda,Urban,Monday,Nov,3,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12711,14,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,3 to 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Wednesday,Toyota,Urban,Thursday,Sep,2,Male,Married,57,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12712,14,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Toyota,Urban,Friday,Jul,4,Male,Single,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12713,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Toyota,Urban,Monday,Sep,4,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12714,9,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Honda,Urban,Tuesday,Oct,3,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12715,3,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Monday,Honda,Urban,Thursday,Aug,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12716,10,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Honda,Urban,Monday,May,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12717,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Chevrolet,Urban,Saturday,May,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12718,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Toyota,Urban,Tuesday,Mar,4,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12719,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Toyota,Urban,Monday,Mar,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12720,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Wednesday,VW,Rural,Tuesday,Oct,4,Male,Married,31,Third Party,Sedan - Collision,Sedan,60000 to 69000,0,12721,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Honda,Urban,Tuesday,Aug,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12722,7,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Rural,Wednesday,Aug,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,more than 69000,0,12723,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Pontiac,Urban,Monday,Jun,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12724,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Chevrolet,Urban,Friday,Jun,2,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,12725,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Toyota,Urban,Friday,Jul,1,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12726,6,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Chevrolet,Rural,Monday,Jan,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12727,2,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12728,6,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Accura,Urban,Tuesday,Oct,3,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12729,15,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Toyota,Urban,Thursday,Jan,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12730,9,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Toyota,Urban,Thursday,Aug,4,Male,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12731,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Pontiac,Rural,Monday,Aug,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12732,3,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Honda,Urban,Wednesday,Nov,3,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12733,9,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Pontiac,Urban,Monday,Oct,2,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12734,9,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Honda,Urban,Wednesday,Aug,1,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12735,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Ford,Urban,Thursday,Feb,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,more than 69000,0,12736,11,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Honda,Urban,Thursday,Feb,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12737,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Mazda,Rural,Friday,Apr,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12738,10,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Toyota,Urban,Wednesday,Jun,3,Female,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12739,2,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Toyota,Urban,Tuesday,Jun,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12740,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Mazda,Urban,Tuesday,Aug,3,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12741,4,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Sunday,Toyota,Urban,Wednesday,Mar,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12742,5,700,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Toyota,Urban,Wednesday,Oct,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12743,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Toyota,Urban,Monday,Nov,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12744,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Sunday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12745,3,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Toyota,Urban,Friday,Mar,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12746,13,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Saturday,Pontiac,Urban,Wednesday,Jun,3,Female,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,12747,8,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Pontiac,Urban,Friday,Jun,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12748,2,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Toyota,Urban,Tuesday,May,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12749,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,VW,Rural,Thursday,Aug,2,Male,Single,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12750,3,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Mazda,Urban,Sunday,Oct,1,Female,Single,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12751,14,500,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Pontiac,Urban,Monday,Nov,4,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12752,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Pontiac,Urban,Monday,Nov,4,Male,Single,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12753,1,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Mazda,Urban,Wednesday,Nov,5,Female,Single,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12754,11,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Toyota,Urban,Friday,Dec,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12755,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Chevrolet,Urban,Tuesday,Dec,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12756,14,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Mazda,Urban,Monday,Nov,3,Female,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12757,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,Pontiac,Urban,Tuesday,Oct,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12758,6,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Saab,Urban,Friday,Sep,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12759,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Mazda,Urban,Friday,Aug,3,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12760,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12761,8,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Pontiac,Urban,Wednesday,Mar,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12762,10,400,1,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Honda,Urban,Thursday,Mar,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12763,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Pontiac,Urban,Monday,Jun,1,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12764,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Mazda,Urban,Friday,Dec,1,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12765,10,400,4,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Accura,Urban,Thursday,Nov,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12766,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Mazda,Urban,Tuesday,Nov,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12767,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Pontiac,Urban,Friday,Nov,3,Male,Married,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12768,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Monday,Nov,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12769,2,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Monday,Pontiac,Urban,Tuesday,Nov,3,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12770,1,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Monday,Mazda,Urban,Thursday,Oct,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12771,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Pontiac,Rural,Tuesday,Aug,3,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12772,11,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Friday,Mazda,Urban,Friday,Aug,3,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12773,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Mazda,Rural,Wednesday,Jul,4,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12774,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Chevrolet,Urban,Monday,Aug,1,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12775,8,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Pontiac,Rural,Wednesday,Jul,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12776,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Honda,Urban,Friday,Apr,4,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12777,7,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Ford,Urban,Friday,Apr,1,Male,Widow,63,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12778,13,400,1,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Toyota,Urban,Wednesday,Mar,4,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12779,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,VW,Urban,Thursday,Mar,1,Male,Married,50,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,12780,14,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Toyota,Urban,Sunday,Oct,1,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12781,1,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Friday,Sep,4,Female,Single,24,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12782,12,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Chevrolet,Urban,Friday,Aug,3,Male,Married,44,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12783,6,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Honda,Rural,Friday,Dec,4,Male,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12784,6,400,1,more than 30,more than 30,none,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Friday,Toyota,Urban,Wednesday,Feb,1,Male,Single,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12785,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Saturday,Chevrolet,Urban,Tuesday,Jan,5,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12786,16,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Honda,Urban,Tuesday,Jun,2,Female,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12787,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Mazda,Urban,Wednesday,Mar,5,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12788,3,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Toyota,Urban,Monday,May,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12789,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Sunday,Pontiac,Urban,Thursday,May,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,12790,12,400,2,more than 30,more than 30,none,6 years,26 to 30,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Chevrolet,Urban,Tuesday,Aug,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12791,16,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Mazda,Urban,Monday,Jun,2,Male,Married,41,Third Party,Sport - Collision,Sport,more than 69000,0,12792,9,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jun,3,Monday,Mazda,Urban,Monday,Jun,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12793,12,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Honda,Urban,Tuesday,Apr,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12794,3,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Chevrolet,Urban,Monday,Apr,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12795,11,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Toyota,Urban,Thursday,May,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12796,14,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Mazda,Rural,Friday,Apr,3,Male,Single,19,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12797,1,400,3,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Toyota,Urban,Tuesday,May,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12798,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Toyota,Urban,Monday,Jun,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12799,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Mazda,Urban,Monday,Jun,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12800,11,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Nisson,Urban,Monday,Jun,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12801,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Honda,Urban,Friday,Jun,2,Male,Single,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12802,3,500,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Pontiac,Rural,Monday,May,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12803,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Honda,Urban,Monday,Jun,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12804,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Honda,Rural,Thursday,Oct,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12805,7,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Mazda,Urban,Wednesday,Oct,1,Male,Single,42,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12806,2,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Pontiac,Urban,Monday,Sep,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12807,13,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Toyota,Urban,Wednesday,Sep,3,Male,Married,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12808,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Chevrolet,Urban,Friday,Nov,4,Female,Single,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12809,10,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Toyota,Rural,Monday,Jun,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12810,11,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Accura,Rural,Monday,Oct,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12811,2,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Chevrolet,Urban,Monday,Apr,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12812,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Accura,Urban,Thursday,Apr,1,Male,Married,31,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12813,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Sunday,Toyota,Urban,Monday,May,4,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12814,1,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Toyota,Urban,Friday,May,1,Female,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12815,7,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Toyota,Urban,Thursday,Aug,5,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12816,13,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Pontiac,Rural,Thursday,Aug,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12817,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Ford,Rural,Wednesday,Jul,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,12818,2,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Pontiac,Urban,Monday,Sep,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12819,6,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Mazda,Rural,Friday,Jun,3,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12820,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Nisson,Urban,Thursday,Nov,3,Male,Married,60,Third Party,Utility - All Perils,Utility,more than 69000,0,12821,1,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Nov,1,Sunday,Toyota,Rural,Tuesday,Nov,5,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12822,15,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Ford,Urban,Wednesday,Dec,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12823,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Pontiac,Rural,Thursday,Feb,2,Male,Married,65,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12824,9,400,3,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Pontiac,Urban,Monday,Feb,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12825,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Chevrolet,Urban,Monday,Jun,2,Male,Single,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,12826,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Wednesday,Chevrolet,Urban,Thursday,Mar,3,Female,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12827,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Mazda,Rural,Monday,Jun,1,Female,Married,69,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12828,11,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Thursday,Jun,1,Male,Married,79,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12829,2,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Pontiac,Urban,Monday,Jul,1,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12830,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Monday,Honda,Urban,Thursday,Jul,5,Female,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12831,5,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Mazda,Urban,Friday,Sep,4,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12832,16,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,1 year,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Chevrolet,Urban,Tuesday,Sep,3,Male,Married,31,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12833,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Feb,4,Wednesday,Accura,Urban,Thursday,Feb,4,Male,Married,38,Third Party,Sedan - Liability,Sport,more than 69000,0,12834,14,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Mazda,Urban,Monday,Jun,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,12835,1,700,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Honda,Urban,Monday,Dec,1,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12836,6,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Sunday,Toyota,Urban,Monday,Jul,5,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12837,16,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Chevrolet,Urban,Friday,Oct,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12838,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Mazda,Urban,Wednesday,Sep,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12839,15,400,2,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Honda,Urban,Monday,Oct,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12840,16,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Pontiac,Urban,Thursday,Aug,3,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12841,4,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Mazda,Urban,Friday,Aug,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12842,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Saturn,Urban,Tuesday,Jun,2,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,1,12843,15,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Toyota,Urban,Monday,Sep,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12844,1,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Pontiac,Urban,Monday,Jul,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12845,11,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Mazda,Urban,Monday,Jun,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12846,6,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Chevrolet,Urban,Tuesday,Jun,2,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12847,14,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Toyota,Urban,Tuesday,Mar,2,Female,Married,32,Policy Holder,Sedan - Liability,Sport,less than 20000,0,12848,10,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Honda,Rural,Monday,Jun,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,12849,5,400,2,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Pontiac,Urban,Friday,Dec,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12850,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Pontiac,Urban,Tuesday,Nov,5,Male,Married,56,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12851,1,400,1,8 to 15,8 to 15,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Honda,Urban,Monday,Dec,1,Male,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12852,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Wednesday,Nov,4,Female,Single,47,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12853,11,500,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Mazda,Urban,Wednesday,Nov,4,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12854,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Pontiac,Rural,Tuesday,Nov,2,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12855,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Mazda,Urban,Thursday,Nov,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12856,6,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,Toyota,Urban,Monday,Oct,4,Male,Single,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12857,5,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,Saab,Urban,Monday,Oct,4,Male,Married,46,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12858,4,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Pontiac,Urban,Wednesday,Sep,5,Female,Married,79,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12859,12,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Toyota,Urban,Thursday,Oct,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12860,6,400,4,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Chevrolet,Urban,Tuesday,Jul,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12861,6,400,4,more than 30,more than 30,1,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Honda,Urban,Thursday,Jul,2,Female,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12862,10,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Honda,Urban,Thursday,Jul,5,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12863,5,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Honda,Urban,Thursday,Jun,5,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12864,3,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Pontiac,Urban,Thursday,Aug,4,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,12865,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Toyota,Urban,Wednesday,Jun,4,Female,Single,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12866,1,700,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Urban,Thursday,Jun,1,Male,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12867,2,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Mazda,Urban,Monday,Jun,2,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12868,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Friday,Toyota,Urban,Friday,Jun,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12869,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Chevrolet,Urban,Thursday,May,3,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12870,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Pontiac,Urban,Tuesday,May,4,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,12871,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Toyota,Urban,Wednesday,Mar,4,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12872,3,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Honda,Rural,Tuesday,Dec,4,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12873,10,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Mazda,Urban,Monday,Feb,2,Male,Married,74,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12874,1,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,VW,Urban,Tuesday,May,2,Male,Married,38,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,12875,6,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Chevrolet,Urban,Monday,Dec,1,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12876,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Pontiac,Urban,Monday,Dec,1,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12877,6,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Honda,Urban,Monday,Dec,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12878,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Saturday,Chevrolet,Urban,Monday,Oct,1,Male,Married,51,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,12879,15,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Monday,Chevrolet,Urban,Monday,Sep,3,Female,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12880,11,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Pontiac,Urban,Friday,Sep,3,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12881,1,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Toyota,Urban,Wednesday,Aug,3,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12882,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Tuesday,Honda,Urban,Wednesday,Jun,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12883,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Ford,Urban,Friday,Jun,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,12884,8,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,VW,Urban,Friday,Jun,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12885,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Mazda,Urban,Thursday,Dec,2,Male,Single,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12886,11,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Honda,Urban,Tuesday,Apr,1,Female,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12887,12,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Sunday,Mazda,Urban,Wednesday,Apr,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12888,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Mazda,Urban,Tuesday,Apr,1,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12889,10,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Saturday,Mazda,Rural,Monday,Jun,2,Male,Single,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12890,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Pontiac,Rural,Thursday,Dec,5,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12891,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Monday,Pontiac,Urban,Monday,Nov,5,Male,Single,19,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12892,13,400,1,more than 30,more than 30,2 to 4,2 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Chevrolet,Urban,Tuesday,Nov,5,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,12893,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Tuesday,Oct,4,Male,Married,27,Third Party,Sedan - Collision,Sedan,more than 69000,0,12894,15,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Toyota,Urban,Tuesday,Oct,1,Male,Married,33,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,12895,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Mazda,Urban,Monday,Sep,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12896,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Chevrolet,Urban,Thursday,Jul,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12897,14,700,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Pontiac,Urban,Thursday,May,3,Male,Married,47,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,12898,12,400,2,15 to 30,15 to 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+May,3,Saturday,Mazda,Rural,Monday,May,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12899,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Saturday,Mazda,Urban,Wednesday,May,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12900,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Honda,Urban,Tuesday,Feb,3,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12901,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Pontiac,Rural,Monday,Feb,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12902,10,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Honda,Urban,Thursday,Feb,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12903,8,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Honda,Urban,Thursday,Oct,4,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12904,15,500,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Toyota,Urban,Tuesday,Oct,4,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12905,14,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Mazda,Urban,Friday,Oct,4,Male,Single,20,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12906,8,400,1,more than 30,more than 30,1,2 years,21 to 25,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Mazda,Urban,Tuesday,Sep,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12907,12,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Toyota,Urban,Tuesday,Sep,2,Male,Married,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12908,9,400,1,more than 30,more than 30,none,3 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Honda,Urban,Tuesday,Apr,3,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12909,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Honda,Urban,Wednesday,Apr,4,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12910,2,400,4,more than 30,more than 30,none,new,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Pontiac,Urban,Monday,Jul,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12911,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Toyota,Urban,Friday,Jul,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,12912,1,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Honda,Urban,Thursday,Oct,3,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12913,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12914,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Honda,Rural,Tuesday,Jun,4,Male,Single,21,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12915,13,400,4,more than 30,more than 30,2 to 4,2 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Honda,Urban,Tuesday,Jul,2,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12916,15,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Toyota,Urban,Tuesday,Jul,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12917,5,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Toyota,Urban,Thursday,Jul,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12918,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Honda,Urban,Monday,Aug,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12919,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Honda,Urban,Wednesday,Nov,5,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12920,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Mazda,Urban,Monday,Dec,1,Female,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12921,6,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Mazda,Urban,Thursday,Jun,3,Female,Married,51,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,12922,1,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Toyota,Urban,Monday,Nov,3,Female,Single,67,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12923,5,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Accura,Urban,Tuesday,Dec,1,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12924,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Accura,Urban,Monday,Nov,2,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12925,2,400,2,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Toyota,Urban,Monday,Aug,5,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12926,4,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Sunday,Accura,Urban,Monday,Aug,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12927,6,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Honda,Urban,Tuesday,Aug,1,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12928,2,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Sunday,Ford,Urban,Monday,Jul,3,Male,Single,22,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12929,5,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,VW,Rural,Tuesday,Jul,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12930,10,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Nisson,Urban,Monday,Jun,2,Male,Married,52,Third Party,Sedan - All Perils,Sedan,more than 69000,0,12931,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Friday,Chevrolet,Urban,Wednesday,Jul,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12932,15,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Honda,Urban,Thursday,Jun,5,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12933,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Tuesday,Toyota,Rural,Thursday,Jun,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12934,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Mazda,Urban,Friday,Jun,3,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12935,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Toyota,Urban,Tuesday,Apr,3,Male,Married,51,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12936,7,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Pontiac,Urban,Tuesday,Apr,2,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12937,9,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Chevrolet,Urban,Monday,Apr,1,Female,Single,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12938,9,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Mazda,Urban,Wednesday,Jan,3,Female,Single,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12939,1,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Honda,Rural,Thursday,Aug,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12940,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Honda,Urban,Thursday,Dec,3,Male,Married,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,12941,2,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Ford,Urban,Tuesday,Nov,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12942,14,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Pontiac,Urban,Thursday,Nov,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12943,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Honda,Urban,Monday,Dec,2,Female,Single,34,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12944,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Mazda,Urban,Wednesday,Oct,1,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,12945,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Mazda,Rural,Thursday,Sep,1,Male,Married,31,Third Party,Sport - Collision,Sport,more than 69000,0,12946,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Aug,2,Tuesday,Chevrolet,Urban,Tuesday,Aug,2,Male,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12947,4,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Pontiac,Urban,Tuesday,Jul,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12948,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Pontiac,Urban,Monday,Jul,2,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,12949,14,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Friday,Mazda,Urban,Friday,Jun,2,Male,Married,73,Third Party,Sport - Collision,Sport,more than 69000,0,12950,14,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,5,Monday,Mazda,Urban,Wednesday,Jun,3,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,12951,10,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Mazda,Urban,Tuesday,May,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12952,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Toyota,Urban,Tuesday,May,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12953,5,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Honda,Urban,Wednesday,Jun,3,Male,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,12954,8,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,2,Monday,Chevrolet,Urban,Friday,May,3,Female,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12955,5,500,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Monday,Honda,Urban,Tuesday,May,1,Female,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12956,10,400,1,more than 30,more than 30,1,2 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Chevrolet,Urban,Thursday,Apr,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,more than 69000,0,12957,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Toyota,Urban,Thursday,Apr,2,Female,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12958,1,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Ford,Urban,Wednesday,Aug,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,12959,2,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Ford,Urban,Thursday,Jan,3,Male,Married,56,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12960,3,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Toyota,Urban,Wednesday,Dec,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12961,6,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Toyota,Urban,Wednesday,Feb,2,Female,Single,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12962,7,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Mazda,Urban,Tuesday,Feb,1,Male,Single,24,Third Party,Sport - Collision,Sport,more than 69000,0,12963,9,400,2,more than 30,more than 30,none,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Feb,2,Saturday,Toyota,Urban,Tuesday,Feb,3,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12964,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Monday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,74,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,12965,5,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jul,2,Sunday,Pontiac,Urban,Thursday,Sep,2,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12966,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Thursday,Honda,Urban,Friday,Sep,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12967,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Pontiac,Urban,Friday,Oct,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12968,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Toyota,Urban,Thursday,Dec,3,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12969,4,400,2,more than 30,more than 30,1,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Pontiac,Urban,Tuesday,May,1,Male,Single,52,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12970,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,2,Friday,Nisson,Urban,Friday,May,3,Male,Married,50,Policy Holder,Utility - All Perils,Utility,more than 69000,0,12971,16,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Aug,4,Friday,Dodge,Urban,Friday,Aug,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12972,12,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Toyota,Urban,Tuesday,Aug,5,Male,Single,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12973,3,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Thursday,Mazda,Urban,Monday,Sep,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12974,12,400,1,none,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Pontiac,Urban,Monday,Oct,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12975,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Tuesday,Chevrolet,Urban,Thursday,Dec,2,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12976,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Pontiac,Urban,Thursday,Jun,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,less than 20000,0,12977,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Mazda,Urban,Tuesday,Dec,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,12978,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Chevrolet,Urban,Monday,Dec,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,12979,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Toyota,Rural,Monday,Dec,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12980,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Pontiac,Urban,Thursday,Mar,3,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12981,4,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Honda,Urban,Monday,Mar,3,Male,Married,43,Third Party,Sedan - Liability,Sport,more than 69000,0,12982,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Mazda,Urban,Friday,May,3,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12983,5,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Friday,Mazda,Urban,Wednesday,May,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12984,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Pontiac,Urban,Wednesday,May,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12985,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Pontiac,Urban,Monday,Jul,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12986,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Sunday,Pontiac,Urban,Thursday,Jun,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,less than 20000,0,12987,14,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,37,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,12988,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,5,Monday,Toyota,Urban,Monday,Nov,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,12989,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Mazda,Urban,Thursday,Nov,1,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,12990,6,700,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Toyota,Urban,Tuesday,Dec,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12991,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Pontiac,Urban,Wednesday,Apr,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,12992,5,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Pontiac,Urban,Friday,Apr,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12993,7,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Pontiac,Rural,Wednesday,Sep,2,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,12994,3,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Honda,Rural,Thursday,Feb,1,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,12995,9,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Mazda,Urban,Wednesday,Jun,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12996,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Mazda,Urban,Wednesday,Dec,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12997,9,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Saturday,Mazda,Urban,Tuesday,Sep,4,Female,Married,45,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,12998,8,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Mazda,Urban,Tuesday,Jan,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,12999,3,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Honda,Urban,Friday,Jun,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13000,13,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,39,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13001,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jul,4,Saturday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13002,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Toyota,Urban,Monday,Dec,2,Female,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13003,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Saturday,Pontiac,Urban,Monday,Dec,1,Female,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13004,4,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Mazda,Urban,Tuesday,Feb,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13005,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Honda,Urban,Wednesday,Jul,2,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13006,6,500,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Pontiac,Urban,Monday,Sep,2,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13007,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Saturday,Toyota,Urban,Tuesday,Dec,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13008,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Mazda,Urban,Tuesday,Dec,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13009,5,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Honda,Urban,Wednesday,Dec,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13010,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Mazda,Urban,Wednesday,Dec,2,Female,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13011,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Urban,Wednesday,Dec,2,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13012,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Sunday,Ford,Urban,Monday,Nov,1,Male,Single,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13013,11,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Honda,Urban,Monday,Sep,1,Male,Divorced,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13014,11,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Mazda,Urban,Friday,Sep,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13015,13,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Honda,Rural,Wednesday,Apr,3,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13016,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Mazda,Rural,Monday,Apr,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13017,10,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Urban,Wednesday,Nov,4,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13018,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Mazda,Urban,Tuesday,Nov,3,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13019,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Mazda,Urban,Friday,Aug,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13020,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Thursday,Toyota,Urban,Thursday,Aug,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13021,15,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Friday,Toyota,Urban,Friday,Jul,4,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13022,10,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Toyota,Urban,Tuesday,Jun,3,Female,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13023,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Toyota,Urban,Thursday,Jul,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13024,10,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,BMW,Rural,Tuesday,Apr,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13025,15,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Honda,Urban,Tuesday,Mar,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13026,9,400,4,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Saturday,Mazda,Urban,Tuesday,Jun,3,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,13027,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Mazda,Urban,Friday,Jun,4,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13028,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,VW,Urban,Wednesday,Mar,1,Male,Married,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13029,4,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Honda,Urban,Wednesday,Apr,2,Male,Married,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13030,9,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Sunday,Pontiac,Urban,Wednesday,Dec,2,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13031,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Mazda,Urban,Wednesday,Oct,4,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13032,3,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Urban,Wednesday,Aug,5,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13033,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Mazda,Urban,Thursday,Aug,3,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13034,2,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Toyota,Rural,Tuesday,Jul,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13035,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Sunday,Pontiac,Urban,Tuesday,Apr,3,Female,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13036,1,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Mazda,Urban,Tuesday,Apr,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,13037,2,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Accura,Urban,Monday,Mar,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13038,15,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Honda,Urban,Monday,Dec,3,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13039,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,VW,Urban,Wednesday,Dec,3,Female,Single,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13040,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Saturday,Pontiac,Urban,Thursday,Dec,3,Female,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13041,2,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Accura,Urban,Friday,Dec,3,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13042,6,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Toyota,Urban,Tuesday,Dec,2,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13043,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Chevrolet,Urban,Friday,Dec,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13044,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Pontiac,Urban,Friday,Dec,2,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13045,12,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Honda,Urban,Wednesday,Dec,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13046,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Pontiac,Rural,Friday,Aug,4,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13047,13,400,1,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Chevrolet,Urban,Monday,Aug,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13048,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Mazda,Urban,Monday,Aug,1,Female,Single,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13049,4,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Mazda,Urban,Wednesday,Jul,1,Male,Single,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13050,16,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Sunday,Mazda,Urban,Thursday,Aug,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13051,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Saturn,Urban,Monday,Jun,3,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13052,16,700,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Saturday,Honda,Urban,Friday,Jun,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13053,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Honda,Urban,Tuesday,May,5,Male,Married,36,Policy Holder,Sport - Collision,Sport,more than 69000,0,13054,3,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Apr,4,Wednesday,Accura,Urban,Thursday,Apr,5,Male,Single,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13055,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Friday,Honda,Urban,Tuesday,May,1,Female,Single,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13056,2,400,2,8 to 15,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Pontiac,Urban,Tuesday,Mar,1,Female,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13057,10,500,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Mazda,Urban,Tuesday,Nov,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13058,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Pontiac,Urban,Monday,Sep,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13059,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Pontiac,Urban,Monday,Sep,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13060,5,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Toyota,Urban,Monday,Oct,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13061,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Mazda,Urban,Thursday,Sep,3,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13062,2,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Pontiac,Urban,Friday,Jun,4,Male,Single,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13063,2,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Honda,Urban,Friday,Dec,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13064,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Chevrolet,Urban,Wednesday,Dec,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13065,7,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Thursday,Honda,Urban,Tuesday,Apr,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13066,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Tuesday,Pontiac,Urban,Monday,Apr,1,Male,Married,36,Third Party,Utility - All Perils,Utility,more than 69000,0,13067,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,Yes,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Monday,Honda,Urban,Thursday,Jun,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13068,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Dodge,Urban,Wednesday,May,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13069,13,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Toyota,Urban,Thursday,Jun,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13070,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Monday,Chevrolet,Urban,Wednesday,Jun,4,Male,Single,27,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13071,3,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Pontiac,Urban,Thursday,Aug,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13072,13,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Honda,Urban,Friday,Sep,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13073,14,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Mazda,Rural,Wednesday,Oct,4,Female,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13074,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Pontiac,Rural,Tuesday,Dec,2,Male,Single,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13075,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Pontiac,Rural,Friday,Dec,1,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13076,13,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Tuesday,Toyota,Urban,Wednesday,Dec,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13077,4,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,VW,Rural,Tuesday,Jun,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13078,8,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13079,13,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Honda,Urban,Wednesday,Apr,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13080,1,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Pontiac,Urban,Monday,Jul,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13081,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Toyota,Rural,Monday,Jul,3,Male,Married,64,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13082,4,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Mazda,Urban,Friday,Aug,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13083,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Honda,Urban,Monday,Sep,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13084,1,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Pontiac,Urban,Wednesday,Sep,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13085,11,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Honda,Urban,Wednesday,Aug,5,Female,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13086,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Honda,Urban,Thursday,Jun,4,Male,Married,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13087,7,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Tuesday,Pontiac,Urban,Wednesday,Jun,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,13088,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Ford,Urban,Monday,Dec,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13089,8,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Tuesday,Mazda,Rural,Thursday,Dec,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13090,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,VW,Urban,Monday,Dec,3,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13091,12,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Mazda,Urban,Monday,Dec,3,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13092,4,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Mazda,Urban,Tuesday,Nov,3,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13093,9,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Honda,Rural,Friday,Jun,4,Male,Married,42,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13094,13,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Toyota,Urban,Wednesday,Sep,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13095,2,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Chevrolet,Urban,Thursday,Jun,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13096,8,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,56,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13097,1,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Honda,Urban,Wednesday,Sep,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13098,5,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Mazda,Urban,Tuesday,Aug,1,Female,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13099,4,400,1,more than 30,more than 30,2 to 4,2 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Pontiac,Urban,Monday,Jul,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13100,9,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Chevrolet,Urban,Friday,Jun,4,Male,Married,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13101,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Ford,Urban,Friday,Apr,5,Male,Married,38,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13102,7,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Honda,Urban,Thursday,Apr,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13103,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Thursday,Pontiac,Urban,Thursday,Mar,1,Male,Married,61,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13104,4,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Mazda,Urban,Wednesday,Dec,5,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13105,13,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,1 year,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Mazda,Urban,Tuesday,Dec,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13106,16,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Accura,Urban,Friday,Dec,4,Male,Married,62,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13107,6,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Pontiac,Urban,Wednesday,Jun,4,Female,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13108,6,500,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Thursday,Honda,Urban,Thursday,Dec,4,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13109,10,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Saturday,Pontiac,Urban,Monday,Dec,3,Female,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13110,14,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Honda,Urban,Wednesday,Dec,5,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13111,11,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Honda,Urban,Monday,Dec,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13112,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Toyota,Urban,Wednesday,Nov,5,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13113,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Toyota,Urban,Tuesday,Dec,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13114,13,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Mazda,Urban,Monday,Oct,1,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13115,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Accura,Urban,Monday,Dec,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13116,10,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Ford,Urban,Friday,Nov,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13117,12,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Chevrolet,Rural,Tuesday,Jul,1,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13118,6,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Mazda,Urban,Monday,Oct,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13119,10,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Sunday,Honda,Urban,Wednesday,Sep,5,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13120,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Mazda,Urban,Monday,Sep,4,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13121,7,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Honda,Urban,Tuesday,Sep,4,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13122,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Chevrolet,Urban,Thursday,Sep,3,Male,Married,53,Policy Holder,Utility - Collision,Utility,more than 69000,0,13123,7,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Aug,3,Saturday,Mazda,Urban,Monday,Aug,4,Male,Married,79,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13124,12,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Honda,Urban,Thursday,Sep,1,Male,Married,78,Policy Holder,Sedan - Liability,Sport,less than 20000,0,13125,7,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Toyota,Urban,Wednesday,Aug,3,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13126,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Toyota,Urban,Tuesday,Jul,2,Male,Married,50,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13127,16,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Friday,Mazda,Urban,Monday,Jun,4,Female,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13128,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Chevrolet,Urban,Tuesday,Jun,4,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13129,3,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Chevrolet,Rural,Tuesday,Jul,1,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,1,13130,9,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Thursday,Honda,Rural,Thursday,Jun,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13131,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Mazda,Urban,Thursday,May,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13132,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Thursday,Pontiac,Urban,Friday,Apr,5,Male,Single,24,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13133,10,400,3,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Chevrolet,Urban,Friday,Apr,4,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13134,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Mazda,Urban,Tuesday,Jul,2,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,13135,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Honda,Urban,Thursday,Dec,5,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13136,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Mazda,Urban,Monday,Nov,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13137,1,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Mazda,Urban,Tuesday,Oct,4,Female,Married,32,Policy Holder,Sedan - Liability,Sport,less than 20000,0,13138,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Honda,Urban,Tuesday,Oct,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13139,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Toyota,Urban,Thursday,Mar,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13140,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Honda,Urban,Tuesday,Feb,4,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13141,13,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Pontiac,Urban,Thursday,Jul,2,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13142,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Saturday,Pontiac,Rural,Tuesday,Jul,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,13143,9,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,less than 20000,0,13144,12,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Mazda,Urban,Thursday,Oct,4,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13145,12,700,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Thursday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,77,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13146,10,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Sunday,Toyota,Rural,Wednesday,Mar,1,Male,Married,58,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13147,7,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Mazda,Urban,Wednesday,Sep,3,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13148,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Pontiac,Urban,Monday,Jun,4,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13149,11,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Toyota,Urban,Friday,Dec,4,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13150,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,Honda,Urban,Monday,Jul,1,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13151,13,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Chevrolet,Urban,Tuesday,Aug,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13152,15,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Mazda,Rural,Wednesday,Jul,3,Male,Married,43,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13153,12,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,2,Friday,Toyota,Urban,Thursday,Oct,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13154,14,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Toyota,Urban,Thursday,Aug,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13155,3,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Mazda,Urban,Monday,Sep,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13156,13,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Toyota,Urban,Wednesday,Sep,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13157,2,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Mazda,Urban,Saturday,Sep,2,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13158,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Toyota,Urban,Saturday,Jul,1,Male,Married,38,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,13159,14,500,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Honda,Urban,Thursday,Dec,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13160,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Thursday,Dec,4,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13161,7,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Honda,Urban,Thursday,May,1,Male,Single,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13162,8,400,1,more than 30,more than 30,more than 4,new,41 to 50,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Dodge,Urban,Tuesday,May,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13163,13,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Toyota,Urban,Monday,May,2,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13164,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Honda,Urban,Monday,Apr,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13165,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Toyota,Urban,Friday,May,1,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13166,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Chevrolet,Rural,Monday,May,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13167,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Wednesday,Chevrolet,Urban,Thursday,Aug,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13168,5,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Pontiac,Urban,Monday,Aug,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13169,13,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Toyota,Urban,Monday,Oct,4,Female,Single,31,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13170,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Accura,Urban,Monday,Jul,1,Male,Married,34,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13171,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Toyota,Urban,Thursday,Mar,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13172,1,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Tuesday,Honda,Urban,Friday,Apr,5,Male,Married,27,Policy Holder,Sport - Collision,Sport,more than 69000,0,13173,13,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,4,Friday,Pontiac,Urban,Tuesday,Sep,2,Male,Married,72,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13174,16,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Honda,Urban,Monday,Sep,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13175,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Mazda,Urban,Thursday,Nov,2,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13176,2,700,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Toyota,Urban,Wednesday,Dec,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13177,15,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Pontiac,Urban,Thursday,Aug,3,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13178,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Friday,Pontiac,Urban,Monday,Sep,2,Male,Married,47,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,13179,12,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Friday,Pontiac,Urban,Wednesday,Dec,4,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13180,14,400,2,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Chevrolet,Urban,Wednesday,Nov,4,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13181,16,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Chevrolet,Urban,Monday,Oct,1,Male,Married,61,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13182,12,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13183,5,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Honda,Urban,Wednesday,Jun,4,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,13184,16,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Accura,Urban,Wednesday,Apr,1,Male,Single,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13185,3,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13186,15,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Pontiac,Urban,Tuesday,Mar,1,Male,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13187,7,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Mazda,Urban,Wednesday,Feb,3,Female,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13188,11,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Toyota,Urban,Monday,Sep,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13189,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13190,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Honda,Urban,Monday,Dec,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13191,8,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Honda,Urban,Friday,Dec,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13192,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Chevrolet,Urban,Monday,Sep,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13193,15,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Mazda,Urban,Monday,Mar,4,Male,Married,48,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13194,11,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Pontiac,Urban,Tuesday,Nov,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13195,10,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Pontiac,Urban,Tuesday,Nov,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13196,10,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Toyota,Urban,Thursday,Oct,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13197,7,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Toyota,Urban,Friday,Aug,2,Male,Married,35,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13198,16,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Pontiac,Urban,Thursday,Aug,1,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13199,8,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Saturday,Chevrolet,Urban,Tuesday,Aug,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13200,14,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Friday,Pontiac,Urban,Friday,Apr,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13201,3,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,Chevrolet,Urban,Thursday,Mar,4,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13202,3,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Chevrolet,Urban,Friday,Dec,3,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13203,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Chevrolet,Urban,Saturday,Jul,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13204,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Thursday,Accura,Urban,Wednesday,Apr,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13205,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Toyota,Urban,Wednesday,Sep,4,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13206,2,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Mazda,Urban,Tuesday,Sep,1,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13207,7,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Honda,Urban,Tuesday,Aug,5,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13208,3,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Mazda,Urban,Wednesday,Feb,1,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13209,10,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,VW,Urban,Thursday,May,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13210,5,500,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,2 to 3 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Ford,Rural,Thursday,Aug,5,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,13211,6,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Sunday,Honda,Rural,Tuesday,Aug,5,Female,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13212,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13213,1,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Mazda,Urban,Tuesday,Sep,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13214,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Tuesday,Pontiac,Urban,Tuesday,Sep,2,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13215,6,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Pontiac,Urban,Monday,Sep,3,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13216,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Toyota,Urban,Tuesday,Dec,3,Male,Single,46,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13217,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Toyota,Urban,Wednesday,May,1,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13218,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Chevrolet,Urban,Thursday,May,1,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13219,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Ford,Urban,Friday,May,1,Male,Widow,64,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13220,3,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Toyota,Urban,Friday,May,1,Male,Married,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13221,14,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Saturday,Mazda,Urban,Wednesday,May,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13222,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Pontiac,Urban,Thursday,Sep,2,Female,Single,19,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13223,9,400,4,more than 30,more than 30,none,2 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Saab,Urban,Monday,Sep,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13224,8,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Pontiac,Urban,Friday,Sep,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13225,5,400,3,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Accura,Urban,Wednesday,Jul,2,Male,Married,57,Policy Holder,Utility - All Perils,Utility,more than 69000,1,13226,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Sep,3,Monday,Mazda,Rural,Thursday,Oct,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13227,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Pontiac,Urban,Tuesday,Dec,3,Female,Single,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13228,4,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Pontiac,Urban,Thursday,Dec,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13229,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Chevrolet,Urban,Monday,Jul,1,Female,Single,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13230,11,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Chevrolet,Rural,Wednesday,Dec,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13231,7,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Pontiac,Urban,Wednesday,Jul,1,Male,Divorced,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13232,4,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Honda,Urban,Thursday,Dec,4,Male,Single,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13233,15,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Friday,Honda,Urban,Tuesday,Jul,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,13234,12,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Mazda,Urban,Friday,Sep,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13235,6,400,3,8 to 15,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Chevrolet,Urban,Tuesday,Sep,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13236,9,400,2,more than 30,more than 30,none,6 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Chevrolet,Urban,Tuesday,Sep,3,Female,Single,38,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13237,1,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Chevrolet,Urban,Thursday,Jul,2,Male,Single,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13238,4,700,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Pontiac,Urban,Friday,Sep,3,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13239,16,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Pontiac,Urban,Friday,Sep,3,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13240,16,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Honda,Urban,Monday,Nov,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13241,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Chevrolet,Urban,Tuesday,Jul,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,13242,4,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Thursday,Toyota,Urban,Tuesday,May,3,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13243,8,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Mazda,Urban,Thursday,May,2,Male,Divorced,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13244,7,400,4,8 to 15,8 to 15,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Pontiac,Urban,Monday,Jul,1,Male,Married,65,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13245,9,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Saturday,Pontiac,Urban,Friday,May,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13246,6,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Honda,Urban,Wednesday,Jul,1,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,13247,11,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Friday,Mazda,Urban,Wednesday,Jul,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13248,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Friday,Chevrolet,Rural,Monday,Apr,3,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13249,6,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Mazda,Urban,Monday,Dec,2,Male,Married,67,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13250,7,400,4,more than 30,more than 30,1,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Pontiac,Urban,Tuesday,Jul,2,Male,Single,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13251,11,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Honda,Urban,Thursday,Nov,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13252,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Mazda,Urban,Thursday,Sep,5,Female,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13253,15,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Mercury,Urban,Monday,Oct,1,Female,Married,49,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13254,9,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Chevrolet,Urban,Tuesday,Oct,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13255,9,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Toyota,Rural,Friday,Sep,1,Male,Single,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13256,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Mazda,Urban,Monday,Jul,1,Male,Married,21,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13257,15,400,4,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Pontiac,Urban,Wednesday,May,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13258,8,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Pontiac,Urban,Thursday,May,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13259,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Ford,Urban,Thursday,May,2,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,60000 to 69000,0,13260,4,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Honda,Urban,Monday,Mar,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13261,12,500,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Chevrolet,Urban,Monday,Apr,4,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13262,14,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Sunday,Toyota,Urban,Monday,Jun,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13263,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Pontiac,Urban,Tuesday,Jul,2,Male,Single,22,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,13264,3,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Pontiac,Urban,Monday,Feb,5,Male,Married,58,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13265,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Toyota,Urban,Wednesday,Jul,3,Female,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13266,8,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Wednesday,Honda,Urban,Monday,Aug,2,Female,Single,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13267,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Wednesday,Pontiac,Rural,Friday,Jul,4,Female,Widow,45,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13268,6,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Mazda,Urban,Thursday,Nov,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13269,4,700,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Toyota,Urban,Friday,Jun,5,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13270,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Saturday,Honda,Urban,Thursday,Mar,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13271,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Tuesday,VW,Urban,Wednesday,Oct,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13272,2,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Mazda,Urban,Thursday,Nov,5,Female,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13273,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Honda,Urban,Tuesday,Apr,1,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13274,9,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Pontiac,Urban,Wednesday,May,1,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13275,4,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,VW,Urban,Tuesday,Apr,2,Male,Single,60,Third Party,Sedan - All Perils,Sedan,more than 69000,0,13276,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Monday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13277,9,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Pontiac,Rural,Sunday,Jan,1,Male,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13278,7,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Monday,Pontiac,Rural,Wednesday,Jul,2,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13279,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Mazda,Urban,Wednesday,Aug,1,Female,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13280,1,400,4,more than 30,more than 30,1,4 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Chevrolet,Urban,Wednesday,Jul,4,Male,Married,41,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13281,15,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Toyota,Urban,Thursday,Jan,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13282,1,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Mazda,Urban,Monday,May,4,Male,Single,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13283,8,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Wednesday,Mazda,Urban,Wednesday,Apr,1,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13284,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Pontiac,Urban,Monday,Apr,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13285,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Mercury,Urban,Monday,Jun,1,Male,Married,47,Policy Holder,Utility - Collision,Utility,20000 to 29000,0,13286,12,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+May,3,Monday,Mazda,Urban,Tuesday,May,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13287,6,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Chevrolet,Urban,Wednesday,May,3,Male,Married,40,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13288,11,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Honda,Urban,Tuesday,Sep,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13289,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Pontiac,Urban,Monday,Oct,1,Male,Married,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13290,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Monday,Accura,Urban,Wednesday,Nov,5,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13291,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,Mazda,Urban,Monday,Nov,5,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13292,6,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Mazda,Urban,Friday,Nov,2,Male,Single,30,Third Party,Sedan - Collision,Sedan,more than 69000,0,13293,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Honda,Rural,Thursday,Jan,1,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13294,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,Yes,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Pontiac,Urban,Monday,Jan,1,Male,Married,74,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13295,11,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Pontiac,Urban,Thursday,Mar,4,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13296,4,400,3,more than 30,more than 30,none,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Toyota,Urban,Monday,May,4,Female,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13297,14,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Saturday,Toyota,Urban,Monday,May,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13298,8,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Toyota,Urban,Tuesday,Jul,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,1,13299,13,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Honda,Urban,Tuesday,Aug,5,Female,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13300,4,400,2,more than 30,more than 30,none,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Toyota,Urban,Monday,Aug,5,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13301,14,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,VW,Urban,Friday,Nov,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13302,6,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Pontiac,Urban,Friday,Sep,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13303,14,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Mazda,Urban,Thursday,Sep,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13304,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Honda,Urban,Tuesday,Dec,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13305,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13306,12,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Mazda,Urban,Tuesday,Dec,4,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13307,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Monday,Pontiac,Urban,Thursday,Dec,2,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13308,13,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Toyota,Urban,Monday,Sep,4,Female,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13309,12,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Chevrolet,Urban,Monday,Sep,4,Male,Married,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13310,4,400,1,more than 30,more than 30,none,7 years,41 to 50,Yes,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Wednesday,Toyota,Urban,Wednesday,May,2,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13311,11,400,1,more than 30,more than 30,more than 4,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Friday,Toyota,Urban,Wednesday,Apr,2,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13312,13,500,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Pontiac,Urban,Thursday,Jul,1,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,13313,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Pontiac,Urban,Wednesday,Dec,3,Female,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13314,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Honda,Urban,Monday,Oct,5,Male,Single,42,Third Party,Sedan - Collision,Sedan,more than 69000,0,13315,7,400,1,more than 30,more than 30,none,new,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Pontiac,Rural,Wednesday,Sep,5,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13316,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Wednesday,Mazda,Urban,Wednesday,Sep,2,Male,Married,63,Third Party,Sedan - Liability,Sport,less than 20000,0,13317,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Pontiac,Urban,Tuesday,Jul,2,Female,Married,60,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13318,8,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Honda,Urban,Wednesday,Feb,1,Male,Married,76,Third Party,Sport - Collision,Sport,more than 69000,0,13319,16,400,2,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,1,Saturday,Honda,Urban,Tuesday,Jan,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13320,6,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Mazda,Urban,Tuesday,Jan,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13321,13,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Honda,Rural,Tuesday,Mar,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13322,7,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Toyota,Urban,Thursday,Jul,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13323,14,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Toyota,Rural,Thursday,May,2,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13324,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Pontiac,Urban,Thursday,Dec,4,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13325,3,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Honda,Urban,Wednesday,Dec,4,Male,Single,73,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13326,6,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Honda,Urban,Tuesday,Jan,2,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13327,5,400,3,more than 30,more than 30,1,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Honda,Urban,Friday,Jul,2,Male,Married,69,Third Party,Sport - Collision,Sport,more than 69000,0,13328,8,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,1,Wednesday,Accura,Urban,Tuesday,Jul,2,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13329,13,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Chevrolet,Rural,Tuesday,Sep,3,Male,Single,56,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13330,4,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Saturday,Dodge,Urban,Wednesday,Sep,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13331,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Toyota,Urban,Wednesday,Jun,2,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13332,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Mazda,Urban,Monday,May,3,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13333,14,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Pontiac,Urban,Monday,May,2,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13334,11,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Mazda,Urban,Wednesday,Nov,3,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13335,8,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Pontiac,Urban,Wednesday,Sep,5,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13336,3,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Honda,Urban,Wednesday,Aug,3,Female,Married,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13337,6,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Honda,Urban,Thursday,Nov,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13338,9,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Friday,Mar,2,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13339,10,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Pontiac,Urban,Thursday,Feb,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13340,14,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Pontiac,Urban,Thursday,Jul,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13341,4,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Chevrolet,Urban,Tuesday,Sep,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13342,4,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Pontiac,Urban,Wednesday,Nov,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13343,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Pontiac,Urban,Thursday,Jan,1,Male,Single,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13344,1,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Pontiac,Urban,Tuesday,May,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13345,1,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Saturday,VW,Urban,Monday,May,5,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13346,7,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Tuesday,Pontiac,Urban,Wednesday,Sep,3,Female,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13347,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Honda,Urban,Wednesday,Oct,3,Female,Married,45,Policy Holder,Sport - Collision,Sport,more than 69000,0,13348,6,400,2,none,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,4,Sunday,Honda,Urban,Tuesday,Oct,4,Male,Married,38,Policy Holder,Sport - Collision,Sport,more than 69000,0,13349,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Dec,4,Tuesday,Honda,Urban,Tuesday,Dec,4,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13350,9,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Toyota,Urban,Tuesday,Jul,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,13351,10,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Toyota,Urban,Tuesday,Dec,4,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13352,14,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Chevrolet,Urban,Wednesday,Dec,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13353,4,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Honda,Urban,Wednesday,Jul,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13354,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Tuesday,Ferrari,Rural,Wednesday,Oct,1,Male,Married,43,Policy Holder,Utility - Collision,Utility,40000 to 59000,0,13355,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Oct,1,Sunday,Honda,Urban,Monday,Oct,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13356,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Honda,Rural,Friday,Oct,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13357,11,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Thursday,Mazda,Urban,Tuesday,Jul,2,Male,Married,23,Third Party,Sport - Collision,Sport,more than 69000,0,13358,1,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,5,Saturday,Pontiac,Urban,Wednesday,Oct,1,Male,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13359,10,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Mazda,Urban,Friday,Sep,5,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13360,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Thursday,Honda,Urban,Thursday,Jul,1,Male,Single,46,Policy Holder,Sport - Collision,Sport,more than 69000,1,13361,11,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,5,Sunday,Mazda,Urban,Thursday,Jun,1,Male,Married,43,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13362,10,700,2,more than 30,more than 30,none,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Thursday,Mazda,Urban,Friday,May,4,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13363,15,500,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Pontiac,Urban,Friday,May,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13364,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Mazda,Urban,Tuesday,May,4,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13365,10,400,3,more than 30,more than 30,1,7 years,41 to 50,No,Yes,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Mazda,Urban,Thursday,Jan,3,Female,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13366,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Honda,Urban,Thursday,Jan,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13367,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Honda,Urban,Friday,Dec,1,Male,Married,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13368,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Pontiac,Urban,Tuesday,Jul,2,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13369,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Thursday,Pontiac,Urban,Friday,Nov,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13370,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Saturday,Honda,Urban,Tuesday,Sep,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13371,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Pontiac,Urban,Monday,Aug,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13372,12,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Honda,Rural,Monday,Jul,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13373,15,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Honda,Urban,Monday,Mar,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13374,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Mazda,Urban,Tuesday,Mar,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13375,3,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Saab,Urban,Wednesday,Apr,2,Male,Single,29,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13376,6,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13377,5,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Mazda,Urban,Wednesday,Jan,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13378,13,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,1 year,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Pontiac,Urban,Wednesday,May,4,Male,Married,44,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13379,15,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Ford,Rural,Monday,Jun,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13380,7,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Honda,Rural,Thursday,Oct,4,Male,Married,68,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13381,3,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Chevrolet,Rural,Friday,Sep,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13382,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Saturday,Pontiac,Urban,Monday,Oct,5,Female,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13383,12,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Urban,Tuesday,Jan,4,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13384,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Honda,Urban,Monday,Apr,4,Male,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13385,7,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Toyota,Rural,Thursday,Nov,3,Female,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13386,15,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Saturday,Honda,Rural,Tuesday,Nov,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13387,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Honda,Urban,Wednesday,May,1,Male,Married,38,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13388,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Ford,Urban,Monday,Jul,3,Male,Married,56,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13389,7,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Toyota,Urban,Thursday,Sep,4,Male,Single,52,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13390,4,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Pontiac,Urban,Monday,Nov,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13391,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Pontiac,Urban,Wednesday,Nov,2,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13392,7,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Sunday,Pontiac,Urban,Monday,May,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13393,1,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Pontiac,Urban,Tuesday,Jun,4,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13394,15,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Saturday,Chevrolet,Urban,Tuesday,Jun,4,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13395,7,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Saturday,Pontiac,Urban,Wednesday,Aug,1,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,13396,15,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Saturday,Mercury,Urban,Tuesday,Aug,4,Male,Married,75,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13397,10,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Toyota,Urban,Wednesday,Nov,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13398,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Pontiac,Urban,Thursday,Apr,5,Female,Single,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13399,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Honda,Urban,Tuesday,May,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13400,16,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Pontiac,Urban,Monday,Jan,4,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13401,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Toyota,Urban,Tuesday,Jun,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13402,11,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Pontiac,Urban,Tuesday,May,4,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13403,13,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Honda,Urban,Monday,Jul,2,Male,Single,43,Third Party,Sport - Collision,Sport,more than 69000,0,13404,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Apr,4,Wednesday,Mazda,Urban,Friday,Apr,5,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13405,6,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Mazda,Urban,Monday,Jul,3,Female,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13406,11,400,2,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Pontiac,Urban,Wednesday,Sep,4,Female,Married,62,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13407,6,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Mazda,Urban,Monday,Nov,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13408,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Mazda,Urban,Thursday,Oct,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13409,10,400,4,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Honda,Urban,Monday,Jul,2,Male,Married,60,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13410,12,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Chevrolet,Urban,Wednesday,Jul,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13411,4,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Honda,Urban,Monday,Oct,1,Male,Single,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13412,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Mazda,Urban,Monday,Oct,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13413,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Pontiac,Urban,Thursday,Nov,2,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13414,9,500,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Chevrolet,Urban,Tuesday,Dec,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13415,15,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Monday,Pontiac,Urban,Tuesday,Dec,2,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13416,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Tuesday,Pontiac,Urban,Wednesday,May,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13417,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Chevrolet,Rural,Wednesday,Dec,5,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13418,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Sep,5,Friday,Chevrolet,Urban,Friday,Sep,5,Male,Married,47,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13419,12,400,4,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Honda,Urban,Monday,Sep,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13420,7,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Pontiac,Urban,Monday,Mar,4,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13421,2,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Monday,Honda,Urban,Friday,Nov,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13422,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Mazda,Urban,Monday,Oct,1,Male,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13423,7,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Mazda,Urban,Thursday,Apr,5,Male,Married,74,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13424,8,700,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Saturday,Honda,Urban,Thursday,Jun,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13425,12,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Toyota,Urban,Friday,Jul,4,Female,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,13426,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Pontiac,Urban,Monday,Sep,1,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13427,4,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Tuesday,Dec,4,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13428,8,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Toyota,Urban,Thursday,Dec,1,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13429,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13430,1,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Chevrolet,Rural,Tuesday,Jul,3,Male,Married,37,Third Party,Utility - Liability,Utility,more than 69000,0,13431,3,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Utility - Liability,TRUE
+Aug,3,Saturday,Pontiac,Urban,Monday,Aug,4,Female,Single,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13432,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Honda,Urban,Monday,Sep,1,Male,Single,30,Third Party,Sedan - Liability,Sport,more than 69000,0,13433,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Sunday,Accura,Urban,Tuesday,Apr,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13434,14,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Chevrolet,Urban,Friday,Jul,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13435,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Saturn,Urban,Thursday,Jul,1,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13436,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Mazda,Urban,Monday,Jul,3,Female,Widow,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13437,15,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Pontiac,Urban,Tuesday,Jul,2,Male,Single,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13438,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Pontiac,Urban,Monday,Dec,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13439,13,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Mazda,Urban,Tuesday,Aug,4,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13440,7,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Accura,Urban,Friday,Aug,3,Male,Single,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13441,6,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Toyota,Urban,Monday,Jun,1,Male,Married,56,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13442,15,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Toyota,Urban,Tuesday,Aug,3,Male,Married,70,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13443,10,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Monday,Honda,Urban,Tuesday,Nov,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13444,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Mazda,Urban,Wednesday,Apr,4,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13445,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Sunday,Pontiac,Urban,Monday,Oct,2,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13446,14,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Ford,Urban,Friday,Oct,3,Male,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13447,5,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Toyota,Urban,Wednesday,Jul,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,13448,1,400,1,more than 30,15 to 30,none,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Toyota,Urban,Wednesday,Oct,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,13449,1,400,1,none,more than 30,none,7 years,41 to 50,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Chevrolet,Urban,Friday,Jun,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13450,3,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Pontiac,Urban,Friday,Jun,3,Male,Married,46,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,13451,12,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,2,Friday,Pontiac,Urban,Friday,Jun,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13452,11,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Pontiac,Urban,Friday,Jun,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13453,14,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Tuesday,Ford,Urban,Thursday,Jul,2,Male,Single,26,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,13454,8,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Saab,Urban,Wednesday,Aug,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13455,4,700,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Pontiac,Urban,Thursday,Jul,4,Female,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13456,2,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Mazda,Urban,Monday,Jul,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13457,12,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,5,Monday,Pontiac,Urban,Friday,Jun,1,Female,Married,26,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13458,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Sunday,Mazda,Urban,Tuesday,Jul,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13459,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Sunday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13460,2,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Monday,VW,Urban,Monday,Nov,4,Male,Single,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13461,7,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Friday,Pontiac,Urban,Tuesday,Oct,3,Male,Single,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13462,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Toyota,Urban,Tuesday,Jan,5,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13463,9,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Toyota,Urban,Tuesday,Aug,2,Male,Single,32,Policy Holder,Sedan - Liability,Sport,less than 20000,0,13464,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Tuesday,Honda,Rural,Wednesday,Jul,3,Female,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13465,4,500,2,none,15 to 30,1,7 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Pontiac,Rural,Friday,Aug,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13466,16,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Sunday,Pontiac,Urban,Wednesday,Dec,2,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13467,8,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Wednesday,Pontiac,Urban,Friday,Dec,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13468,11,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Sunday,Mazda,Urban,Tuesday,Nov,5,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13469,12,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Mazda,Urban,Wednesday,Dec,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13470,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Toyota,Urban,Thursday,Dec,5,Male,Single,66,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13471,14,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Mazda,Urban,Tuesday,Jun,1,Male,Married,64,Third Party,Sport - Collision,Sport,more than 69000,0,13472,15,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,5,Wednesday,Dodge,Urban,Monday,Jun,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13473,15,400,2,more than 30,more than 30,none,more than 7,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Chevrolet,Urban,Thursday,Oct,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13474,13,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Mazda,Urban,Monday,Oct,3,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13475,1,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Ford,Urban,Friday,Jan,3,Female,Single,33,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13476,12,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Wednesday,Honda,Urban,Tuesday,Jul,4,Male,Single,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13477,16,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Pontiac,Urban,Friday,Jun,2,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13478,6,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Chevrolet,Urban,Wednesday,Jun,5,Female,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13479,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Mazda,Urban,Wednesday,Jun,5,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13480,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Chevrolet,Urban,Monday,Sep,4,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13481,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Honda,Urban,Friday,Jul,5,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13482,1,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Dodge,Urban,Tuesday,Nov,2,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13483,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Saab,Urban,Tuesday,Nov,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13484,11,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13485,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Tuesday,Pontiac,Rural,Wednesday,Dec,4,Male,Married,63,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13486,3,700,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Dodge,Urban,Tuesday,Jun,1,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13487,16,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Pontiac,Urban,Thursday,May,2,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13488,5,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Pontiac,Urban,Monday,Jul,3,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13489,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Honda,Rural,Monday,Apr,3,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13490,15,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Tuesday,Pontiac,Urban,Thursday,Feb,1,Male,Single,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13491,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Monday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13492,4,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Wednesday,Pontiac,Urban,Monday,Nov,4,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13493,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Honda,Urban,Wednesday,Nov,1,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13494,9,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Pontiac,Urban,Friday,Jan,3,Female,Single,34,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13495,11,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Thursday,Toyota,Urban,Friday,Jul,5,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13496,3,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Mercury,Urban,Monday,Oct,2,Female,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13497,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Mazda,Urban,Tuesday,Oct,3,Male,Divorced,31,Third Party,Sport - Collision,Sport,more than 69000,0,13498,15,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,3,Wednesday,Chevrolet,Urban,Tuesday,Sep,4,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13499,1,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Honda,Urban,Thursday,Feb,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13500,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Mazda,Urban,Friday,Feb,1,Male,Married,48,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13501,2,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,VW,Urban,Wednesday,Nov,4,Female,Single,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13502,13,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Mazda,Urban,Thursday,Jul,4,Male,Married,37,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13503,8,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Thursday,Honda,Urban,Wednesday,Jun,5,Male,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13504,13,400,2,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Pontiac,Rural,Friday,Oct,4,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13505,15,400,4,more than 30,more than 30,1,4 years,31 to 35,No,Yes,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Friday,Mazda,Urban,Tuesday,Jan,5,Male,Married,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13506,1,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Chevrolet,Urban,Friday,Aug,2,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13507,15,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Toyota,Urban,Wednesday,Jul,4,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13508,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Pontiac,Urban,Thursday,May,1,Female,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13509,13,400,2,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Honda,Rural,Monday,Apr,4,Female,Single,22,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13510,10,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Mazda,Urban,Friday,Oct,2,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13511,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Pontiac,Urban,Friday,Oct,2,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13512,8,400,3,more than 30,more than 30,none,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Mazda,Urban,Monday,Oct,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13513,15,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Accura,Urban,Wednesday,Oct,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13514,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Pontiac,Urban,Friday,May,1,Female,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13515,13,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Toyota,Urban,Tuesday,Oct,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13516,6,500,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Toyota,Urban,Wednesday,Feb,3,Male,Married,33,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13517,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Mazda,Urban,Monday,Jul,3,Male,Single,37,Policy Holder,Sport - Collision,Sport,more than 69000,1,13518,16,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jan,2,Tuesday,Pontiac,Urban,Thursday,Jan,2,Male,Married,47,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13519,12,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Toyota,Urban,Thursday,Nov,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13520,3,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Toyota,Urban,Friday,Oct,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13521,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Monday,Chevrolet,Urban,Tuesday,Sep,4,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13522,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Ford,Urban,Friday,Sep,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,1,13523,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Chevrolet,Urban,Wednesday,Oct,2,Female,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13524,5,400,2,more than 30,more than 30,1,3 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Tuesday,Mazda,Urban,Monday,Jun,2,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13525,9,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Chevrolet,Urban,Thursday,Jun,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13526,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,VW,Urban,Wednesday,Nov,4,Female,Divorced,46,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13527,2,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Toyota,Urban,Monday,Jul,4,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13528,12,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Toyota,Urban,Tuesday,Jan,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13529,2,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Saturday,Mazda,Urban,Wednesday,Mar,3,Male,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,13530,7,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jan,5,Monday,Mazda,Urban,Monday,Jan,5,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13531,9,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Chevrolet,Urban,Thursday,Jun,2,Male,Single,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13532,4,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,VW,Urban,Friday,Oct,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13533,14,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Honda,Urban,Wednesday,Mar,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13534,13,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Chevrolet,Urban,Monday,Jul,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13535,9,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Tuesday,Honda,Urban,Wednesday,Feb,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13536,3,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Honda,Urban,Friday,Feb,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13537,10,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Chevrolet,Urban,Monday,Jan,5,Female,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13538,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Toyota,Urban,Thursday,Feb,2,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13539,2,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Toyota,Urban,Wednesday,Feb,1,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13540,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Pontiac,Urban,Friday,Jan,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13541,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Mazda,Rural,Monday,Jul,4,Female,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13542,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Mazda,Rural,Monday,Jan,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13543,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Chevrolet,Urban,Friday,Jan,2,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13544,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Mazda,Rural,Thursday,Jan,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13545,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Thursday,Pontiac,Urban,Tuesday,Jan,3,Male,Single,47,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13546,6,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Pontiac,Urban,Monday,Oct,1,Male,Married,77,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13547,13,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Toyota,Urban,Wednesday,Jul,3,Male,Single,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13548,11,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Friday,Mazda,Urban,Monday,Jul,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13549,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Mazda,Urban,Wednesday,Feb,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13550,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Friday,Toyota,Urban,Wednesday,Feb,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13551,15,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Mazda,Urban,Wednesday,Jul,3,Male,Married,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13552,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Pontiac,Urban,Monday,Jan,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13553,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Honda,Urban,Thursday,Dec,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13554,9,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Honda,Urban,Thursday,Mar,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13555,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Toyota,Urban,Monday,Feb,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13556,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Pontiac,Urban,Monday,Feb,4,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13557,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Honda,Urban,Tuesday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13558,8,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Ford,Urban,Monday,Mar,5,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13559,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,Accura,Urban,Monday,Mar,2,Male,Single,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13560,1,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,5,Monday,Dodge,Urban,Wednesday,Mar,1,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13561,3,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Mazda,Urban,Thursday,Feb,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13562,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,5 to 8,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Monday,Feb,2,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13563,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,Yes,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Pontiac,Urban,Thursday,Feb,3,Male,Married,67,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13564,6,400,2,more than 30,more than 30,1,7 years,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Sunday,Chevrolet,Urban,Monday,Feb,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13565,13,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,78,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13566,16,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Honda,Urban,Tuesday,Jan,3,Female,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13567,2,500,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13568,7,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Saturday,Pontiac,Urban,Thursday,Jan,3,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13569,7,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,BMW,Urban,Monday,Mar,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13570,5,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Toyota,Urban,Thursday,Apr,1,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13571,16,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Honda,Urban,Wednesday,Jun,5,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13572,7,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Accura,Rural,Thursday,Aug,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13573,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Toyota,Urban,Wednesday,Jul,2,Male,Married,59,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13574,16,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Accura,Urban,Friday,Mar,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13575,11,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Accura,Urban,Tuesday,Mar,3,Male,Married,52,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13576,8,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Wednesday,Toyota,Urban,Wednesday,Feb,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13577,13,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Thursday,Toyota,Urban,Friday,Jan,3,Male,Married,39,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13578,13,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Toyota,Urban,Friday,Jul,1,Female,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13579,13,700,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Mazda,Urban,Tuesday,Jul,2,Male,Married,57,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13580,10,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,4,Wednesday,Mazda,Urban,Thursday,Jun,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13581,13,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Chevrolet,Urban,Monday,Jul,4,Male,Married,53,Third Party,Sedan - Collision,Sedan,60000 to 69000,0,13582,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Pontiac,Rural,Tuesday,Apr,2,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13583,4,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Thursday,Accura,Urban,Thursday,Apr,1,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13584,4,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Honda,Urban,Monday,Jul,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,13585,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Pontiac,Rural,Wednesday,May,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13586,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Honda,Urban,Monday,Jul,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13587,8,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Toyota,Urban,Tuesday,Aug,5,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13588,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Honda,Urban,Wednesday,Jan,4,Male,Married,59,Third Party,Sedan - Collision,Sedan,more than 69000,0,13589,5,400,2,more than 30,more than 30,none,new,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Honda,Urban,Tuesday,Jul,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,13590,5,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Sunday,Mazda,Urban,Tuesday,Feb,1,Male,Single,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13591,4,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Pontiac,Urban,Tuesday,Sep,2,Male,Single,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13592,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Chevrolet,Urban,Monday,Sep,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13593,5,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Urban,Tuesday,Aug,1,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13594,11,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Pontiac,Urban,Wednesday,Oct,1,Male,Married,53,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13595,13,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Sep,4,Tuesday,Chevrolet,Urban,Monday,Oct,1,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13596,4,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Toyota,Urban,Tuesday,Apr,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13597,9,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Pontiac,Urban,Thursday,Apr,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13598,14,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Honda,Urban,Wednesday,Feb,2,Female,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13599,5,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Toyota,Urban,Wednesday,Feb,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13600,9,400,1,more than 30,more than 30,1,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Monday,Chevrolet,Urban,Monday,Feb,1,Male,Single,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13601,13,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Toyota,Urban,Friday,Jun,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13602,2,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Toyota,Urban,Wednesday,Jul,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13603,7,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Pontiac,Urban,Friday,Sep,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13604,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,Honda,Urban,Friday,Sep,3,Male,Married,52,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13605,12,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Chevrolet,Urban,Tuesday,Oct,2,Male,Married,65,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13606,11,400,3,more than 30,more than 30,1,more than 7,51 to 65,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Accura,Rural,Monday,Dec,3,Female,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13607,7,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Pontiac,Urban,Tuesday,Feb,2,Male,Single,44,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13608,2,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,Honda,Urban,Friday,Jan,4,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13609,5,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Mazda,Urban,Monday,Feb,4,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13610,16,700,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Wednesday,Honda,Urban,Wednesday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13611,9,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Friday,Accura,Urban,Friday,Jul,4,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13612,12,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Chevrolet,Urban,Monday,Jun,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13613,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Toyota,Urban,Thursday,Jun,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13614,16,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Wednesday,Mazda,Urban,Thursday,Sep,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13615,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Pontiac,Urban,Monday,Oct,4,Male,Married,72,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13616,2,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Chevrolet,Rural,Tuesday,Jul,3,Male,Single,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13617,14,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Saturday,Pontiac,Urban,Tuesday,Oct,4,Male,Married,60,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13618,8,500,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Toyota,Urban,Monday,Sep,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,13619,3,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Monday,Toyota,Urban,Tuesday,Dec,2,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13620,9,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Ford,Rural,Wednesday,Dec,4,Male,Married,24,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13621,5,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Wednesday,Honda,Urban,Thursday,Aug,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13622,11,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Pontiac,Urban,Thursday,Jul,4,Male,Married,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13623,10,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Mercury,Urban,Wednesday,Dec,5,Female,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13624,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Pontiac,Urban,Friday,Dec,3,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13625,16,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Honda,Urban,Friday,Sep,3,Male,Single,27,Policy Holder,Sport - Collision,Sport,more than 69000,1,13626,16,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,3,Thursday,Mazda,Urban,Friday,Oct,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13627,3,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Ford,Urban,Tuesday,Oct,5,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13628,1,400,2,more than 30,more than 30,2 to 4,6 years,51 to 65,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Toyota,Urban,Friday,Jun,4,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13629,8,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Pontiac,Urban,Tuesday,Apr,3,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13630,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Ford,Urban,Friday,Sep,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,13631,15,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Saturday,Pontiac,Urban,Thursday,Feb,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13632,16,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Accura,Urban,Wednesday,Aug,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13633,9,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Toyota,Urban,Monday,Aug,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13634,11,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Monday,Ford,Urban,Tuesday,Mar,4,Male,Single,37,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13635,13,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Tuesday,Chevrolet,Urban,Thursday,Jul,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13636,8,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Pontiac,Rural,Thursday,Mar,1,Female,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13637,12,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Toyota,Urban,Monday,May,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13638,3,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Toyota,Urban,Monday,Jun,3,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13639,9,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Pontiac,Urban,Thursday,Oct,3,Female,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13640,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,VW,Urban,Wednesday,Apr,2,Female,Married,55,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13641,1,700,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Mazda,Urban,Monday,Apr,2,Female,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13642,11,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Toyota,Urban,Tuesday,Apr,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13643,11,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Pontiac,Urban,Monday,Apr,2,Female,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13644,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Mazda,Urban,Monday,Mar,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13645,5,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Toyota,Urban,Tuesday,Sep,1,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13646,8,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Toyota,Urban,Wednesday,Nov,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13647,7,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,VW,Rural,Wednesday,May,4,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,13648,16,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Saab,Urban,Tuesday,Sep,1,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13649,12,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,VW,Urban,Thursday,Dec,5,Female,Married,41,Third Party,Sedan - Liability,Sport,40000 to 59000,0,13650,5,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Toyota,Urban,Monday,Jul,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,13651,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,1 year,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Thursday,Chevrolet,Urban,Friday,Feb,1,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13652,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Thursday,Mazda,Urban,Friday,Feb,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13653,10,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Accura,Urban,Monday,Jan,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13654,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Toyota,Urban,Tuesday,Aug,1,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,13655,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Mazda,Urban,Thursday,Feb,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13656,4,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Chevrolet,Urban,Monday,Jan,3,Male,Married,38,Third Party,Utility - All Perils,Utility,more than 69000,0,13657,12,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Thursday,Mazda,Urban,Friday,Jul,4,Male,Single,29,Third Party,Sedan - Collision,Sedan,more than 69000,0,13658,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Accura,Urban,Wednesday,Jan,1,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13659,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Sunday,Honda,Urban,Thursday,Jan,1,Female,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13660,15,400,1,more than 30,more than 30,1,more than 7,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Mazda,Urban,Thursday,Nov,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13661,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Friday,Toyota,Urban,Friday,Jun,4,Male,Single,25,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13662,5,400,3,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Chevrolet,Urban,Monday,Mar,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13663,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Mazda,Urban,Monday,Mar,3,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13664,11,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Honda,Urban,Thursday,Feb,4,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13665,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Pontiac,Urban,Thursday,Feb,4,Female,Single,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13666,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Toyota,Urban,Thursday,Feb,2,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13667,4,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Mazda,Urban,Wednesday,Feb,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13668,10,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Accura,Rural,Friday,Feb,1,Male,Married,60,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13669,8,500,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,5,Monday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13670,9,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,VW,Urban,Wednesday,Feb,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13671,8,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Mazda,Urban,Wednesday,Jan,4,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13672,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Thursday,Mazda,Urban,Thursday,Jan,3,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13673,8,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Sunday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13674,10,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Pontiac,Urban,Friday,May,3,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13675,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Honda,Urban,Tuesday,Aug,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13676,6,400,4,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Pontiac,Urban,Monday,Jul,4,Female,Single,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13677,10,400,2,8 to 15,8 to 15,1,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,VW,Urban,Friday,Feb,3,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13678,2,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Wednesday,Mazda,Urban,Friday,Aug,4,Female,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13679,7,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Toyota,Urban,Tuesday,Feb,2,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13680,7,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Pontiac,Urban,Friday,Feb,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13681,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Chevrolet,Urban,Thursday,Jan,1,Male,Married,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13682,14,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,5,Tuesday,Honda,Urban,Tuesday,Jul,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,less than 20000,0,13683,16,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Chevrolet,Urban,Wednesday,Jul,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13684,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Honda,Rural,Thursday,Mar,4,Male,Single,0,Third Party,Utility - All Perils,Utility,more than 69000,0,13685,7,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Tuesday,Accura,Urban,Thursday,Mar,3,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13686,7,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Mazda,Rural,Monday,Jan,2,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13687,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Saturday,Honda,Urban,Wednesday,Jan,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13688,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Honda,Urban,Tuesday,Jul,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,13689,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Mazda,Urban,Monday,Dec,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13690,11,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Toyota,Rural,Wednesday,Nov,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13691,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Monday,Pontiac,Urban,Sunday,Jul,3,Male,Married,34,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13692,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Mazda,Urban,Wednesday,Feb,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13693,16,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Pontiac,Rural,Wednesday,Jun,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13694,10,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,Pontiac,Urban,Thursday,Feb,3,Male,Married,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13695,8,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Toyota,Urban,Wednesday,Oct,3,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13696,12,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Wednesday,Pontiac,Urban,Wednesday,Oct,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13697,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Mazda,Urban,Tuesday,Sep,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13698,14,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Pontiac,Urban,Tuesday,Jun,2,Female,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13699,5,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Thursday,Mazda,Urban,Wednesday,May,1,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13700,12,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Mazda,Urban,Wednesday,Apr,1,Female,Married,61,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13701,2,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Friday,Toyota,Urban,Tuesday,Feb,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13702,10,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Wednesday,Pontiac,Urban,Monday,Jun,3,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13703,12,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Honda,Urban,Tuesday,Apr,1,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13704,14,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Mazda,Urban,Friday,Jun,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13705,6,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Accura,Urban,Thursday,Jun,2,Female,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13706,16,400,2,more than 30,more than 30,none,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Wednesday,Accura,Urban,Thursday,Apr,4,Male,Married,62,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13707,15,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,1,Sunday,Mazda,Urban,Monday,Apr,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13708,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Sunday,Mazda,Urban,Wednesday,Jul,4,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13709,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Saturday,Saab,Rural,Tuesday,Mar,2,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13710,4,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Tuesday,Toyota,Urban,Tuesday,Feb,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13711,5,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Toyota,Urban,Friday,Feb,3,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13712,13,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13713,6,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Sunday,Pontiac,Urban,Thursday,Jul,4,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13714,8,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Honda,Urban,Wednesday,Jan,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13715,14,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Pontiac,Urban,Thursday,Jan,3,Male,Single,64,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13716,8,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Pontiac,Urban,Wednesday,Jan,2,Male,Married,58,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13717,4,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,5,Wednesday,Honda,Urban,Monday,Jan,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13718,1,400,4,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Honda,Urban,Tuesday,Jan,2,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,13719,12,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Thursday,Honda,Urban,Thursday,Jan,4,Male,Married,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13720,2,500,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Tuesday,Honda,Urban,Wednesday,Jan,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13721,16,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Honda,Urban,Wednesday,Jan,2,Female,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13722,15,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Pontiac,Urban,Wednesday,Mar,2,Female,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13723,5,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Saturday,Pontiac,Urban,Thursday,Jan,2,Female,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13724,14,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Toyota,Urban,Wednesday,Jan,1,Male,Married,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,13725,13,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Thursday,Mazda,Urban,Monday,Jan,2,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13726,9,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Mazda,Urban,Tuesday,Jul,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13727,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,41,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13728,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Sunday,Chevrolet,Urban,Monday,Jan,1,Female,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13729,6,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Honda,Urban,Tuesday,Jan,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13730,3,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Saturday,Mazda,Rural,Monday,Jan,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13731,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Toyota,Urban,Wednesday,Jan,1,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13732,7,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Pontiac,Urban,Thursday,Jan,2,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13733,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Chevrolet,Urban,Monday,Jan,2,Male,Married,57,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13734,6,700,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,1,Wednesday,Toyota,Urban,Thursday,Jan,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13735,2,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Toyota,Urban,Monday,Feb,2,Male,Married,55,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13736,12,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Toyota,Urban,Saturday,Jan,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13737,2,400,4,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Mazda,Urban,Monday,Jan,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13738,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,Mazda,Urban,Wednesday,Aug,1,Male,Married,42,Third Party,Sport - Collision,Sport,more than 69000,0,13739,16,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jan,2,Sunday,Pontiac,Urban,Friday,Jan,3,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13740,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Chevrolet,Urban,Wednesday,Jan,3,Male,Married,64,Policy Holder,Sport - All Perils,Sport,30000 to 39000,0,13741,8,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sport - All Perils,TRUE
+Jan,2,Monday,Chevrolet,Rural,Monday,Jan,3,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13742,2,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Pontiac,Urban,Wednesday,Jan,2,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13743,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Pontiac,Urban,Friday,Jan,3,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13744,3,400,3,more than 30,more than 30,1,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Thursday,VW,Rural,Thursday,Jan,2,Male,Single,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13745,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Mazda,Urban,Monday,Jan,3,Male,Married,73,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13746,11,400,1,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Toyota,Rural,Thursday,Jan,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13747,10,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Wednesday,Jan,3,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13748,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Monday,Honda,Urban,Tuesday,Jan,3,Male,Single,56,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13749,6,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Thursday,Mazda,Urban,Monday,Jan,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13750,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13751,9,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Chevrolet,Urban,Wednesday,Feb,1,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13752,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Sunday,Honda,Urban,Monday,Jan,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13753,4,400,2,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Ford,Urban,Wednesday,Feb,3,Male,Married,28,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13754,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Toyota,Urban,Friday,Feb,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13755,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Tuesday,Toyota,Rural,Thursday,Mar,1,Female,Single,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13756,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Honda,Urban,Monday,Mar,2,Female,Divorced,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13757,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Pontiac,Urban,Tuesday,Mar,2,Male,Single,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13758,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13759,1,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Honda,Rural,Tuesday,Mar,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13760,3,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Ford,Urban,Friday,May,2,Male,Married,53,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,13761,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Pontiac,Rural,Monday,Aug,4,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13762,12,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Toyota,Urban,Friday,Sep,1,Male,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13763,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Mazda,Urban,Monday,Dec,3,Female,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13764,14,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Pontiac,Urban,Wednesday,Jan,1,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13765,3,700,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Toyota,Urban,Friday,Aug,2,Female,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,13766,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Chevrolet,Urban,Monday,Jan,2,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13767,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Honda,Urban,Wednesday,Feb,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13768,12,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Pontiac,Urban,Thursday,Jan,1,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13769,6,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Tuesday,Pontiac,Urban,Tuesday,Jan,1,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13770,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Toyota,Urban,Monday,Jan,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13771,1,500,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Friday,Honda,Urban,Monday,Jan,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13772,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Toyota,Urban,Wednesday,Jan,2,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13773,8,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Mazda,Urban,Monday,Jan,3,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13774,16,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Sunday,Chevrolet,Urban,Thursday,Feb,1,Female,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13775,5,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Honda,Urban,Friday,Jan,4,Male,Single,39,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13776,14,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Chevrolet,Rural,Friday,Jan,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13777,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Toyota,Urban,Wednesday,Jan,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13778,8,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Toyota,Urban,Friday,Jan,3,Male,Married,78,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13779,2,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Honda,Urban,Monday,Jan,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13780,16,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Chevrolet,Urban,Monday,Jan,5,Female,Married,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13781,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Pontiac,Urban,Friday,Feb,1,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13782,10,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Pontiac,Urban,Thursday,Feb,2,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13783,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Pontiac,Urban,Tuesday,Feb,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13784,10,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Monday,Toyota,Rural,Monday,Feb,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13785,15,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Accura,Urban,Thursday,Feb,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13786,16,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,Yes,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Thursday,Feb,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13787,15,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Toyota,Urban,Thursday,Aug,2,Female,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13788,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Chevrolet,Urban,Tuesday,Feb,4,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13789,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Toyota,Rural,Monday,Feb,2,Male,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13790,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Toyota,Urban,Wednesday,Feb,3,Male,Single,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13791,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Saab,Urban,Friday,Feb,4,Male,Married,23,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13792,10,400,1,more than 30,more than 30,more than 4,6 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Pontiac,Urban,Monday,Oct,5,Male,Married,45,Third Party,Sedan - Collision,Sedan,more than 69000,0,13793,7,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Monday,Toyota,Urban,Tuesday,Mar,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13794,8,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Honda,Urban,Monday,Apr,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13795,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Chevrolet,Rural,Friday,May,3,Female,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13796,2,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Toyota,Rural,Friday,Aug,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,13797,7,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Mazda,Urban,Friday,Jun,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13798,7,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Pontiac,Urban,Thursday,Aug,1,Male,Married,38,Policy Holder,Utility - All Perils,Utility,40000 to 59000,1,13799,15,400,3,8 to 15,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,4,Thursday,Toyota,Rural,Monday,Jun,4,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13800,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Thursday,Mazda,Urban,Wednesday,Oct,4,Male,Married,73,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13801,13,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Pontiac,Urban,Thursday,Oct,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13802,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Thursday,Mazda,Urban,Thursday,Aug,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,13803,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Mazda,Urban,Monday,Oct,5,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13804,4,400,3,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Toyota,Urban,Tuesday,Oct,5,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13805,15,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Toyota,Urban,Friday,Nov,1,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13806,3,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Tuesday,Chevrolet,Urban,Thursday,Nov,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13807,14,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Rural,Monday,Oct,5,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13808,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Honda,Urban,Friday,Sep,5,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13809,12,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Wednesday,Chevrolet,Urban,Wednesday,Aug,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13810,10,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Chevrolet,Urban,Friday,Jul,5,Female,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13811,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Toyota,Urban,Wednesday,Aug,1,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13812,1,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Mazda,Urban,Thursday,Jul,3,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13813,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Wednesday,Pontiac,Urban,Thursday,Jun,5,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13814,2,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Dodge,Rural,Tuesday,Jul,1,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13815,15,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Pontiac,Urban,Monday,Jul,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13816,2,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Pontiac,Urban,Wednesday,Jun,4,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13817,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Honda,Urban,Saturday,Jul,1,Female,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13818,9,400,2,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Toyota,Urban,Friday,Aug,1,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,13819,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Honda,Urban,Tuesday,Jun,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13820,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Thursday,Chevrolet,Urban,Thursday,Jul,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13821,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Toyota,Urban,Thursday,May,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13822,1,500,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Honda,Rural,Monday,May,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13823,2,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Friday,Pontiac,Urban,Monday,Aug,2,Male,Married,44,Third Party,Sedan - Collision,Sedan,more than 69000,0,13824,16,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Tuesday,Toyota,Urban,Tuesday,Apr,2,Male,Married,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13825,1,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Pontiac,Urban,Monday,Apr,1,Female,Married,35,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13826,14,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Friday,Honda,Urban,Monday,Apr,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13827,4,700,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Mazda,Urban,Monday,Mar,4,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13828,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Pontiac,Rural,Wednesday,Apr,4,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13829,6,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Mazda,Urban,Friday,Mar,2,Male,Married,57,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13830,8,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Tuesday,Chevrolet,Urban,Tuesday,Mar,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13831,2,400,1,more than 30,15 to 30,1,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Wednesday,Pontiac,Urban,Thursday,Mar,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13832,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Friday,Toyota,Urban,Wednesday,Mar,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13833,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Pontiac,Urban,Monday,Mar,3,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13834,3,400,4,15 to 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,5,Tuesday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13835,9,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Toyota,Urban,Wednesday,Mar,1,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13836,7,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Honda,Urban,Friday,Feb,4,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13837,16,400,3,more than 30,more than 30,1,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Friday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13838,5,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Sunday,Pontiac,Urban,Friday,Feb,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13839,11,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Toyota,Urban,Friday,Feb,3,Male,Married,43,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13840,4,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Sunday,Toyota,Urban,Friday,Feb,4,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13841,14,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Wednesday,VW,Urban,Tuesday,Feb,5,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,13842,6,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Wednesday,Mar,3,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13843,6,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Ford,Urban,Friday,Feb,3,Male,Single,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13844,14,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Saturday,Pontiac,Urban,Monday,Feb,2,Male,Single,30,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13845,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Toyota,Urban,Monday,Feb,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13846,4,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,5 to 8,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Chevrolet,Urban,Sunday,Feb,3,Female,Divorced,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13847,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Pontiac,Urban,Wednesday,Mar,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13848,7,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Mazda,Urban,Tuesday,Mar,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13849,12,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Mazda,Urban,Thursday,Jan,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13850,7,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Honda,Urban,Tuesday,Aug,1,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,13851,7,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Saab,Urban,Wednesday,Feb,3,Female,Single,40,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13852,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Wednesday,Chevrolet,Urban,Friday,Jan,4,Male,Married,54,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13853,11,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Wednesday,Honda,Urban,Thursday,Dec,5,Female,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13854,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Friday,Toyota,Urban,Friday,Nov,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13855,5,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Saturday,Honda,Urban,Thursday,Aug,1,Male,Single,19,Policy Holder,Sport - Collision,Sport,more than 69000,1,13856,2,400,4,more than 30,more than 30,2 to 4,3 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,3,Wednesday,Toyota,Rural,Thursday,Oct,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13857,15,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Friday,Toyota,Urban,Wednesday,Oct,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13858,7,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Chevrolet,Urban,Tuesday,Sep,4,Female,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13859,7,400,2,more than 30,more than 30,none,3 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Pontiac,Urban,Wednesday,Oct,1,Male,Married,54,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13860,8,400,2,8 to 15,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Toyota,Urban,Tuesday,Sep,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13861,9,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Honda,Urban,Friday,Sep,1,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13862,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Toyota,Urban,Thursday,Aug,1,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13863,16,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Honda,Urban,Monday,Aug,1,Male,Single,33,Third Party,Sport - Collision,Sport,more than 69000,0,13864,5,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,2,Monday,Mazda,Urban,Tuesday,Jul,2,Male,Married,77,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13865,15,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Monday,Honda,Urban,Tuesday,Jul,2,Male,Married,42,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13866,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Pontiac,Urban,Monday,Jun,3,Male,Married,39,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13867,8,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Monday,Ford,Rural,Thursday,Sep,3,Male,Married,45,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13868,13,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Pontiac,Urban,Monday,May,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13869,10,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Pontiac,Rural,Friday,May,2,Male,Married,39,Third Party,Sedan - All Perils,Sedan,less than 20000,0,13870,6,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Monday,Pontiac,Urban,Tuesday,May,5,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13871,2,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Monday,Honda,Urban,Monday,Apr,2,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13872,3,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Toyota,Urban,Wednesday,Apr,1,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13873,1,500,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Honda,Urban,Thursday,Mar,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13874,9,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Monday,Honda,Urban,Wednesday,Aug,1,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13875,12,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Honda,Urban,Wednesday,Mar,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13876,8,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Sunday,Honda,Rural,Thursday,Mar,2,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13877,7,400,3,more than 30,more than 30,2 to 4,new,16 to 17,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Sunday,Chevrolet,Urban,Monday,Mar,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13878,9,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Toyota,Urban,Wednesday,Mar,1,Male,Married,27,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13879,14,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Mazda,Urban,Friday,Mar,1,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13880,4,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Sunday,Chevrolet,Urban,Tuesday,Mar,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13881,2,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Tuesday,Accura,Urban,Monday,Aug,2,Male,Married,29,Policy Holder,Utility - All Perils,Utility,more than 69000,1,13882,6,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Utility - All Perils,TRUE
+Mar,1,Tuesday,Honda,Urban,Tuesday,Mar,2,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13883,7,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Pontiac,Rural,Thursday,Mar,1,Female,Married,52,Third Party,Sedan - Liability,Sport,30000 to 39000,0,13884,11,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Friday,Accura,Urban,Thursday,Mar,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13885,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Ford,Urban,Friday,Feb,3,Male,Single,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13886,9,400,2,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Wednesday,Mazda,Urban,Monday,Feb,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13887,9,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Thursday,Honda,Urban,Friday,Feb,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13888,3,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Sunday,Accura,Rural,Thursday,Mar,1,Male,Married,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13889,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Toyota,Rural,Monday,Feb,2,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13890,16,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Pontiac,Urban,Thursday,Aug,2,Female,Married,41,Third Party,Sedan - Collision,Sedan,less than 20000,0,13891,7,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Pontiac,Urban,Tuesday,Feb,1,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,13892,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Wednesday,Honda,Urban,Wednesday,Jan,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13893,12,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Wednesday,Honda,Urban,Friday,Feb,2,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13894,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Tuesday,Toyota,Urban,Monday,Feb,2,Male,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13895,11,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Mazda,Urban,Tuesday,Feb,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13896,4,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Thursday,Jan,2,Female,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13897,5,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Toyota,Urban,Monday,Jan,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13898,4,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Tuesday,Pontiac,Rural,Thursday,Feb,4,Female,Single,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13899,3,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Toyota,Urban,Monday,Aug,2,Female,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,13900,11,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Tuesday,Mazda,Urban,Thursday,Oct,1,Male,Married,54,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13901,16,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Sunday,Honda,Rural,Wednesday,May,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13902,3,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Pontiac,Urban,Thursday,Apr,4,Male,Married,49,Third Party,Sedan - Liability,Sport,20000 to 29000,0,13903,13,400,1,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Accura,Urban,Friday,Apr,2,Male,Single,49,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13904,2,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Chevrolet,Urban,Thursday,Apr,2,Male,Single,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,13905,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Friday,Honda,Rural,Tuesday,Apr,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13906,3,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Saturn,Rural,Friday,Apr,1,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13907,7,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Wednesday,Honda,Urban,Wednesday,Apr,2,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13908,4,400,2,more than 30,more than 30,2 to 4,6 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Pontiac,Urban,Tuesday,Apr,4,Male,Divorced,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13909,1,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Ford,Urban,Monday,Aug,2,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,1,13910,3,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Pontiac,Urban,Monday,Jun,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13911,14,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Mazda,Urban,Tuesday,Oct,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13912,11,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Mazda,Urban,Monday,Nov,2,Male,Married,45,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13913,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Aug,1,Saturday,Mazda,Urban,Tuesday,Sep,2,Female,Married,57,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13914,11,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Honda,Urban,Friday,Mar,3,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13915,8,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Saturday,Mazda,Urban,Thursday,Aug,2,Male,Single,34,Policy Holder,Sport - Collision,Sport,more than 69000,1,13916,15,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Aug,1,Thursday,Toyota,Urban,Friday,Aug,2,Male,Married,64,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13917,5,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Thursday,Chevrolet,Urban,Thursday,Dec,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13918,2,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Mercury,Urban,Thursday,Apr,5,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13919,16,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Thursday,VW,Urban,Friday,Apr,5,Male,Married,63,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,13920,13,400,1,more than 30,more than 30,more than 4,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Monday,Honda,Urban,Tuesday,Mar,3,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13921,6,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Mercury,Urban,Friday,Jul,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13922,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Thursday,Jun,3,Male,Single,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13923,1,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Honda,Urban,Tuesday,Sep,4,Male,Single,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13924,6,500,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,1 year,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Wednesday,Pontiac,Urban,Thursday,Sep,5,Male,Married,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,13925,2,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Honda,Urban,Wednesday,Apr,3,Female,Married,54,Third Party,Sedan - Collision,Sedan,less than 20000,0,13926,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Tuesday,Toyota,Urban,Wednesday,May,1,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13927,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Mazda,Urban,Tuesday,Apr,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13928,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Mazda,Urban,Wednesday,Aug,5,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13929,6,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Mazda,Rural,Tuesday,Aug,2,Male,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13930,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Chevrolet,Urban,Tuesday,Aug,2,Female,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13931,15,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Mazda,Urban,Thursday,Aug,3,Male,Married,29,Third Party,Sport - Collision,Sport,more than 69000,0,13932,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jun,4,Friday,Honda,Urban,Friday,Jun,4,Male,Single,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13933,8,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Mazda,Urban,Monday,May,5,Male,Married,23,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13934,15,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Honda,Urban,Wednesday,Sep,2,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13935,16,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Pontiac,Rural,Tuesday,Jul,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13936,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Accura,Urban,Monday,Dec,2,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,13937,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Mazda,Urban,Friday,Apr,5,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13938,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Pontiac,Urban,Thursday,Oct,1,Male,Married,68,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,13939,11,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,4,Sunday,Pontiac,Rural,Monday,Oct,4,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13940,4,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Thursday,Toyota,Urban,Monday,Nov,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13941,13,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Wednesday,Toyota,Urban,Wednesday,Dec,3,Male,Single,71,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13942,8,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Sunday,Honda,Urban,Friday,Aug,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13943,1,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Toyota,Urban,Monday,Oct,2,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13944,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Mazda,Urban,Tuesday,Oct,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13945,6,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Thursday,Pontiac,Urban,Thursday,Apr,2,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13946,5,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Honda,Urban,Thursday,Aug,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,13947,8,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,VW,Urban,Thursday,Jul,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,13948,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Friday,Pontiac,Urban,Monday,Aug,3,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,13949,6,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Chevrolet,Urban,Thursday,Aug,2,Male,Married,52,Third Party,Sedan - Collision,Sedan,more than 69000,0,13950,12,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Sunday,Honda,Urban,Tuesday,Sep,3,Male,Divorced,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13951,7,400,4,8 to 15,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Pontiac,Urban,Thursday,Oct,1,Female,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13952,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Chevrolet,Urban,Thursday,Sep,1,Male,Married,52,Third Party,Sedan - All Perils,Sedan,more than 69000,0,13953,8,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Chevrolet,Urban,Tuesday,Oct,1,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13954,7,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Monday,Pontiac,Urban,Friday,Sep,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,less than 20000,0,13955,12,400,2,15 to 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Chevrolet,Urban,Thursday,Jun,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13956,4,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Saturday,Pontiac,Urban,Wednesday,Nov,1,Male,Married,64,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13957,8,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Wednesday,Mazda,Urban,Tuesday,Mar,4,Male,Married,30,Third Party,Sport - Collision,Sport,more than 69000,0,13958,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Mar,1,Monday,Pontiac,Urban,Tuesday,Mar,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13959,3,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Tuesday,Feb,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13960,5,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Saab,Urban,Monday,Aug,3,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13961,2,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Honda,Rural,Tuesday,Jul,1,Male,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13962,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Honda,Urban,Wednesday,Jul,1,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13963,15,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Mazda,Urban,Wednesday,Feb,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13964,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Toyota,Urban,Thursday,Nov,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13965,2,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Mazda,Urban,Tuesday,Dec,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13966,5,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Tuesday,Honda,Rural,Thursday,Aug,2,Male,Single,24,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13967,15,400,3,8 to 15,15 to 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Pontiac,Urban,Friday,Aug,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13968,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Wednesday,Pontiac,Urban,Friday,Jul,3,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13969,7,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13970,3,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Honda,Rural,Tuesday,Sep,4,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13971,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Ford,Urban,Thursday,Jun,3,Female,Single,47,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13972,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Honda,Urban,Monday,Jan,4,Male,Married,51,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13973,4,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Thursday,Mazda,Urban,Friday,Aug,2,Female,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13974,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Toyota,Urban,Friday,Aug,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,13975,15,500,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Pontiac,Urban,Wednesday,Jun,3,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,13976,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Toyota,Rural,Wednesday,Jun,2,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13977,12,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Pontiac,Urban,Thursday,Apr,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13978,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Accura,Urban,Wednesday,Mar,3,Male,Married,40,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13979,7,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Aug,2,Friday,Honda,Urban,Thursday,Aug,3,Male,Married,53,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13980,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Saturday,Honda,Urban,Monday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13981,8,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Monday,Mazda,Urban,Wednesday,Mar,1,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13982,5,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Saturday,Pontiac,Urban,Thursday,Mar,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13983,1,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Honda,Urban,Wednesday,Feb,2,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13984,12,400,3,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Ford,Urban,Tuesday,Feb,2,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13985,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Sunday,Ford,Urban,Monday,Nov,1,Male,Married,65,Policy Holder,Sedan - Liability,Sport,more than 69000,0,13986,1,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Mazda,Urban,Monday,Jul,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13987,11,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Ford,Urban,Monday,Jul,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,13988,14,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Friday,Pontiac,Urban,Tuesday,Jul,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,13989,10,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Pontiac,Urban,Tuesday,Nov,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,less than 20000,0,13990,11,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Saab,Urban,Friday,Oct,5,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13991,3,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Saturday,Mazda,Urban,Tuesday,Aug,1,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,13992,8,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Friday,Toyota,Urban,Monday,May,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,13993,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Wednesday,Pontiac,Urban,Wednesday,May,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,13994,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,VW,Urban,Friday,Jun,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,13995,7,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Chevrolet,Urban,Thursday,May,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,13996,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Accura,Urban,Tuesday,Feb,5,Male,Married,61,Policy Holder,Utility - All Perils,Utility,more than 69000,0,13997,5,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jul,5,Wednesday,Pontiac,Urban,Monday,Sep,2,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,13998,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Tuesday,Honda,Urban,Monday,Aug,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,13999,15,400,4,more than 30,more than 30,none,new,16 to 17,No,Yes,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14000,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Toyota,Rural,Monday,Feb,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14001,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Saturday,Toyota,Urban,Tuesday,Aug,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14002,3,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Monday,Honda,Urban,Monday,Jan,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14003,5,400,1,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Toyota,Urban,Thursday,Feb,1,Female,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14004,12,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Toyota,Urban,Thursday,Feb,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14005,4,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Thursday,Feb,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14006,6,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Tuesday,Toyota,Rural,Wednesday,Feb,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14007,16,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Saturday,Accura,Urban,Monday,Aug,3,Male,Married,40,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,14008,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Chevrolet,Urban,Monday,Feb,4,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14009,9,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Friday,Pontiac,Urban,Wednesday,Mar,4,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14010,3,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Sunday,Accura,Urban,Wednesday,Aug,3,Male,Married,32,Policy Holder,Utility - All Perils,Utility,more than 69000,1,14011,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,1,Saturday,Pontiac,Urban,Friday,Apr,2,Male,Married,28,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14012,11,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Chevrolet,Urban,Thursday,Apr,2,Male,Married,52,Policy Holder,Utility - Collision,Utility,more than 69000,0,14013,13,400,3,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Apr,1,Monday,Honda,Urban,Tuesday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14014,3,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Saturday,Pontiac,Urban,Wednesday,Apr,3,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14015,8,400,3,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,1 year,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Sunday,Pontiac,Rural,Friday,Aug,3,Female,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,14016,5,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Ford,Urban,Tuesday,Apr,4,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14017,10,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Toyota,Urban,Friday,Apr,4,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14018,1,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Tuesday,Honda,Urban,Wednesday,Apr,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14019,13,400,2,more than 30,more than 30,1,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Pontiac,Urban,Thursday,May,1,Male,Married,53,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14020,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Monday,Toyota,Urban,Wednesday,Aug,5,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,14021,8,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Monday,Ford,Urban,Tuesday,May,1,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14022,15,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Toyota,Urban,Tuesday,Jun,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14023,5,400,1,none,15 to 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Honda,Rural,Monday,May,5,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14024,7,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Pontiac,Urban,Thursday,Jun,2,Male,Married,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14025,16,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Monday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14026,3,500,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Pontiac,Urban,Thursday,Jun,4,Male,Married,50,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14027,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Honda,Rural,Thursday,Sep,4,Male,Married,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14028,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Toyota,Urban,Thursday,Sep,5,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14029,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Toyota,Rural,Tuesday,Oct,1,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14030,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Thursday,Mazda,Urban,Wednesday,Oct,3,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14031,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Honda,Urban,Monday,Oct,5,Male,Single,24,Third Party,Sport - Collision,Sport,more than 69000,0,14032,11,400,4,more than 30,more than 30,none,new,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Dec,1,Monday,Pontiac,Urban,Friday,Apr,5,Male,Married,37,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14033,5,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Sunday,Toyota,Urban,Thursday,Feb,4,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14034,2,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Sunday,Toyota,Urban,Friday,Feb,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14035,8,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Chevrolet,Urban,Friday,Feb,4,Male,Married,34,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14036,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Mazda,Urban,Monday,Mar,2,Male,Married,54,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14037,16,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Mazda,Urban,Monday,Mar,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14038,11,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Toyota,Urban,Tuesday,Apr,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14039,1,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Toyota,Urban,Friday,May,1,Female,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14040,3,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Sunday,Toyota,Urban,Friday,May,3,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14041,16,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Pontiac,Urban,Wednesday,Aug,4,Male,Single,21,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14042,2,400,1,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Pontiac,Rural,Tuesday,Jun,1,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14043,1,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Pontiac,Urban,Monday,Jul,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14044,7,700,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Sunday,Chevrolet,Urban,Monday,Jul,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14045,15,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,Internal,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Tuesday,Toyota,Urban,Friday,Jul,2,Male,Married,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14046,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Chevrolet,Urban,Wednesday,Jul,1,Male,Married,79,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14047,3,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Wednesday,Mazda,Urban,Thursday,Sep,3,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14048,6,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Chevrolet,Urban,Tuesday,Oct,3,Male,Married,64,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14049,1,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Tuesday,Mazda,Urban,Thursday,Nov,1,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14050,7,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Pontiac,Urban,Monday,Nov,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14051,10,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Pontiac,Urban,Friday,Nov,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14052,7,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Chevrolet,Urban,Monday,Nov,2,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14053,8,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Pontiac,Rural,Tuesday,Nov,2,Male,Married,57,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14054,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Friday,Pontiac,Urban,Tuesday,Nov,3,Male,Single,75,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,14055,1,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,Yes,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,2,Friday,Honda,Urban,Monday,Oct,3,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14056,16,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Toyota,Urban,Friday,Aug,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,14057,6,400,4,more than 30,more than 30,1,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Tuesday,Chevrolet,Urban,Tuesday,Aug,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14058,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Toyota,Urban,Wednesday,Oct,4,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14059,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Thursday,Honda,Rural,Monday,Sep,1,Female,Married,80,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14060,14,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Mazda,Urban,Friday,Jul,3,Male,Married,34,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,14061,12,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Friday,Chevrolet,Urban,Friday,Jul,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14062,11,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Thursday,Toyota,Urban,Tuesday,Jul,3,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14063,10,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Toyota,Urban,Friday,Jul,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14064,4,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Friday,Pontiac,Urban,Monday,Jul,1,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14065,13,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Saturday,VW,Urban,Thursday,Jun,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14066,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Saturday,Pontiac,Urban,Monday,Jun,2,Female,Married,36,Policy Holder,Sedan - Liability,Sport,less than 20000,0,14067,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Monday,Mazda,Urban,Thursday,Jun,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14068,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Toyota,Rural,Tuesday,May,5,Male,Married,48,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14069,8,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Pontiac,Urban,Friday,May,3,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14070,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Toyota,Urban,Tuesday,Jun,2,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14071,15,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Pontiac,Urban,Thursday,May,1,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14072,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Friday,Honda,Urban,Friday,May,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14073,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Chevrolet,Rural,Friday,Apr,2,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14074,5,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Wednesday,Mazda,Urban,Wednesday,Apr,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14075,4,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Mazda,Urban,Tuesday,Apr,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14076,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Monday,Chevrolet,Rural,Monday,Apr,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14077,6,500,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Pontiac,Urban,Wednesday,Aug,3,Male,Married,75,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14078,3,400,1,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Monday,Toyota,Urban,Friday,Apr,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14079,7,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Toyota,Urban,Wednesday,Mar,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14080,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Saturday,Pontiac,Urban,Saturday,Mar,2,Male,Married,71,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14081,15,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Saturday,Toyota,Urban,Tuesday,Mar,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14082,12,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Monday,Pontiac,Urban,Monday,Feb,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14083,16,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Accura,Urban,Thursday,Sep,3,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14084,5,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Pontiac,Urban,Wednesday,Dec,5,Male,Married,32,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14085,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Tuesday,Honda,Rural,Wednesday,Nov,5,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14086,10,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Thursday,Chevrolet,Rural,Monday,Dec,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14087,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Friday,Accura,Urban,Friday,Nov,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14088,10,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Mazda,Urban,Monday,Oct,4,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14089,13,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Accura,Urban,Monday,Nov,2,Male,Married,59,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14090,4,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Friday,Honda,Urban,Monday,Oct,4,Female,Married,74,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14091,4,400,3,more than 30,more than 30,2 to 4,5 years,over 65,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Toyota,Rural,Wednesday,Sep,5,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14092,8,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Wednesday,Mazda,Urban,Thursday,Aug,3,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,14093,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14094,2,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Monday,Toyota,Urban,Monday,Aug,4,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14095,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Wednesday,Honda,Urban,Thursday,Aug,4,Male,Married,48,Policy Holder,Sport - Collision,Sport,more than 69000,1,14096,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,5,Saturday,Honda,Urban,Wednesday,Aug,1,Male,Married,68,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,14097,11,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Friday,Mazda,Urban,Friday,Jul,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14098,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Pontiac,Urban,Thursday,Jun,5,Male,Married,43,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14099,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Chevrolet,Urban,Wednesday,Jun,4,Female,Married,64,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14100,16,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,56,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14101,7,400,3,1 to 7,more than 30,1,more than 7,51 to 65,Yes,Yes,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Honda,Urban,Tuesday,Jun,5,Female,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14102,14,400,1,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Wednesday,Mazda,Urban,Wednesday,Jun,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14103,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Ford,Urban,Friday,Jun,2,Male,Married,55,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14104,9,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Saturday,Toyota,Urban,Tuesday,Jun,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14105,1,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Honda,Urban,Wednesday,Jun,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14106,16,700,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,1 year,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Wednesday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14107,3,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Mazda,Urban,Wednesday,May,1,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14108,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Pontiac,Rural,Friday,May,4,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14109,3,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Urban,Friday,Aug,3,Male,Single,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14110,7,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Toyota,Rural,Tuesday,Apr,3,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14111,10,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Toyota,Urban,Friday,Apr,5,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14112,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Monday,Honda,Urban,Thursday,Apr,4,Female,Single,21,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14113,7,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Thursday,Chevrolet,Urban,Wednesday,Apr,3,Female,Married,40,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14114,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Friday,Pontiac,Urban,Friday,Apr,2,Male,Married,26,Third Party,Sedan - Collision,Sedan,less than 20000,0,14115,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Toyota,Urban,Saturday,Aug,3,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,14116,16,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Mazda,Urban,Tuesday,Apr,3,Male,Married,29,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14117,6,400,2,more than 30,more than 30,1,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Rural,Monday,Sep,1,Male,Single,23,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14118,11,400,3,more than 30,more than 30,none,3 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Sunday,Toyota,Urban,Tuesday,Apr,1,Female,Single,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14119,1,400,1,more than 30,more than 30,1,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Monday,Pontiac,Urban,Thursday,Apr,2,Female,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14120,6,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Mazda,Urban,Tuesday,Apr,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14121,1,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Monday,Pontiac,Urban,Monday,Apr,1,Male,Married,70,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14122,15,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Monday,Toyota,Urban,Wednesday,May,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14123,4,400,1,more than 30,more than 30,more than 4,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Honda,Urban,Monday,Apr,1,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14124,2,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Friday,Honda,Urban,Friday,Mar,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14125,11,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Pontiac,Urban,Friday,Aug,3,Male,Married,57,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14126,10,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Pontiac,Urban,Monday,Aug,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,14127,10,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Tuesday,Honda,Urban,Friday,Feb,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,1,14128,6,500,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Pontiac,Urban,Tuesday,Feb,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14129,15,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Honda,Urban,Wednesday,Feb,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14130,9,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,5 to 8,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Friday,Pontiac,Rural,Friday,Feb,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14131,6,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Tuesday,Pontiac,Urban,Thursday,Feb,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14132,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Friday,Ford,Urban,Tuesday,Aug,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,14133,9,400,1,more than 30,more than 30,1,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Friday,Mazda,Urban,Monday,Aug,4,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14134,3,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14135,13,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Pontiac,Urban,Saturday,May,3,Male,Married,72,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14136,5,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Mazda,Urban,Monday,Jul,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14137,11,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Saturn,Urban,Friday,Sep,1,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14138,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Pontiac,Rural,Monday,Jul,3,Female,Married,37,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14139,6,400,3,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Toyota,Urban,Friday,Nov,3,Female,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14140,9,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Tuesday,Honda,Urban,Thursday,Nov,1,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14141,9,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Friday,Pontiac,Urban,Friday,Aug,4,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,1,14142,7,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Wednesday,Chevrolet,Rural,Wednesday,Jul,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14143,11,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Mazda,Urban,Friday,Jun,2,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14144,8,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Toyota,Rural,Thursday,Oct,3,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14145,10,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Toyota,Rural,Wednesday,Aug,5,Male,Single,23,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14146,7,400,2,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Toyota,Urban,Tuesday,Apr,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14147,12,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Mazda,Urban,Monday,Dec,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14148,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Pontiac,Rural,Friday,Sep,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14149,16,400,1,more than 30,more than 30,1,7 years,31 to 35,Yes,Yes,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Monday,Sep,4,Male,Married,43,Third Party,Sedan - Liability,Sport,more than 69000,0,14150,2,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Wednesday,Mazda,Urban,Thursday,May,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14151,16,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Pontiac,Urban,Tuesday,Jul,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14152,1,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Pontiac,Urban,Tuesday,Jul,1,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14153,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Toyota,Urban,Monday,Oct,2,Male,Single,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14154,12,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Pontiac,Urban,Friday,Aug,2,Male,Single,39,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14155,15,400,4,more than 30,more than 30,none,3 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Wednesday,Toyota,Rural,Wednesday,Aug,4,Male,Widow,55,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14156,1,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Wednesday,Toyota,Urban,Wednesday,Mar,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14157,4,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Pontiac,Urban,Monday,Oct,3,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14158,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Chevrolet,Urban,Wednesday,Jul,3,Male,Married,52,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14159,6,400,4,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Thursday,Chevrolet,Urban,Friday,Jan,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14160,10,400,3,15 to 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Thursday,Toyota,Urban,Tuesday,Jan,4,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14161,12,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Saturday,Chevrolet,Urban,Monday,Jan,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14162,14,400,4,8 to 15,8 to 15,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Pontiac,Urban,Tuesday,May,3,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14163,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Honda,Urban,Tuesday,Apr,2,Female,Single,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14164,10,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Monday,Pontiac,Rural,Monday,Apr,2,Male,Married,45,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14165,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Tuesday,Mazda,Urban,Friday,Sep,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14166,6,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Chevrolet,Urban,Thursday,Sep,2,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14167,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Wednesday,Honda,Urban,Wednesday,Oct,3,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14168,16,700,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Mazda,Urban,Tuesday,Aug,5,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14169,3,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Ford,Urban,Tuesday,Sep,4,Male,Married,59,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14170,7,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Toyota,Urban,Tuesday,Sep,2,Male,Married,79,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14171,1,400,4,more than 30,more than 30,none,7 years,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Saturday,Toyota,Urban,Thursday,Sep,3,Male,Married,66,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14172,9,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Pontiac,Urban,Thursday,Jan,3,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14173,13,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Tuesday,Ford,Urban,Tuesday,Mar,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14174,13,400,4,more than 30,more than 30,none,5 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Pontiac,Urban,Tuesday,Mar,2,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14175,12,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Wednesday,Pontiac,Urban,Wednesday,Mar,1,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14176,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Thursday,Pontiac,Urban,Thursday,May,3,Male,Married,39,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14177,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Monday,Toyota,Urban,Wednesday,Jun,5,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14178,6,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Pontiac,Urban,Tuesday,Jul,1,Female,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14179,16,500,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,68,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14180,15,400,4,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Honda,Urban,Monday,Nov,3,Female,Single,43,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14181,8,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Mazda,Urban,Monday,Nov,3,Male,Married,66,Policy Holder,Sedan - Liability,Sport,less than 20000,0,14182,11,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Mazda,Urban,Tuesday,Aug,4,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,14183,3,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Toyota,Urban,Wednesday,Nov,3,Male,Married,68,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14184,3,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,VW,Urban,Monday,Nov,2,Male,Married,50,Third Party,Sedan - Liability,Sport,40000 to 59000,0,14185,14,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Tuesday,Toyota,Urban,Thursday,Nov,1,Male,Married,57,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14186,1,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Honda,Rural,Thursday,Oct,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14187,12,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Pontiac,Urban,Monday,Jul,4,Male,Single,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14188,15,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Dodge,Urban,Wednesday,Jul,4,Male,Single,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14189,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Chevrolet,Urban,Tuesday,Jul,3,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14190,3,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Chevrolet,Rural,Tuesday,Jun,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14191,13,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Monday,Honda,Urban,Tuesday,Jun,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14192,11,400,4,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Toyota,Urban,Friday,Aug,4,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14193,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Saturday,Toyota,Urban,Friday,Jun,5,Female,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14194,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Sunday,Toyota,Rural,Wednesday,May,2,Male,Married,24,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14195,10,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,Internal,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,VW,Urban,Monday,Apr,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14196,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Honda,Urban,Friday,Mar,5,Male,Single,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,14197,15,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,1 year,2 vehicles,1996,Collision, - ,Sport - Collision,TRUE
+Mar,4,Thursday,Mazda,Urban,Tuesday,Mar,5,Male,Single,20,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14198,4,400,3,15 to 30,more than 30,1,3 years,21 to 25,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Toyota,Urban,Monday,Mar,2,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14199,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Thursday,Honda,Urban,Monday,Mar,1,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14200,10,400,4,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Monday,Dodge,Urban,Wednesday,Mar,1,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14201,3,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,5 to 8,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Mazda,Urban,Wednesday,Feb,2,Male,Married,76,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14202,6,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,Chevrolet,Urban,Friday,Feb,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14203,14,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,Mazda,Urban,Thursday,Dec,4,Male,Single,28,Third Party,Sport - Collision,Sport,more than 69000,0,14204,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Nov,2,Thursday,Toyota,Urban,Thursday,Nov,2,Female,Married,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14205,16,400,2,more than 30,more than 30,1,5 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Pontiac,Urban,Tuesday,Nov,1,Male,Married,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14206,15,400,3,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,3,Tuesday,Honda,Urban,Thursday,Oct,4,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14207,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Honda,Urban,Wednesday,Oct,4,Male,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14208,5,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Pontiac,Urban,Wednesday,Sep,3,Male,Married,66,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14209,9,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Tuesday,Honda,Rural,Thursday,Jul,3,Male,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14210,16,400,3,8 to 15,15 to 30,more than 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Pontiac,Urban,Friday,Jul,3,Male,Married,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14211,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Friday,Toyota,Urban,Tuesday,Jun,4,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14212,12,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Toyota,Urban,Tuesday,May,2,Male,Married,62,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14213,11,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Mazda,Urban,Wednesday,May,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14214,5,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Dodge,Urban,Friday,Apr,1,Male,Single,32,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14215,9,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14216,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Monday,Toyota,Urban,Monday,Mar,2,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14217,16,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Toyota,Urban,Friday,Mar,1,Female,Single,21,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14218,15,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Tuesday,Mazda,Urban,Thursday,Mar,1,Female,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14219,5,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Thursday,Pontiac,Urban,Thursday,Mar,1,Female,Single,72,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14220,1,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Mazda,Urban,Tuesday,Feb,4,Female,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14221,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Toyota,Rural,Monday,Feb,4,Female,Married,50,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14222,16,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Honda,Urban,Wednesday,Jan,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14223,1,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Friday,Pontiac,Urban,Friday,Dec,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,14224,9,400,3,none,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Saturday,Chevrolet,Rural,Monday,Oct,1,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14225,12,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Sunday,Toyota,Urban,Friday,Apr,4,Female,Single,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14226,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Toyota,Urban,Monday,Oct,3,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14227,7,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,VW,Urban,Thursday,Jul,2,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14228,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Accura,Urban,Wednesday,Nov,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14229,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Toyota,Urban,Friday,Aug,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14230,15,700,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Thursday,Chevrolet,Urban,Tuesday,Nov,5,Female,Married,45,Third Party,Sedan - Liability,Sport,more than 69000,0,14231,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Thursday,Honda,Urban,Friday,Aug,2,Male,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14232,4,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Wednesday,Mazda,Urban,Wednesday,Aug,4,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14233,14,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Accura,Urban,Monday,Apr,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14234,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Pontiac,Urban,Monday,Feb,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14235,10,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Toyota,Urban,Thursday,Mar,1,Male,Widow,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14236,15,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Sunday,Pontiac,Urban,Tuesday,Mar,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14237,2,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Sunday,Chevrolet,Rural,Monday,Mar,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14238,13,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Toyota,Urban,Tuesday,May,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14239,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Friday,Mazda,Urban,Monday,May,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14240,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Pontiac,Urban,Wednesday,Jun,3,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14241,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Wednesday,Mazda,Urban,Friday,Aug,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14242,5,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Sunday,Chevrolet,Urban,Monday,Jun,4,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14243,3,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Thursday,Pontiac,Urban,Monday,Sep,2,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14244,16,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Sunday,Pontiac,Urban,Wednesday,Jul,4,Female,Married,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14245,11,400,1,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Wednesday,Chevrolet,Rural,Thursday,Jul,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14246,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Mazda,Urban,Monday,Nov,2,Female,Married,56,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14247,16,400,2,more than 30,more than 30,1,3 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Honda,Urban,Thursday,Nov,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14248,16,400,4,8 to 15,15 to 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Honda,Urban,Friday,Sep,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,14249,5,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Monday,Pontiac,Urban,Thursday,Dec,1,Male,Married,64,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14250,3,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Friday,Pontiac,Urban,Friday,Feb,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14251,2,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Toyota,Urban,Friday,Mar,1,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14252,9,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Sunday,Toyota,Urban,Thursday,Mar,1,Male,Single,35,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14253,5,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Saturday,Pontiac,Urban,Tuesday,Mar,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14254,4,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Chevrolet,Urban,Tuesday,Mar,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14255,4,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Sunday,Pontiac,Urban,Thursday,Apr,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14256,11,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Chevrolet,Urban,Thursday,Jul,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14257,12,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Saturday,Pontiac,Urban,Monday,Jun,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14258,3,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Mazda,Urban,Thursday,Jul,3,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14259,14,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Saturn,Rural,Tuesday,Jul,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14260,11,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Sunday,Toyota,Urban,Monday,Jul,3,Female,Single,22,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14261,11,400,2,more than 30,more than 30,none,3 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Toyota,Rural,Monday,Aug,2,Male,Single,22,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14262,13,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Tuesday,Accura,Rural,Wednesday,Sep,4,Female,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14263,7,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Pontiac,Urban,Friday,Nov,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14264,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Toyota,Urban,Tuesday,Nov,3,Female,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14265,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Monday,Pontiac,Urban,Monday,Nov,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14266,12,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,Internal,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Honda,Urban,Tuesday,Nov,5,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14267,3,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Pontiac,Rural,Monday,Oct,2,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14268,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Toyota,Urban,Thursday,Sep,4,Male,Married,65,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14269,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Wednesday,Accura,Urban,Monday,Jul,4,Male,Married,51,Policy Holder,Utility - All Perils,Utility,30000 to 39000,0,14270,1,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jul,3,Saturday,Toyota,Urban,Tuesday,Aug,1,Male,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14271,9,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Saturday,Pontiac,Urban,Wednesday,Jun,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14272,1,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Toyota,Urban,Monday,May,4,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14273,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Mercury,Urban,Tuesday,Sep,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14274,6,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Tuesday,Toyota,Urban,Monday,May,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14275,3,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Monday,Mar,4,Male,Married,71,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14276,3,400,2,more than 30,more than 30,2 to 4,6 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Thursday,Toyota,Urban,Thursday,Mar,4,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14277,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Honda,Urban,Tuesday,May,3,Male,Single,41,Policy Holder,Sport - Collision,Sport,more than 69000,0,14278,7,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Feb,5,Tuesday,Pontiac,Urban,Thursday,Mar,1,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14279,13,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Tuesday,Honda,Urban,Wednesday,Jan,3,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14280,5,400,2,more than 30,more than 30,2 to 4,4 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Tuesday,Honda,Urban,Tuesday,Nov,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14281,5,500,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,2 to 3 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Saturday,Pontiac,Urban,Monday,Nov,4,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14282,5,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Tuesday,Mazda,Rural,Friday,Nov,1,Male,Single,31,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14283,12,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,VW,Urban,Friday,Sep,2,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14284,16,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Sunday,Pontiac,Urban,Tuesday,Aug,5,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14285,10,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Pontiac,Urban,Monday,Aug,5,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14286,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Wednesday,Pontiac,Urban,Tuesday,Jul,3,Female,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14287,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Toyota,Urban,Thursday,Jul,2,Male,Married,29,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14288,11,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,1 year,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Monday,Chevrolet,Urban,Wednesday,Aug,5,Male,Married,59,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14289,7,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Chevrolet,Urban,Wednesday,May,4,Male,Single,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14290,13,400,1,more than 30,more than 30,2 to 4,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Toyota,Urban,Thursday,May,3,Male,Single,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14291,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Toyota,Rural,Monday,May,2,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14292,7,700,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,VW,Urban,Wednesday,May,1,Female,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14293,7,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Mazda,Rural,Thursday,May,2,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14294,12,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Wednesday,Pontiac,Urban,Friday,Apr,5,Male,Single,38,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14295,7,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Chevrolet,Urban,Wednesday,Apr,1,Male,Married,44,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,14296,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Chevrolet,Urban,Friday,Nov,3,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14297,6,400,3,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Pontiac,Urban,Thursday,Mar,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14298,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Sunday,Pontiac,Urban,Thursday,Mar,2,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14299,9,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Wednesday,Ford,Rural,Monday,Mar,2,Female,Married,38,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14300,12,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Chevrolet,Urban,Friday,Feb,2,Male,Married,44,Third Party,Sedan - Collision,Sedan,more than 69000,0,14301,7,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Monday,Toyota,Urban,Tuesday,Jan,4,Female,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14302,3,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Mazda,Urban,Wednesday,Aug,1,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14303,6,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Thursday,Honda,Urban,Monday,Aug,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14304,16,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Saab,Urban,Monday,Dec,3,Male,Married,38,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14305,9,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Honda,Urban,Wednesday,Nov,3,Male,Married,62,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14306,6,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Pontiac,Urban,Friday,Dec,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14307,10,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Toyota,Urban,Thursday,Nov,4,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14308,10,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Dodge,Urban,Wednesday,Aug,5,Male,Married,47,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14309,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Thursday,Nov,4,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14310,15,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Urban,Monday,Oct,3,Female,Married,27,Third Party,Sedan - Collision,Sedan,less than 20000,0,14311,14,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Accura,Urban,Monday,Jan,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14312,2,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Toyota,Urban,Friday,Mar,4,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14313,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,Toyota,Urban,Wednesday,Mar,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14314,7,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Honda,Urban,Thursday,Jul,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14315,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Chevrolet,Urban,Tuesday,Jul,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14316,9,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Honda,Urban,Thursday,Sep,1,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14317,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Chevrolet,Rural,Wednesday,Aug,5,Male,Single,48,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14318,5,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Honda,Urban,Tuesday,Aug,5,Male,Single,19,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14319,12,400,2,more than 30,more than 30,1,2 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14320,16,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Pontiac,Urban,Monday,Sep,3,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14321,7,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Sunday,Toyota,Urban,Thursday,Sep,3,Male,Single,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14322,7,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Pontiac,Urban,Thursday,Dec,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14323,12,700,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Saturday,Pontiac,Urban,Monday,Nov,5,Male,Married,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14324,13,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Thursday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14325,14,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Tuesday,Honda,Rural,Tuesday,May,2,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14326,15,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Chevrolet,Urban,Wednesday,May,3,Female,Married,64,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14327,15,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Chevrolet,Urban,Thursday,Jun,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14328,12,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Sunday,Ford,Urban,Monday,Jun,3,Male,Married,30,Third Party,Sedan - Liability,Sport,40000 to 59000,0,14329,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Mazda,Urban,Tuesday,Sep,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14330,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Tuesday,Honda,Urban,Thursday,Aug,1,Male,Single,20,Third Party,Sport - Collision,Sport,more than 69000,0,14331,14,400,1,more than 30,more than 30,2 to 4,4 years,21 to 25,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,3,Monday,Toyota,Urban,Tuesday,Sep,3,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14332,12,300,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Sunday,Toyota,Rural,Wednesday,Aug,5,Male,Married,78,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14333,13,400,3,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Honda,Rural,Tuesday,Aug,4,Male,Single,32,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14334,6,400,2,more than 30,more than 30,2 to 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Thursday,Mazda,Urban,Friday,Nov,3,Male,Married,74,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14335,12,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Wednesday,Accura,Urban,Friday,Sep,4,Male,Single,41,Policy Holder,Utility - All Perils,Utility,more than 69000,1,14336,5,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Nov,3,Friday,Honda,Urban,Tuesday,Nov,4,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14337,6,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Mazda,Urban,Monday,Sep,1,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14338,4,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Thursday,Pontiac,Urban,Friday,Sep,2,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14339,4,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Mazda,Urban,Monday,Nov,2,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14340,7,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Wednesday,Chevrolet,Rural,Thursday,Dec,3,Female,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14341,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Thursday,Toyota,Urban,Tuesday,Sep,1,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,14342,16,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Toyota,Urban,Friday,Feb,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14343,13,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,5 to 8,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Wednesday,VW,Urban,Friday,Feb,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14344,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Sunday,Toyota,Rural,Monday,Apr,4,Male,Single,19,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14345,4,400,1,more than 30,more than 30,1,3 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Saturday,Ford,Urban,Thursday,May,1,Male,Single,38,Third Party,Utility - All Perils,Utility,more than 69000,0,14346,15,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Apr,4,Thursday,Pontiac,Urban,Thursday,May,1,Male,Single,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14347,4,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Toyota,Urban,Wednesday,Jun,3,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14348,16,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Pontiac,Urban,Thursday,Jun,3,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14349,13,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Sunday,Mazda,Urban,Monday,Jun,1,Female,Married,79,Policy Holder,Sedan - Liability,Sport,less than 20000,0,14350,15,400,3,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Pontiac,Urban,Friday,Aug,3,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14351,10,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Saturday,Mazda,Urban,Thursday,Aug,1,Male,Married,47,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14352,2,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Monday,Pontiac,Urban,Monday,Jul,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14353,10,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Friday,Honda,Urban,Monday,Sep,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14354,8,700,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Honda,Urban,Monday,Sep,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14355,12,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Pontiac,Urban,Friday,Oct,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14356,16,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Nisson,Rural,Monday,Sep,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14357,2,400,3,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Mazda,Urban,Thursday,Oct,4,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14358,6,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Toyota,Urban,Friday,Dec,4,Female,Married,28,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14359,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Toyota,Urban,Friday,Dec,2,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14360,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Honda,Urban,Monday,Feb,3,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14361,1,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Pontiac,Rural,Friday,Sep,1,Male,Married,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14362,10,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14363,12,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Toyota,Urban,Tuesday,Jun,1,Male,Single,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14364,15,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Friday,Ford,Urban,Thursday,Aug,3,Male,Married,49,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14365,6,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Utility - All Perils,TRUE
+Aug,2,Saturday,Toyota,Urban,Friday,Sep,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14366,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Toyota,Urban,Tuesday,Sep,1,Female,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14367,3,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Nisson,Urban,Monday,Sep,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14368,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Tuesday,Pontiac,Urban,Monday,Oct,5,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14369,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Toyota,Urban,Tuesday,Oct,3,Male,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14370,7,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Toyota,Rural,Monday,Dec,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14371,16,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Monday,Toyota,Urban,Monday,Nov,1,Male,Single,69,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14372,16,400,1,more than 30,more than 30,none,7 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Toyota,Urban,Thursday,Oct,4,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14373,13,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Thursday,Toyota,Urban,Tuesday,Sep,3,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14374,9,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Saturday,Toyota,Urban,Tuesday,Aug,1,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14375,9,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Honda,Urban,Tuesday,Jul,1,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14376,6,400,4,more than 30,more than 30,none,6 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Chevrolet,Urban,Thursday,Jul,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14377,1,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Tuesday,Pontiac,Urban,Wednesday,May,3,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14378,10,400,3,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Pontiac,Urban,Friday,Jun,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14379,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Saturday,Pontiac,Urban,Thursday,May,3,Male,Married,63,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14380,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Tuesday,Mercury,Urban,Wednesday,Apr,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14381,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Saturday,Mazda,Urban,Thursday,Sep,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14382,14,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Sunday,Honda,Urban,Tuesday,Mar,4,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14383,12,500,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Toyota,Urban,Wednesday,Feb,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14384,12,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Pontiac,Urban,Wednesday,Nov,1,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14385,14,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Accura,Urban,Tuesday,May,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14386,14,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Pontiac,Urban,Tuesday,Aug,4,Female,Married,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14387,14,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Saturday,Toyota,Urban,Friday,Sep,3,Female,Married,48,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,14388,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Pontiac,Urban,Wednesday,Jun,4,Female,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14389,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Sunday,Honda,Urban,Wednesday,Jul,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14390,3,400,3,none,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Mazda,Urban,Monday,Sep,1,Male,Single,23,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,14391,3,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Sunday,Pontiac,Urban,Wednesday,May,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14392,5,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Sunday,Pontiac,Urban,Thursday,Sep,2,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14393,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Toyota,Urban,Thursday,Apr,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14394,16,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Friday,Honda,Urban,Monday,Apr,3,Male,Single,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14395,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Mazda,Urban,Thursday,Apr,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14396,13,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Honda,Urban,Wednesday,May,1,Female,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14397,9,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Mazda,Urban,Tuesday,Apr,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14398,4,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Sunday,Chevrolet,Urban,Tuesday,Jun,2,Male,Married,56,Policy Holder,Utility - Collision,Utility,more than 69000,0,14399,4,400,4,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Mar,3,Friday,Honda,Urban,Friday,Apr,4,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14400,16,400,2,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Honda,Urban,Friday,Apr,1,Female,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14401,7,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Chevrolet,Urban,Thursday,Sep,2,Female,Married,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14402,16,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Pontiac,Urban,Monday,Feb,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14403,12,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Wednesday,Mercury,Urban,Friday,Feb,1,Male,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14404,1,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,VW,Rural,Thursday,Jan,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14405,15,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Monday,Pontiac,Urban,Wednesday,Sep,2,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14406,4,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Honda,Urban,Monday,Nov,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14407,7,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Mazda,Urban,Wednesday,Jul,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14408,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Honda,Urban,Wednesday,Jul,3,Male,Married,74,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14409,12,400,1,more than 30,more than 30,none,5 years,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Ford,Urban,Wednesday,Sep,1,Male,Married,60,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14410,6,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Toyota,Urban,Thursday,Jan,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14411,2,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Tuesday,Honda,Urban,Wednesday,Oct,4,Male,Single,29,Third Party,Sport - Collision,Sport,more than 69000,0,14412,12,400,2,more than 30,more than 30,none,3 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,1,Monday,Mazda,Urban,Thursday,Sep,2,Male,Single,31,Third Party,Sport - Collision,Sport,more than 69000,0,14413,6,400,1,more than 30,more than 30,none,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jul,4,Monday,Toyota,Urban,Monday,Jul,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14414,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Pontiac,Urban,Tuesday,Aug,1,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14415,16,400,4,more than 30,more than 30,none,5 years,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Toyota,Urban,Monday,Dec,3,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,14416,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Sunday,Pontiac,Rural,Monday,Jul,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14417,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Pontiac,Urban,Tuesday,Jun,4,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14418,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Pontiac,Urban,Saturday,Jun,3,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14419,9,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Pontiac,Urban,Monday,Jul,2,Male,Married,45,Third Party,Sedan - Collision,Sedan,more than 69000,0,14420,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Honda,Urban,Wednesday,Sep,1,Male,Married,52,Third Party,Sport - Collision,Sport,more than 69000,0,14421,13,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jan,3,Friday,Ford,Urban,Friday,Mar,3,Male,Married,43,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14422,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,2,Friday,Mazda,Rural,Saturday,Jan,3,Female,Married,55,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14423,11,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Friday,Toyota,Urban,Monday,Nov,3,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14424,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,Internal,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Chevrolet,Rural,Friday,Dec,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14425,11,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Toyota,Urban,Monday,Nov,2,Male,Single,31,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14426,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Honda,Urban,Wednesday,Oct,3,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14427,15,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Pontiac,Urban,Friday,Oct,3,Male,Married,65,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,14428,2,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,3,Thursday,Accura,Urban,Thursday,Jun,3,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14429,8,400,1,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Mazda,Urban,Wednesday,May,3,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14430,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Pontiac,Urban,Wednesday,May,3,Female,Married,41,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14431,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Sunday,Honda,Urban,Tuesday,May,3,Male,Single,0,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14432,6,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Sunday,Chevrolet,Urban,Friday,May,2,Male,Married,27,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14433,9,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Saturday,Saturn,Urban,Wednesday,May,2,Male,Single,36,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14434,12,500,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Toyota,Urban,Thursday,Sep,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14435,16,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Honda,Urban,Monday,Oct,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14436,16,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Mazda,Urban,Friday,Aug,4,Male,Married,51,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14437,5,400,3,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Chevrolet,Rural,Thursday,Aug,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14438,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Sunday,Pontiac,Urban,Wednesday,Feb,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14439,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Ford,Urban,Tuesday,Sep,4,Male,Single,34,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14440,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Friday,Pontiac,Urban,Friday,Apr,5,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14441,8,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Accura,Urban,Wednesday,Apr,2,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14442,4,400,3,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Wednesday,Honda,Urban,Wednesday,Apr,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14443,11,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Thursday,Honda,Urban,Thursday,Jul,3,Male,Married,51,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14444,14,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Toyota,Urban,Friday,Aug,1,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14445,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Honda,Urban,Monday,Oct,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14446,3,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Pontiac,Urban,Monday,Nov,4,Male,Single,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14447,7,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Chevrolet,Urban,Monday,Nov,4,Female,Married,42,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14448,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Thursday,Pontiac,Urban,Thursday,Jan,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14449,15,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Tuesday,Pontiac,Urban,Thursday,Mar,3,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14450,2,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Pontiac,Urban,Thursday,Mar,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14451,9,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Tuesday,Pontiac,Urban,Wednesday,Mar,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14452,15,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Toyota,Urban,Monday,Apr,4,Female,Widow,39,Policy Holder,Sedan - Liability,Sport,less than 20000,0,14453,12,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Thursday,Chevrolet,Urban,Monday,Jul,3,Male,Married,40,Third Party,Sedan - Liability,Sport,40000 to 59000,0,14454,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Tuesday,Pontiac,Rural,Thursday,Nov,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14455,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Honda,Urban,Monday,Nov,4,Male,Married,57,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14456,13,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Honda,Urban,Monday,Nov,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14457,11,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Ford,Urban,Tuesday,Sep,2,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,14458,2,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Thursday,Toyota,Urban,Monday,Dec,1,Male,Single,41,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14459,4,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Ford,Urban,Monday,Nov,1,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14460,3,400,2,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Tuesday,Ford,Urban,Wednesday,Nov,5,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14461,16,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Mazda,Urban,Monday,Sep,2,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14462,4,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Pontiac,Urban,Wednesday,Aug,2,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14463,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Thursday,Toyota,Urban,Friday,Jul,3,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14464,3,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Honda,Rural,Tuesday,Oct,1,Male,Single,24,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14465,8,400,2,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Pontiac,Urban,Tuesday,Apr,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14466,9,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Pontiac,Rural,Thursday,Mar,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14467,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Honda,Urban,Monday,Dec,3,Male,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,14468,14,400,4,more than 30,more than 30,1,more than 7,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Dec,3,Friday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14469,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Chevrolet,Urban,Wednesday,Nov,5,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14470,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,1 year,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Saturday,Toyota,Urban,Friday,Dec,1,Female,Married,32,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14471,12,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Friday,Honda,Urban,Wednesday,Sep,4,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,less than 20000,1,14472,4,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Tuesday,Chevrolet,Urban,Monday,Nov,4,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14473,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Toyota,Urban,Thursday,Dec,1,Female,Married,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14474,1,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Toyota,Urban,Friday,Oct,2,Male,Married,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14475,7,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,VW,Urban,Friday,Aug,2,Female,Divorced,52,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14476,4,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Chevrolet,Urban,Thursday,Jul,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14477,2,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Friday,Honda,Urban,Wednesday,Jun,5,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14478,9,700,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Honda,Urban,Thursday,Jun,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14479,2,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Sunday,Chevrolet,Urban,Thursday,May,1,Male,Married,59,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14480,4,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,3,Tuesday,Chevrolet,Urban,Wednesday,Apr,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14481,2,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Honda,Urban,Thursday,Apr,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14482,11,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Honda,Rural,Monday,Apr,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14483,7,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Sunday,Toyota,Urban,Monday,Jul,3,Male,Married,51,Third Party,Sedan - Collision,Sedan,less than 20000,0,14484,3,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Honda,Urban,Wednesday,Sep,2,Female,Single,24,Policy Holder,Sport - Collision,Sport,more than 69000,1,14485,1,400,2,8 to 15,15 to 30,none,5 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Feb,3,Thursday,Toyota,Urban,Friday,Feb,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14486,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Tuesday,Honda,Urban,Tuesday,Aug,3,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14487,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Monday,Pontiac,Rural,Thursday,May,3,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14488,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,Yes,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Honda,Urban,Tuesday,May,3,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14489,1,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Monday,Toyota,Urban,Monday,Aug,1,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14490,5,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Honda,Urban,Tuesday,Sep,2,Female,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14491,12,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Saturday,VW,Urban,Friday,Sep,3,Male,Married,75,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14492,5,400,3,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Chevrolet,Urban,Friday,Sep,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14493,9,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Sunday,Pontiac,Urban,Thursday,Nov,3,Male,Married,65,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14494,10,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Honda,Urban,Tuesday,Jan,1,Male,Married,56,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14495,4,400,2,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Ford,Rural,Monday,Nov,5,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14496,8,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Saturday,Chevrolet,Urban,Wednesday,Sep,2,Male,Married,55,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14497,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Chevrolet,Urban,Monday,Apr,2,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14498,11,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Mazda,Urban,Thursday,Oct,1,Female,Single,25,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14499,11,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Honda,Urban,Wednesday,Aug,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14500,8,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Friday,Mazda,Urban,Monday,May,4,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14501,5,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Friday,Chevrolet,Rural,Tuesday,Feb,2,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14502,2,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Saturday,Honda,Urban,Monday,Feb,2,Male,Married,46,Third Party,Sedan - Collision,Sedan,more than 69000,0,14503,4,400,1,more than 30,more than 30,2 to 4,new,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Pontiac,Urban,Friday,Feb,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14504,12,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Pontiac,Urban,Friday,Feb,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14505,3,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,5,Monday,Pontiac,Urban,Thursday,Jun,1,Male,Married,51,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,14506,5,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Thursday,Honda,Urban,Friday,Jun,1,Male,Married,55,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14507,8,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,VW,Urban,Tuesday,Jun,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14508,7,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,Toyota,Urban,Monday,May,5,Female,Single,34,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14509,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Thursday,Toyota,Urban,Tuesday,Sep,3,Female,Single,20,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14510,5,400,4,more than 30,more than 30,1,2 years,21 to 25,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Ford,Urban,Thursday,Aug,4,Male,Married,37,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14511,16,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Tuesday,Mazda,Urban,Tuesday,Nov,5,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14512,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Thursday,Honda,Urban,Tuesday,Oct,1,Female,Married,45,Third Party,Sport - Collision,Sport,more than 69000,0,14513,15,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,2,Sunday,Pontiac,Urban,Monday,Sep,2,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14514,3,400,2,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Ford,Urban,Tuesday,Sep,2,Male,Married,62,Third Party,Sedan - Collision,Sedan,60000 to 69000,0,14515,11,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Toyota,Rural,Sunday,Oct,1,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14516,1,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Friday,Toyota,Urban,Tuesday,Feb,3,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14517,9,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Sunday,Toyota,Urban,Tuesday,Jun,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14518,15,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Pontiac,Urban,Thursday,Jun,2,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14519,12,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Chevrolet,Rural,Friday,Jun,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14520,13,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Dodge,Rural,Tuesday,Jul,2,Female,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14521,7,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Pontiac,Urban,Thursday,Sep,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14522,3,400,2,more than 30,more than 30,1,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Pontiac,Urban,Tuesday,Nov,2,Male,Divorced,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14523,4,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Honda,Urban,Tuesday,Sep,2,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14524,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Toyota,Urban,Monday,Oct,3,Male,Married,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14525,3,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Mazda,Urban,Saturday,Jan,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14526,5,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Mazda,Urban,Tuesday,Feb,2,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14527,9,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Chevrolet,Urban,Thursday,May,1,Female,Married,34,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14528,15,400,2,more than 30,more than 30,2 to 4,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Honda,Urban,Thursday,Jul,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14529,4,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Accura,Urban,Wednesday,Nov,5,Male,Married,73,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14530,14,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Wednesday,Nov,5,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14531,14,400,3,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Pontiac,Rural,Monday,Feb,3,Male,Married,76,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14532,13,400,4,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Saturday,Honda,Urban,Wednesday,Apr,3,Male,Married,26,Policy Holder,Sport - Collision,Sport,more than 69000,0,14533,8,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sport - Collision,TRUE
+Jun,2,Sunday,Pontiac,Urban,Wednesday,Jun,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14534,8,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Monday,Pontiac,Urban,Tuesday,Apr,4,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14535,2,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Toyota,Urban,Tuesday,Nov,2,Male,Single,35,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14536,15,500,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Ford,Urban,Tuesday,Nov,5,Male,Single,37,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14537,12,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,Yes,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Pontiac,Urban,Tuesday,Nov,4,Male,Married,29,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14538,5,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Monday,Dodge,Urban,Wednesday,Sep,3,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14539,16,400,2,more than 30,more than 30,none,4 years,21 to 25,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Mazda,Urban,Wednesday,Sep,3,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14540,3,700,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Wednesday,Pontiac,Urban,Monday,Aug,2,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14541,8,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Thursday,Honda,Urban,Tuesday,Aug,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14542,8,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Mazda,Urban,Wednesday,Dec,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14543,12,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Saturday,Toyota,Urban,Thursday,Dec,1,Female,Married,57,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14544,9,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Wednesday,Chevrolet,Urban,Tuesday,Nov,2,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14545,11,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Wednesday,Toyota,Urban,Monday,Oct,5,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14546,5,400,2,more than 30,more than 30,none,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Monday,Honda,Urban,Monday,Sep,2,Male,Single,23,Policy Holder,Sport - Collision,Sport,more than 69000,1,14547,11,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jun,5,Wednesday,Toyota,Urban,Friday,Jul,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14548,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Thursday,Honda,Urban,Friday,Jul,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14549,7,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Saturday,Pontiac,Urban,Friday,Jul,1,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14550,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Toyota,Urban,Monday,Jun,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14551,6,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Wednesday,Toyota,Urban,Tuesday,Jun,3,Male,Married,34,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14552,13,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Wednesday,Honda,Urban,Thursday,May,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14553,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Pontiac,Urban,Monday,Apr,2,Male,Married,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14554,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Mazda,Urban,Tuesday,Mar,2,Female,Single,41,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14555,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Pontiac,Urban,Thursday,Sep,3,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14556,12,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Urban,Friday,Dec,4,Male,Married,63,Third Party,Sport - Collision,Sport,more than 69000,0,14557,15,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Feb,1,Friday,Honda,Urban,Tuesday,Apr,1,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14558,4,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Honda,Urban,Monday,Dec,2,Female,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14559,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Tuesday,Honda,Urban,Tuesday,Dec,1,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14560,1,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Chevrolet,Urban,Friday,Dec,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14561,2,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Pontiac,Urban,Monday,Sep,4,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14562,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Tuesday,Toyota,Urban,Thursday,Sep,3,Male,Married,44,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14563,14,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,3,Thursday,Accura,Urban,Tuesday,Aug,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14564,3,400,2,more than 30,more than 30,none,6 years,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Chevrolet,Urban,Wednesday,Aug,4,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14565,13,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Toyota,Urban,Tuesday,Aug,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14566,1,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Saturday,Honda,Urban,Monday,Jul,1,Female,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14567,4,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Pontiac,Urban,Monday,Jun,3,Male,Married,50,Third Party,Sedan - Collision,Sedan,more than 69000,0,14568,3,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Monday,VW,Urban,Thursday,Mar,5,Male,Married,64,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,14569,16,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Toyota,Rural,Monday,Oct,2,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14570,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Toyota,Urban,Tuesday,Dec,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14571,12,700,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Wednesday,Pontiac,Urban,Monday,Sep,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14572,1,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Honda,Urban,Tuesday,Nov,5,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14573,7,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Toyota,Urban,Thursday,Nov,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14574,15,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Thursday,Toyota,Urban,Friday,Nov,1,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14575,14,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Pontiac,Urban,Thursday,Aug,1,Female,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14576,3,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Toyota,Urban,Tuesday,Jun,4,Male,Married,41,Third Party,Sedan - Collision,Sedan,more than 69000,0,14577,10,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Sunday,Mazda,Urban,Wednesday,Jun,4,Male,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14578,8,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Honda,Urban,Monday,Nov,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14579,6,400,1,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Wednesday,Pontiac,Urban,Wednesday,Sep,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14580,1,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,5,Saturday,Accura,Urban,Thursday,Jun,1,Male,Married,53,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14581,10,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Sunday,Pontiac,Rural,Tuesday,May,4,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14582,4,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Saturn,Urban,Friday,Jun,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14583,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Monday,Honda,Rural,Friday,Feb,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14584,15,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,4,Saturday,Honda,Urban,Wednesday,Dec,5,Male,Single,0,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14585,11,400,4,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Wednesday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14586,4,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Pontiac,Urban,Thursday,Sep,4,Male,Single,31,Third Party,Sedan - All Perils,Sedan,less than 20000,1,14587,10,500,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Sunday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14588,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Tuesday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14589,14,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Tuesday,May,4,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14590,1,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Thursday,Toyota,Rural,Tuesday,Jun,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14591,3,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Thursday,Chevrolet,Rural,Tuesday,Sep,4,Male,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14592,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Thursday,Honda,Urban,Friday,Nov,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14593,14,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Thursday,Toyota,Urban,Thursday,Apr,2,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14594,7,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Friday,Toyota,Urban,Monday,Apr,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14595,13,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Monday,Pontiac,Urban,Saturday,May,4,Male,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14596,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Tuesday,Mazda,Urban,Wednesday,Jun,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14597,1,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Thursday,Mazda,Rural,Monday,Sep,4,Female,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14598,16,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Saturday,Toyota,Urban,Thursday,Sep,4,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14599,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Monday,Pontiac,Rural,Monday,Aug,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14600,7,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Toyota,Urban,Thursday,Sep,4,Male,Married,26,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14601,9,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Ford,Urban,Friday,Oct,2,Male,Married,62,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14602,10,700,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Sep,3,Friday,Honda,Urban,Monday,Sep,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14603,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Honda,Urban,Friday,Nov,4,Male,Married,35,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14604,9,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Chevrolet,Urban,Wednesday,Jan,1,Male,Married,69,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14605,7,400,1,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Toyota,Urban,Friday,Apr,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14606,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,5,Friday,Toyota,Urban,Wednesday,Apr,1,Male,Married,31,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14607,7,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Toyota,Urban,Tuesday,Apr,1,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14608,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Thursday,Ford,Urban,Tuesday,Jun,3,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14609,9,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Tuesday,Toyota,Urban,Tuesday,Jun,3,Female,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14610,2,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Friday,Pontiac,Urban,Wednesday,Jul,1,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14611,8,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14612,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Pontiac,Urban,Wednesday,Aug,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14613,4,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Toyota,Urban,Wednesday,Aug,2,Male,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14614,10,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Monday,Toyota,Urban,Tuesday,Aug,2,Male,Single,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14615,8,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Tuesday,Mazda,Urban,Monday,Aug,4,Female,Single,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14616,12,400,1,more than 30,more than 30,2 to 4,4 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Tuesday,Pontiac,Urban,Thursday,Dec,2,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14617,8,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Thursday,Honda,Urban,Friday,Dec,1,Male,Married,63,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14618,8,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Mazda,Urban,Friday,Nov,3,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14619,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Toyota,Urban,Thursday,Oct,4,Male,Married,58,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14620,11,400,2,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Pontiac,Urban,Monday,Oct,3,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14621,11,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Mazda,Urban,Thursday,Aug,4,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14622,11,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Sunday,Pontiac,Urban,Wednesday,Aug,4,Male,Married,58,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14623,14,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Sunday,Toyota,Urban,Monday,Aug,2,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14624,7,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Friday,Mazda,Urban,Monday,Aug,2,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14625,12,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Thursday,Chevrolet,Urban,Monday,Aug,2,Male,Married,35,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,14626,14,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Mazda,Rural,Monday,Jul,2,Female,Married,21,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14627,8,400,3,more than 30,more than 30,2 to 4,4 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Tuesday,Pontiac,Urban,Thursday,Jun,5,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14628,6,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Wednesday,Pontiac,Urban,Wednesday,Jun,2,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14629,6,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Monday,Honda,Urban,Tuesday,Apr,3,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14630,8,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Pontiac,Urban,Monday,Apr,2,Male,Single,25,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14631,14,400,1,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Tuesday,Pontiac,Urban,Wednesday,Apr,1,Male,Single,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14632,9,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Pontiac,Urban,Tuesday,Apr,3,Male,Married,38,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14633,11,700,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Thursday,Jan,4,Male,Single,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14634,12,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Saturday,Toyota,Rural,Tuesday,Dec,4,Male,Married,43,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14635,16,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Saturday,Pontiac,Urban,Monday,Dec,3,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14636,2,400,2,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Toyota,Urban,Monday,Dec,2,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14637,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Mazda,Urban,Friday,Nov,3,Female,Single,38,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14638,10,500,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,2 to 3 years,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Chevrolet,Urban,Thursday,Oct,3,Female,Married,52,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14639,9,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Honda,Urban,Wednesday,Dec,3,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14640,9,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Monday,Honda,Rural,Tuesday,Oct,1,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14641,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Toyota,Urban,Tuesday,Aug,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14642,14,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,5,Sunday,Toyota,Urban,Tuesday,Aug,1,Male,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14643,7,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Tuesday,Saturn,Urban,Tuesday,Jul,3,Male,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14644,7,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Saturday,Ford,Urban,Monday,Jul,3,Male,Widow,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14645,3,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Monday,Toyota,Urban,Friday,Jul,5,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14646,7,400,4,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Chevrolet,Urban,Wednesday,Jul,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14647,1,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Saturday,Mazda,Urban,Monday,Jul,2,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14648,6,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Toyota,Urban,Friday,Jul,2,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14649,2,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Mazda,Urban,Thursday,Jun,3,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14650,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Pontiac,Urban,Tuesday,Sep,3,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14651,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Tuesday,Toyota,Urban,Monday,May,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14652,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Pontiac,Urban,Friday,Apr,4,Female,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14653,10,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Thursday,Honda,Urban,Friday,Apr,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14654,15,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Thursday,Pontiac,Urban,Friday,May,2,Male,Married,36,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14655,16,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Friday,Dodge,Urban,Wednesday,Mar,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14656,9,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Monday,Toyota,Urban,Friday,Feb,3,Male,Married,37,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14657,14,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Honda,Urban,Wednesday,Nov,1,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14658,2,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Honda,Urban,Thursday,Dec,3,Female,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14659,14,400,3,more than 30,more than 30,more than 4,5 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Mazda,Urban,Friday,Sep,4,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14660,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Sunday,Toyota,Rural,Friday,Sep,1,Male,Single,27,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14661,10,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Tuesday,Pontiac,Urban,Thursday,Aug,4,Male,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14662,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Wednesday,Mazda,Urban,Wednesday,Aug,5,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14663,8,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Toyota,Urban,Wednesday,Nov,4,Male,Single,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14664,9,700,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Honda,Urban,Wednesday,Sep,3,Male,Married,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14665,15,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Honda,Urban,Wednesday,Aug,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14666,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Monday,Toyota,Urban,Thursday,Sep,1,Male,Married,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14667,8,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Wednesday,Honda,Urban,Thursday,Sep,4,Male,Single,27,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14668,12,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Saturday,Ford,Urban,Tuesday,Oct,4,Male,Single,24,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14669,15,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,VW,Rural,Thursday,Oct,1,Male,Married,61,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,14670,5,400,4,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,VW,Urban,Tuesday,Dec,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14671,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Thursday,Chevrolet,Urban,Monday,Jun,2,Male,Married,69,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14672,13,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Chevrolet,Urban,Wednesday,Jun,2,Male,Married,32,Third Party,Sedan - All Perils,Sedan,60000 to 69000,0,14673,6,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Thursday,Sep,4,Female,Married,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14674,12,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Saturday,Mazda,Urban,Thursday,Nov,2,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14675,4,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Sunday,Pontiac,Urban,Monday,Dec,2,Male,Married,42,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14676,12,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Chevrolet,Urban,Friday,Sep,4,Female,Married,63,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14677,6,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Friday,Toyota,Urban,Tuesday,Jan,1,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14678,5,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Friday,Honda,Urban,Friday,Mar,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14679,9,400,3,more than 30,more than 30,2 to 4,new,16 to 17,No,No,Internal,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Thursday,Chevrolet,Urban,Monday,Jul,1,Male,Single,27,Third Party,Utility - All Perils,Utility,more than 69000,0,14680,11,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Utility - All Perils,TRUE
+Sep,3,Tuesday,Pontiac,Urban,Tuesday,Oct,2,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14681,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Toyota,Urban,Tuesday,Sep,3,Male,Married,73,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14682,4,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Honda,Urban,Thursday,Jul,2,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14683,10,400,4,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Monday,Mazda,Urban,Monday,Jul,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14684,13,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Honda,Urban,Thursday,Nov,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14685,14,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Mazda,Urban,Friday,Sep,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,more than 69000,1,14686,13,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Thursday,Toyota,Urban,Friday,Mar,1,Female,Single,51,Third Party,Sedan - Collision,Sedan,less than 20000,0,14687,9,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Honda,Urban,Tuesday,Apr,4,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14688,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Honda,Urban,Friday,Apr,4,Male,Married,49,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14689,10,500,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Thursday,Honda,Urban,Tuesday,Oct,1,Male,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14690,11,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Sunday,Pontiac,Urban,Monday,Dec,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14691,2,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Chevrolet,Urban,Tuesday,Dec,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14692,15,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Saturday,Mercury,Urban,Monday,Apr,2,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14693,13,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,2,Saturday,Chevrolet,Urban,Thursday,Apr,3,Male,Married,56,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14694,9,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Wednesday,Toyota,Urban,Friday,Jun,2,Male,Married,62,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14695,7,400,4,more than 30,more than 30,1,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Monday,Chevrolet,Urban,Thursday,May,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14696,16,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Monday,Pontiac,Urban,Tuesday,Jul,4,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14697,8,400,2,more than 30,more than 30,none,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Monday,Pontiac,Urban,Wednesday,Aug,1,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14698,11,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Sunday,Chevrolet,Urban,Tuesday,Nov,4,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14699,13,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Sunday,Toyota,Urban,Thursday,Nov,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14700,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Rural,Tuesday,Oct,4,Female,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14701,15,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Toyota,Rural,Friday,Jul,3,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14702,16,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Toyota,Urban,Thursday,Dec,3,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14703,3,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Wednesday,Dec,2,Female,Married,66,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14704,13,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Urban,Monday,Sep,1,Male,Married,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14705,15,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Wednesday,Pontiac,Urban,Wednesday,Sep,1,Female,Single,32,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14706,3,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Toyota,Urban,Friday,Sep,2,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14707,11,400,1,more than 30,more than 30,none,4 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Accura,Urban,Thursday,Apr,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14708,12,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Pontiac,Urban,Thursday,Apr,3,Male,Married,65,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14709,8,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Pontiac,Urban,Monday,Apr,3,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14710,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Accura,Urban,Thursday,Dec,3,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14711,8,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Thursday,Chevrolet,Urban,Tuesday,Nov,3,Male,Single,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14712,11,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Saturday,Mazda,Urban,Monday,Nov,4,Male,Single,33,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14713,8,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Saturday,Toyota,Rural,Wednesday,Sep,2,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14714,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,2,Friday,Mazda,Urban,Thursday,Aug,3,Male,Married,78,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14715,10,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Friday,Honda,Urban,Friday,Jul,3,Male,Single,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14716,2,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Mazda,Urban,Wednesday,Apr,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14717,2,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Chevrolet,Urban,Monday,Mar,4,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14718,5,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Wednesday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14719,5,400,2,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,5,Tuesday,Pontiac,Urban,Wednesday,Aug,5,Male,Married,28,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14720,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,3 to 4,1996,All Perils, - ,Utility - All Perils,TRUE
+Sep,1,Friday,Saab,Urban,Monday,Sep,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14721,1,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Pontiac,Urban,Friday,Sep,1,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14722,1,400,2,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Wednesday,Mazda,Urban,Friday,Feb,1,Male,Married,61,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14723,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Chevrolet,Urban,Wednesday,Apr,1,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14724,8,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Thursday,Accura,Urban,Wednesday,Nov,5,Male,Single,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14725,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Wednesday,Toyota,Rural,Tuesday,Sep,4,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14726,5,700,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Saturday,Pontiac,Urban,Thursday,Apr,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14727,4,400,4,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Tuesday,Toyota,Urban,Wednesday,Jan,3,Male,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14728,1,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Monday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14729,3,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Pontiac,Urban,Monday,Dec,1,Male,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14730,7,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Honda,Urban,Friday,Dec,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14731,10,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Thursday,Honda,Urban,Monday,Nov,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14732,9,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Monday,Pontiac,Urban,Tuesday,Sep,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14733,6,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,VW,Urban,Monday,Aug,5,Female,Married,28,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14734,13,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Wednesday,Toyota,Urban,Tuesday,Jul,1,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14735,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Tuesday,Toyota,Urban,Wednesday,May,4,Male,Married,78,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14736,1,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Honda,Urban,Friday,Sep,4,Male,Married,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14737,11,400,4,more than 30,more than 30,2 to 4,2 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Pontiac,Urban,Monday,May,4,Male,Married,78,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14738,9,400,1,more than 30,more than 30,1,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Mar,3,Monday,Chevrolet,Urban,Wednesday,Mar,4,Male,Single,47,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14739,5,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Thursday,Pontiac,Urban,Tuesday,Mar,1,Male,Married,65,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14740,7,500,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,1 to 2,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Tuesday,Pontiac,Urban,Tuesday,Dec,2,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14741,12,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Wednesday,Mazda,Urban,Tuesday,Dec,2,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14742,7,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Tuesday,Mazda,Urban,Monday,Dec,2,Female,Married,44,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14743,16,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,1 year,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Mazda,Urban,Friday,Oct,3,Male,Married,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14744,10,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Sunday,Honda,Urban,Thursday,Oct,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14745,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Monday,Honda,Urban,Thursday,Dec,3,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14746,5,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Saturn,Urban,Tuesday,Dec,2,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,14747,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Friday,Mazda,Urban,Monday,Dec,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14748,2,400,1,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Thursday,Chevrolet,Urban,Wednesday,Feb,3,Male,Married,52,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14749,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Wednesday,Honda,Urban,Friday,Feb,2,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14750,7,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Friday,Pontiac,Urban,Tuesday,Sep,4,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14751,1,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Thursday,Honda,Urban,Thursday,Mar,4,Female,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14752,14,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Tuesday,Pontiac,Urban,Monday,May,5,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14753,10,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Thursday,Honda,Rural,Tuesday,Aug,4,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14754,14,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Tuesday,Honda,Urban,Tuesday,Aug,5,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14755,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Thursday,Toyota,Urban,Friday,Sep,1,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14756,5,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Mazda,Urban,Friday,Dec,2,Female,Divorced,43,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14757,13,700,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Friday,Pontiac,Urban,Monday,Dec,2,Male,Married,75,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14758,12,400,1,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Tuesday,Accura,Urban,Wednesday,Dec,3,Male,Single,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14759,5,400,2,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Feb,1,Thursday,Chevrolet,Urban,Monday,Feb,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14760,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Toyota,Urban,Thursday,Jun,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14761,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Chevrolet,Urban,Monday,Jul,3,Female,Widow,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14762,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Tuesday,Honda,Urban,Tuesday,Aug,4,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14763,9,400,3,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Saturday,Pontiac,Urban,Friday,Sep,1,Male,Single,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14764,11,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Pontiac,Urban,Friday,Dec,1,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14765,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Tuesday,Mazda,Urban,Wednesday,Dec,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14766,11,400,2,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Wednesday,Pontiac,Urban,Monday,Dec,2,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14767,16,400,1,more than 30,more than 30,none,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Friday,Pontiac,Urban,Monday,Dec,2,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14768,2,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Toyota,Urban,Friday,Dec,4,Male,Married,55,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14769,10,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Wednesday,Pontiac,Urban,Thursday,Dec,4,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14770,13,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Chevrolet,Urban,Thursday,Dec,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14771,5,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Thursday,Mazda,Urban,Monday,Dec,3,Female,Single,25,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14772,3,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Saturday,Toyota,Urban,Monday,Dec,1,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14773,3,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Saturday,Mazda,Urban,Tuesday,Oct,1,Male,Single,30,Policy Holder,Sport - Collision,Sport,more than 69000,0,14774,8,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,3,Monday,Toyota,Urban,Tuesday,Sep,3,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14775,4,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Chevrolet,Urban,Friday,Sep,1,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14776,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Tuesday,Honda,Urban,Thursday,Sep,2,Male,Married,48,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14777,8,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Honda,Urban,Sunday,Oct,1,Male,Married,41,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14778,15,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Friday,Pontiac,Rural,Monday,Jul,3,Male,Married,56,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14779,12,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Thursday,Toyota,Urban,Thursday,Jun,3,Female,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14780,1,400,1,more than 30,more than 30,2 to 4,6 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Sunday,Pontiac,Urban,Friday,May,3,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14781,15,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Saturday,Pontiac,Urban,Thursday,Feb,2,Male,Single,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14782,10,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Chevrolet,Urban,Wednesday,Dec,4,Male,Married,49,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14783,16,400,4,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Sunday,Mazda,Urban,Monday,Dec,3,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14784,4,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Monday,Mazda,Urban,Friday,Sep,5,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14785,7,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Ford,Urban,Wednesday,Dec,4,Male,Married,60,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14786,4,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Wednesday,Toyota,Urban,Thursday,Dec,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14787,8,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Sunday,Toyota,Urban,Monday,Nov,2,Male,Married,56,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14788,3,700,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,VW,Urban,Friday,Oct,4,Male,Single,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14789,3,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Toyota,Urban,Monday,Sep,2,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14790,7,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Mazda,Urban,Friday,Sep,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14791,2,500,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Tuesday,Pontiac,Urban,Wednesday,Sep,2,Male,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14792,12,400,1,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,2,Thursday,Pontiac,Urban,Thursday,Sep,2,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14793,13,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Thursday,Mazda,Urban,Friday,Sep,1,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14794,15,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Wednesday,Mazda,Urban,Monday,Sep,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14795,11,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Tuesday,Honda,Urban,Wednesday,Jun,5,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14796,15,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Pontiac,Urban,Wednesday,Oct,4,Male,Married,66,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14797,5,400,4,more than 30,more than 30,1,7 years,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Toyota,Urban,Friday,Jun,3,Male,Single,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14798,9,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Monday,Ford,Urban,Tuesday,Jun,3,Male,Married,71,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14799,7,400,4,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Toyota,Urban,Tuesday,May,4,Male,Divorced,37,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14800,9,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Wednesday,Pontiac,Urban,Thursday,Mar,4,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14801,5,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Pontiac,Urban,Monday,Oct,1,Male,Single,26,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14802,5,400,4,more than 30,more than 30,none,6 years,31 to 35,Yes,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Friday,Honda,Rural,Wednesday,Jan,5,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14803,5,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Pontiac,Urban,Wednesday,Dec,4,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14804,12,400,4,more than 30,more than 30,1,5 years,31 to 35,Yes,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Mazda,Urban,Friday,Dec,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14805,8,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Pontiac,Urban,Thursday,Dec,4,Female,Single,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14806,14,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Sunday,Toyota,Urban,Tuesday,Sep,2,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14807,1,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Mazda,Urban,Thursday,Sep,5,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14808,15,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Monday,Mazda,Urban,Monday,Mar,5,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14809,1,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Sunday,Toyota,Urban,Monday,Mar,4,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14810,5,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Sunday,Toyota,Urban,Friday,Apr,4,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14811,1,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Accura,Urban,Wednesday,Oct,2,Male,Single,78,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14812,11,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Honda,Urban,Wednesday,Sep,2,Male,Single,48,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14813,14,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Sunday,Honda,Rural,Monday,Aug,5,Male,Single,33,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14814,1,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Friday,Pontiac,Urban,Friday,Dec,1,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14815,12,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Sunday,Pontiac,Urban,Tuesday,Dec,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14816,5,400,2,none,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Saturday,Mazda,Urban,Tuesday,Feb,5,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14817,3,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Mazda,Rural,Tuesday,Sep,3,Male,Married,49,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14818,5,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,VW,Urban,Tuesday,Dec,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14819,15,700,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Dodge,Urban,Monday,Oct,4,Male,Single,43,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14820,9,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,3,Wednesday,Honda,Rural,Friday,Feb,4,Male,Married,62,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14821,2,400,1,more than 30,more than 30,2 to 4,new,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Saturday,Chevrolet,Urban,Friday,Oct,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14822,7,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Friday,Toyota,Rural,Wednesday,Apr,1,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14823,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Saturday,Toyota,Urban,Wednesday,Mar,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14824,1,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Tuesday,Toyota,Urban,Wednesday,Jun,3,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14825,4,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,4,Thursday,Honda,Urban,Friday,Apr,4,Male,Single,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14826,5,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Friday,Honda,Rural,Thursday,Aug,2,Male,Married,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14827,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Saturday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14828,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Sunday,Pontiac,Urban,Tuesday,Nov,3,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14829,8,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Friday,Pontiac,Rural,Friday,Oct,4,Female,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14830,9,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Ford,Urban,Monday,Jan,1,Female,Married,27,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14831,7,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Thursday,Mazda,Urban,Thursday,Dec,4,Male,Married,58,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14832,15,400,1,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Urban,Monday,Nov,4,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14833,1,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Wednesday,Toyota,Urban,Saturday,Apr,4,Male,Single,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14834,9,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,1 year,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Sunday,Chevrolet,Urban,Tuesday,May,2,Male,Married,47,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14835,16,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Toyota,Urban,Tuesday,Nov,2,Female,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14836,16,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Thursday,Toyota,Urban,Thursday,Nov,4,Male,Married,41,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14837,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Mazda,Urban,Tuesday,Oct,1,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14838,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Monday,Honda,Urban,Wednesday,Sep,4,Male,Married,47,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14839,6,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Toyota,Urban,Monday,Dec,3,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14840,2,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Wednesday,Honda,Urban,Monday,Apr,2,Male,Married,48,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14841,11,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Pontiac,Urban,Monday,May,3,Female,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14842,1,400,3,more than 30,more than 30,none,5 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Chevrolet,Urban,Thursday,Jun,3,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14843,10,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Tuesday,Mazda,Urban,Tuesday,Jun,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14844,9,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Pontiac,Urban,Friday,Jul,3,Male,Single,29,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14845,1,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Honda,Urban,Thursday,Jun,4,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14846,10,400,3,more than 30,more than 30,1,new,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,4,Wednesday,Toyota,Urban,Thursday,Jun,4,Male,Married,58,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14847,12,400,4,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Thursday,Toyota,Urban,Thursday,Aug,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14848,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Tuesday,Toyota,Urban,Wednesday,Aug,2,Female,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14849,13,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Monday,Chevrolet,Urban,Friday,Aug,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14850,12,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Sunday,Honda,Urban,Thursday,Sep,5,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14851,4,400,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Saturday,Pontiac,Rural,Monday,Sep,4,Male,Single,34,Third Party,Sedan - Collision,Sedan,less than 20000,0,14852,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Sunday,Honda,Urban,Monday,Oct,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14853,14,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Pontiac,Urban,Wednesday,Dec,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14854,10,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Saturday,Honda,Urban,Tuesday,Dec,4,Male,Single,25,Third Party,Sedan - Collision,Sedan,less than 20000,0,14855,9,400,2,more than 30,more than 30,none,6 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Toyota,Urban,Thursday,Dec,4,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14856,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Pontiac,Urban,Thursday,Dec,4,Male,Married,55,Third Party,Sedan - Collision,Sedan,less than 20000,0,14857,4,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,5,Friday,Pontiac,Urban,Monday,May,1,Male,Married,39,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,14858,12,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jun,1,Tuesday,Pontiac,Urban,Wednesday,Jun,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14859,6,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Saturday,Pontiac,Urban,Friday,May,1,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14860,2,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Sunday,Toyota,Urban,Friday,May,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14861,16,400,4,more than 30,more than 30,none,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Saturday,Honda,Urban,Monday,Nov,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14862,15,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Chevrolet,Urban,Wednesday,Dec,3,Female,Married,52,Third Party,Sedan - Liability,Sport,30000 to 39000,0,14863,11,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Pontiac,Urban,Wednesday,Dec,3,Male,Married,40,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14864,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Sunday,Mazda,Urban,Wednesday,Oct,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14865,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Monday,Toyota,Urban,Wednesday,Oct,1,Male,Married,50,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14866,3,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Monday,Pontiac,Urban,Tuesday,Aug,2,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14867,8,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Friday,Accura,Rural,Friday,Jul,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14868,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Honda,Urban,Friday,Jun,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14869,3,400,1,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Mazda,Urban,Tuesday,Nov,5,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14870,15,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Saturday,Pontiac,Urban,Monday,Dec,1,Male,Married,42,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14871,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Mazda,Urban,Saturday,Oct,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,less than 20000,0,14872,5,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Toyota,Urban,Thursday,Jun,3,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14873,1,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Friday,Mazda,Urban,Monday,May,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14874,12,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Sunday,VW,Urban,Wednesday,May,1,Male,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14875,3,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Honda,Urban,Wednesday,Oct,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14876,16,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,VW,Urban,Friday,Oct,1,Male,Widow,41,Policy Holder,Sedan - Collision,Sedan,60000 to 69000,1,14877,6,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Saturday,Pontiac,Urban,Tuesday,May,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14878,3,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Friday,Pontiac,Urban,Friday,May,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14879,9,400,3,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Saturday,Pontiac,Urban,Tuesday,Jun,2,Male,Married,28,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14880,8,400,2,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Friday,Toyota,Urban,Monday,Nov,4,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14881,10,400,3,more than 30,more than 30,none,6 years,31 to 35,Yes,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Thursday,Pontiac,Urban,Saturday,Dec,3,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14882,14,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Wednesday,Pontiac,Urban,Monday,Oct,3,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14883,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Pontiac,Urban,Friday,Sep,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14884,5,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Honda,Rural,Wednesday,Sep,1,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14885,13,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Tuesday,Mazda,Urban,Thursday,Nov,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14886,16,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,2,Thursday,Toyota,Urban,Friday,Aug,3,Male,Single,42,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14887,3,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Saturday,Toyota,Urban,Tuesday,Aug,2,Male,Married,56,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14888,3,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Saturday,Pontiac,Urban,Wednesday,Jul,1,Male,Married,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14889,9,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Wednesday,Pontiac,Urban,Friday,Apr,4,Male,Married,31,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14890,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Wednesday,Mazda,Urban,Wednesday,Sep,4,Female,Single,58,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14891,6,400,3,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Tuesday,Honda,Urban,Wednesday,May,4,Male,Single,0,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14892,4,400,1,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Mazda,Urban,Thursday,May,1,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14893,7,500,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,VW,Urban,Monday,May,4,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14894,3,400,1,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Tuesday,Toyota,Urban,Wednesday,Jul,4,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14895,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Saturday,Honda,Urban,Tuesday,Nov,4,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14896,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Saturday,Honda,Urban,Monday,Oct,2,Male,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14897,6,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Thursday,Pontiac,Urban,Friday,Nov,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14898,13,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Tuesday,Pontiac,Urban,Thursday,Dec,4,Male,Married,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14899,7,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Chevrolet,Urban,Monday,Oct,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14900,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Tuesday,Pontiac,Urban,Tuesday,May,1,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14901,8,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Mazda,Urban,Friday,May,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14902,11,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Sunday,Mazda,Urban,Monday,May,2,Male,Single,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14903,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Ford,Urban,Monday,May,2,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14904,4,400,2,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Friday,Honda,Urban,Monday,Sep,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14905,2,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Thursday,Toyota,Rural,Monday,Oct,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14906,3,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Friday,Honda,Urban,Tuesday,Dec,3,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14907,10,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Mazda,Urban,Monday,Dec,3,Male,Married,49,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,14908,11,400,4,more than 30,more than 30,more than 4,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Mazda,Urban,Monday,Oct,2,Male,Married,59,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14909,5,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Monday,Mazda,Urban,Wednesday,Dec,3,Male,Single,34,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14910,2,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Tuesday,Pontiac,Urban,Wednesday,Nov,2,Female,Married,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14911,12,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,1,Sunday,Toyota,Urban,Wednesday,Dec,4,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,14912,12,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Friday,Pontiac,Urban,Friday,Sep,3,Female,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14913,7,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Thursday,Chevrolet,Urban,Thursday,Sep,4,Male,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14914,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Thursday,Honda,Urban,Tuesday,Sep,4,Male,Married,53,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14915,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Mazda,Urban,Monday,Jun,3,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14916,6,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Thursday,Honda,Urban,Friday,May,3,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14917,1,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Honda,Rural,Monday,May,5,Male,Single,25,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14918,4,400,2,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Pontiac,Urban,Sunday,Jan,1,Male,Married,44,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,14919,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Wednesday,Toyota,Urban,Thursday,Oct,4,Female,Married,54,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14920,16,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Friday,Honda,Urban,Wednesday,Nov,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14921,14,400,2,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Honda,Urban,Wednesday,Sep,5,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14922,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Friday,Dodge,Urban,Monday,Sep,3,Female,Married,31,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14923,3,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Saturday,Mazda,Urban,Monday,Aug,5,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14924,12,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Wednesday,Toyota,Urban,Thursday,Jul,5,Female,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14925,13,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,1 year,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Monday,VW,Urban,Wednesday,Aug,1,Female,Divorced,38,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,14926,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Thursday,Saturn,Urban,Monday,Jul,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14927,3,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Honda,Urban,Tuesday,Oct,2,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14928,4,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Wednesday,Chevrolet,Urban,Thursday,May,4,Male,Single,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14929,12,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Pontiac,Urban,Tuesday,May,5,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14930,5,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Wednesday,Mazda,Urban,Monday,May,2,Male,Married,55,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,14931,8,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Tuesday,Honda,Urban,Wednesday,Apr,4,Male,Married,47,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,14932,9,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Pontiac,Urban,Monday,Oct,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14933,13,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Chevrolet,Urban,Wednesday,Oct,2,Female,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14934,5,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Pontiac,Urban,Tuesday,Sep,4,Male,Married,52,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14935,12,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Monday,Pontiac,Urban,Monday,May,1,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14936,14,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,3,Tuesday,Ford,Urban,Wednesday,Apr,3,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,14937,14,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Thursday,Toyota,Urban,Thursday,Apr,3,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14938,12,400,2,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Honda,Rural,Tuesday,Aug,1,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14939,2,400,4,more than 30,more than 30,2 to 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Toyota,Urban,Wednesday,Nov,2,Male,Single,35,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14940,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Toyota,Urban,Tuesday,Jan,2,Male,Married,41,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14941,2,400,3,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Tuesday,Pontiac,Urban,Tuesday,Jan,2,Female,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14942,8,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Toyota,Urban,Tuesday,Oct,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,14943,12,400,1,8 to 15,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Wednesday,Dodge,Urban,Thursday,Nov,4,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14944,4,300,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,none,2 to 3 years,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Toyota,Rural,Wednesday,Nov,4,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14945,8,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Friday,Pontiac,Rural,Tuesday,Nov,4,Male,Married,57,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14946,8,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Wednesday,Chevrolet,Urban,Thursday,May,3,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14947,11,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Toyota,Rural,Friday,Jun,2,Male,Single,27,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14948,7,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Toyota,Urban,Friday,Oct,2,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14949,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Mazda,Urban,Tuesday,May,5,Male,Married,64,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14950,12,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Saturday,VW,Urban,Monday,May,5,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14951,12,400,1,more than 30,more than 30,none,5 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Toyota,Urban,Monday,Oct,4,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,14952,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Tuesday,Chevrolet,Urban,Monday,Oct,4,Male,Married,41,Policy Holder,Utility - All Perils,Utility,more than 69000,0,14953,6,400,3,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Monday,Oct,2,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14954,14,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Pontiac,Urban,Tuesday,Jan,1,Male,Single,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14955,12,400,3,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Pontiac,Urban,Monday,Jan,2,Male,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14956,5,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Monday,Toyota,Rural,Thursday,Apr,1,Male,Married,65,Third Party,Sedan - All Perils,Sedan,more than 69000,0,14957,9,400,4,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,2,Sunday,Honda,Rural,Monday,Jul,2,Male,Married,29,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14958,9,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Wednesday,Accura,Urban,Wednesday,Oct,2,Male,Married,45,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14959,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,5,Monday,Pontiac,Rural,Monday,Jul,5,Female,Single,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14960,16,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Saturday,Pontiac,Urban,Wednesday,Jan,1,Male,Single,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14961,10,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Tuesday,Chevrolet,Urban,Friday,Feb,1,Male,Single,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,14962,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Saturday,Mazda,Urban,Thursday,Jun,1,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,14963,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Pontiac,Urban,Monday,May,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14964,2,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,3,Tuesday,Mazda,Rural,Wednesday,May,3,Male,Married,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,14965,6,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,4,Monday,Pontiac,Urban,Tuesday,Aug,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14966,1,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,5,Tuesday,Mazda,Rural,Tuesday,Jun,5,Male,Single,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14967,2,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Sunday,Honda,Rural,Monday,Jun,4,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14968,11,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,1,Friday,Toyota,Urban,Wednesday,Sep,3,Male,Married,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14969,8,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Chevrolet,Urban,Monday,Oct,3,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14970,4,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Sunday,Pontiac,Urban,Monday,Nov,2,Male,Married,46,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14971,16,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Monday,Mazda,Urban,Tuesday,Sep,2,Female,Married,28,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,14972,13,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Pontiac,Urban,Tuesday,Oct,3,Male,Married,55,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14973,8,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Toyota,Urban,Monday,Jan,2,Female,Married,46,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14974,2,700,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Wednesday,Pontiac,Urban,Sunday,Jan,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,14975,14,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Toyota,Urban,Tuesday,Dec,2,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14976,7,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Thursday,Toyota,Urban,Friday,Mar,3,Male,Single,26,Policy Holder,Sedan - Liability,Sport,more than 69000,0,14977,5,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Saturday,Pontiac,Urban,Wednesday,May,4,Male,Married,76,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,14978,14,400,4,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Pontiac,Urban,Saturday,Oct,3,Male,Married,44,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,14979,9,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Friday,Mazda,Urban,Thursday,Aug,4,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14980,10,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Sunday,Mazda,Urban,Friday,Sep,1,Male,Married,40,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,14981,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Toyota,Urban,Wednesday,Dec,4,Male,Married,49,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14982,10,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Honda,Rural,Wednesday,Dec,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14983,13,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Saturday,Honda,Rural,Tuesday,Dec,4,Male,Single,29,Policy Holder,Sport - Collision,Sport,more than 69000,0,14984,6,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,4,Saturday,Honda,Urban,Tuesday,Sep,4,Male,Married,78,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14985,16,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Mazda,Urban,Friday,Sep,4,Male,Married,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,14986,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Sunday,Chevrolet,Urban,Wednesday,Sep,3,Female,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14987,13,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Sunday,Pontiac,Urban,Friday,Aug,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14988,5,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Saturday,Toyota,Urban,Tuesday,Jul,3,Male,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14989,15,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Wednesday,Toyota,Urban,Thursday,May,2,Female,Single,33,Policy Holder,Sedan - Liability,Sport,less than 20000,0,14990,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Wednesday,Mazda,Urban,Friday,Dec,2,Male,Married,37,Third Party,Sedan - All Perils,Sedan,less than 20000,0,14991,12,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Wednesday,Dec,2,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14992,2,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Thursday,Ford,Urban,Tuesday,Jan,1,Female,Single,26,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14993,5,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,2,Monday,Toyota,Urban,Monday,Mar,2,Female,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14994,12,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Tuesday,Chevrolet,Urban,Tuesday,Mar,1,Female,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,14995,10,500,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Honda,Urban,Friday,Dec,5,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,14996,11,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,5,Friday,Pontiac,Urban,Friday,Dec,5,Male,Married,51,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,14997,5,400,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Mercury,Urban,Tuesday,Oct,3,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,14998,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Honda,Urban,Wednesday,Oct,3,Male,Single,30,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,14999,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Thursday,Accura,Urban,Monday,Nov,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15000,15,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Friday,Pontiac,Urban,Monday,Jan,2,Male,Single,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15001,12,400,4,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Saturday,Chevrolet,Urban,Friday,Oct,3,Female,Married,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15002,7,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Wednesday,Mazda,Urban,Monday,Dec,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15003,12,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Ford,Urban,Thursday,Nov,3,Female,Single,25,Third Party,Sedan - Liability,Sport,30000 to 39000,0,15004,16,400,4,more than 30,more than 30,1,4 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Pontiac,Urban,Wednesday,Jul,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,less than 20000,0,15005,7,700,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Monday,Pontiac,Urban,Thursday,Jun,4,Male,Married,64,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15006,12,400,3,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,5,Friday,Pontiac,Urban,Friday,Apr,5,Female,Married,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15007,9,400,2,more than 30,more than 30,more than 4,6 years,41 to 50,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Wednesday,Mercury,Urban,Monday,Jan,2,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15008,13,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Toyota,Urban,Thursday,Oct,3,Male,Married,65,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15009,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,Yes,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Mazda,Rural,Monday,Oct,5,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15010,15,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Honda,Urban,Friday,Oct,4,Male,Single,40,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15011,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Sunday,Pontiac,Urban,Tuesday,Oct,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,15012,11,400,3,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Pontiac,Rural,Tuesday,Jun,4,Male,Married,61,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15013,8,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Sunday,Honda,Urban,Wednesday,Jun,3,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15014,15,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,5,Saturday,Accura,Urban,Tuesday,May,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,15015,12,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Wednesday,Nov,3,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15016,10,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,1 year,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Mazda,Urban,Friday,Aug,2,Male,Single,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15017,10,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Saturday,Chevrolet,Urban,Thursday,Jul,2,Male,Married,37,Third Party,Sedan - Collision,Sedan,more than 69000,0,15018,4,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Mazda,Urban,Monday,Jun,4,Male,Married,61,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15019,9,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Monday,Mazda,Urban,Thursday,Jun,3,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15020,8,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Friday,Toyota,Urban,Friday,Jan,2,Male,Married,37,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15021,8,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Sunday,Honda,Urban,Monday,Jul,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15022,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,3,Tuesday,Toyota,Urban,Friday,Sep,5,Female,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15023,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Monday,Toyota,Urban,Tuesday,Sep,3,Male,Married,44,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15024,9,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Sunday,Mazda,Urban,Monday,Dec,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15025,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,2,Friday,Honda,Urban,Friday,May,2,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15026,3,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Wednesday,Mazda,Urban,Thursday,May,3,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15027,9,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Toyota,Urban,Tuesday,Jun,2,Male,Married,38,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15028,16,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Wednesday,Honda,Urban,Friday,Sep,4,Female,Single,28,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15029,6,400,3,8 to 15,8 to 15,1,6 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Friday,Toyota,Urban,Monday,Oct,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15030,3,400,2,more than 30,more than 30,none,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Wednesday,Pontiac,Urban,Monday,Dec,3,Male,Single,18,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15031,2,400,2,more than 30,more than 30,2 to 4,2 years,21 to 25,Yes,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Honda,Rural,Wednesday,Dec,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15032,6,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Tuesday,Honda,Urban,Wednesday,Dec,4,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15033,8,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Wednesday,Chevrolet,Urban,Wednesday,Dec,4,Male,Married,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15034,2,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Friday,Mazda,Urban,Thursday,Dec,5,Female,Single,42,Third Party,Sedan - Liability,Sport,40000 to 59000,0,15035,3,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,Yes,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Saturday,Pontiac,Urban,Tuesday,Nov,5,Female,Married,53,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15036,12,700,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Wednesday,Honda,Urban,Thursday,Oct,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15037,13,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Saturday,Chevrolet,Rural,Tuesday,Aug,5,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15038,14,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Monday,Chevrolet,Urban,Monday,May,4,Male,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15039,1,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,3,Wednesday,Toyota,Urban,Tuesday,Jul,2,Female,Divorced,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15040,7,400,2,more than 30,more than 30,1,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,3,Friday,Pontiac,Urban,Friday,Dec,3,Female,Single,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15041,15,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Chevrolet,Urban,Friday,Dec,1,Male,Single,34,Third Party,Sedan - Collision,Sedan,more than 69000,0,15042,2,400,3,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Sunday,Mazda,Urban,Wednesday,Apr,3,Female,Married,32,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15043,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,1,Friday,Toyota,Urban,Monday,Jul,1,Female,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15044,14,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Thursday,Chevrolet,Urban,Friday,Oct,2,Male,Married,32,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15045,7,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Mazda,Urban,Saturday,Oct,4,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,1,15046,13,500,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Tuesday,Chevrolet,Urban,Monday,Oct,3,Female,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15047,2,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Wednesday,Toyota,Urban,Wednesday,Jul,2,Male,Married,33,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15048,1,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Apr,1,Saturday,Chevrolet,Rural,Thursday,May,4,Male,Married,57,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15049,1,400,1,more than 30,more than 30,none,6 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,1,Tuesday,Pontiac,Urban,Thursday,May,1,Female,Married,36,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15050,9,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Friday,Chevrolet,Urban,Monday,Jun,2,Female,Single,32,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15051,13,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Friday,Toyota,Rural,Monday,Jun,1,Male,Single,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15052,7,400,1,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Pontiac,Rural,Tuesday,Nov,2,Male,Single,30,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15053,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Thursday,Pontiac,Urban,Thursday,Jun,3,Female,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15054,6,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Friday,Honda,Urban,Wednesday,Aug,1,Female,Single,35,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15055,14,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Saturday,Pontiac,Urban,Monday,Oct,1,Male,Single,28,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15056,8,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Mazda,Urban,Tuesday,Oct,3,Male,Single,30,Third Party,Sedan - Collision,Sedan,less than 20000,0,15057,1,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Monday,Accura,Urban,Monday,Oct,4,Male,Married,62,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15058,11,400,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,3 to 5,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Monday,Mazda,Urban,Friday,Nov,1,Male,Married,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15059,16,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Chevrolet,Urban,Friday,Jan,2,Male,Married,41,Third Party,Sedan - All Perils,Sedan,40000 to 59000,0,15060,14,400,3,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Saturday,Honda,Urban,Monday,Mar,4,Male,Married,39,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15061,9,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Accura,Urban,Wednesday,Oct,3,Male,Single,61,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,15062,2,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Monday,Nov,3,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15063,4,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Thursday,Honda,Urban,Friday,Aug,3,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15064,3,400,1,more than 30,more than 30,1,4 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Wednesday,Honda,Urban,Friday,Jun,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15065,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Honda,Urban,Tuesday,Oct,3,Male,Married,66,Policy Holder,Sport - Collision,Sport,more than 69000,1,15066,2,400,2,more than 30,more than 30,none,6 years,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Sep,1,Thursday,Pontiac,Urban,Thursday,Sep,1,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15067,5,700,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Ford,Urban,Wednesday,Oct,4,Male,Married,36,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15068,15,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Tuesday,Ford,Urban,Saturday,Oct,1,Male,Married,70,Third Party,Sedan - Liability,Sport,60000 to 69000,0,15069,16,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,2,Friday,Pontiac,Urban,Friday,Sep,2,Male,Married,52,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15070,12,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Friday,Honda,Urban,Thursday,Oct,1,Male,Married,35,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,15071,2,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,4,Friday,Pontiac,Urban,Monday,Sep,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,15072,7,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Tuesday,Chevrolet,Rural,Friday,Dec,3,Male,Married,41,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15073,5,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Sunday,Toyota,Urban,Tuesday,Jul,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15074,3,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Wednesday,Mercury,Urban,Tuesday,Apr,2,Male,Single,42,Third Party,Sedan - All Perils,Sedan,more than 69000,0,15075,9,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,5,Saturday,Chevrolet,Urban,Monday,Aug,1,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15076,7,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Thursday,Toyota,Urban,Friday,Oct,2,Male,Married,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15077,12,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,5,Friday,Mazda,Urban,Monday,Oct,1,Male,Single,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15078,14,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Tuesday,Sep,4,Male,Married,63,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15079,15,400,2,more than 30,more than 30,1,7 years,51 to 65,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Honda,Urban,Monday,Oct,4,Male,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15080,8,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,1,Tuesday,Honda,Urban,Wednesday,Nov,1,Male,Married,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15081,6,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Monday,Toyota,Rural,Tuesday,Oct,1,Male,Married,66,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15082,10,400,1,more than 30,more than 30,none,6 years,over 65,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Tuesday,Toyota,Urban,Friday,Oct,1,Male,Married,66,Third Party,Sedan - Liability,Sport,40000 to 59000,0,15083,5,400,1,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,Internal,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Honda,Urban,Tuesday,Oct,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15084,7,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Friday,Toyota,Urban,Monday,Oct,1,Male,Married,64,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15085,12,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Honda,Urban,Tuesday,Oct,1,Male,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15086,2,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Honda,Urban,Tuesday,Sep,1,Female,Single,20,Third Party,Sport - Collision,Sport,more than 69000,0,15087,1,400,3,more than 30,more than 30,none,5 years,21 to 25,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,3,Wednesday,Honda,Urban,Monday,Oct,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15088,3,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Friday,Honda,Urban,Monday,May,5,Female,Married,50,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15089,3,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Thursday,Saturn,Urban,Wednesday,Nov,1,Male,Married,28,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,15090,4,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Sunday,Mazda,Rural,Wednesday,Sep,2,Male,Married,42,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,15091,3,400,2,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,1,Tuesday,Toyota,Urban,Thursday,Jul,2,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15092,8,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,1,Wednesday,Mazda,Urban,Friday,Apr,2,Male,Single,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15093,16,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Saturday,Pontiac,Urban,Wednesday,Oct,2,Male,Married,27,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15094,6,400,2,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Wednesday,Honda,Urban,Wednesday,Oct,4,Male,Married,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15095,11,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Saturday,Pontiac,Urban,Monday,May,4,Female,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15096,7,400,3,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Toyota,Urban,Wednesday,Nov,4,Male,Married,65,Third Party,Sedan - Liability,Sport,30000 to 39000,0,15097,12,500,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Sunday,Chevrolet,Urban,Monday,Jul,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15098,14,700,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Thursday,Pontiac,Urban,Thursday,Jun,1,Female,Married,50,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15099,2,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Wednesday,Mazda,Rural,Thursday,May,4,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15100,12,400,3,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Chevrolet,Urban,Tuesday,Jan,3,Male,Single,30,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15101,16,400,1,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Toyota,Urban,Friday,Jan,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15102,5,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,3,Sunday,Pontiac,Urban,Monday,Jan,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,15103,9,400,3,more than 30,more than 30,more than 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Pontiac,Urban,Tuesday,Nov,2,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15104,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Ford,Urban,Wednesday,Nov,1,Male,Married,44,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15105,13,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Wednesday,Pontiac,Urban,Wednesday,Jan,3,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,15106,6,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Thursday,Mazda,Urban,Friday,Oct,3,Male,Married,54,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,15107,6,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,1 year,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Toyota,Urban,Friday,Sep,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15108,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Wednesday,Toyota,Urban,Friday,Jun,4,Male,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15109,10,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Friday,Toyota,Urban,Monday,Jun,3,Female,Married,37,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,15110,7,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Pontiac,Urban,Friday,Jan,2,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15111,7,400,2,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Thursday,Honda,Urban,Friday,Oct,3,Male,Married,68,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,15112,16,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,3,Wednesday,Mazda,Urban,Thursday,Mar,5,Male,Married,49,Third Party,Sedan - Liability,Sport,30000 to 39000,0,15113,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,Yes,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Friday,Mazda,Urban,Thursday,Aug,2,Female,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15114,14,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,4,Tuesday,Mazda,Urban,Wednesday,Sep,4,Female,Single,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15115,1,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Thursday,Honda,Urban,Tuesday,Oct,4,Male,Single,28,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15116,11,400,2,more than 30,more than 30,2 to 4,3 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Friday,Pontiac,Urban,Monday,Oct,2,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,15117,14,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Saturday,Honda,Urban,Tuesday,Oct,2,Male,Married,63,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15118,2,400,1,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Monday,Toyota,Urban,Tuesday,Sep,4,Female,Married,41,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15119,16,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Monday,Pontiac,Urban,Tuesday,Jun,2,Female,Married,36,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15120,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Chevrolet,Urban,Tuesday,Oct,4,Male,Married,50,Policy Holder,Utility - All Perils,Utility,more than 69000,1,15121,9,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,All Perils, - ,Utility - All Perils,TRUE
+Nov,4,Monday,Mazda,Urban,Tuesday,Nov,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15122,2,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Thursday,Honda,Urban,Friday,Aug,2,Male,Married,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15123,9,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,1,Friday,Toyota,Rural,Wednesday,Aug,4,Male,Single,27,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15124,2,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Monday,Honda,Urban,Tuesday,Jul,3,Female,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15125,14,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Wednesday,Mazda,Urban,Thursday,Feb,1,Female,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15126,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Tuesday,Pontiac,Urban,Friday,Feb,1,Male,Single,28,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15127,13,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Mazda,Urban,Thursday,Feb,1,Male,Single,23,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15128,10,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Honda,Urban,Thursday,Feb,1,Male,Married,44,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15129,7,700,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Apr,2,Wednesday,Pontiac,Urban,Thursday,Apr,5,Male,Married,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15130,2,400,3,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,1 to 2,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,3,Friday,Pontiac,Urban,Thursday,Nov,2,Male,Married,60,Policy Holder,Sedan - Collision,Sedan,less than 20000,1,15131,9,400,3,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Pontiac,Urban,Monday,Oct,4,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15132,6,400,2,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Toyota,Urban,Thursday,Oct,4,Male,Single,26,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15133,11,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Thursday,Mazda,Urban,Friday,Jun,2,Female,Married,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15134,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Pontiac,Rural,Friday,Jun,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15135,6,400,2,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,1,Monday,Mazda,Urban,Wednesday,Jun,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15136,7,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Saturday,Pontiac,Urban,Thursday,Oct,4,Male,Single,33,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,15137,1,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Sunday,Honda,Urban,Monday,Jan,1,Male,Married,59,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15138,4,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,3,Monday,Pontiac,Urban,Friday,Jun,1,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15139,8,400,4,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,1,Thursday,Ford,Urban,Tuesday,Sep,4,Male,Married,66,Policy Holder,Sedan - Liability,Sport,60000 to 69000,0,15140,5,400,4,more than 30,more than 30,1,more than 7,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Monday,Honda,Urban,Tuesday,Aug,5,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15141,3,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,2,Friday,Mazda,Urban,Friday,Sep,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15142,11,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Monday,Pontiac,Urban,Wednesday,Nov,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15143,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Sunday,Toyota,Urban,Monday,Oct,4,Female,Widow,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15144,6,400,4,more than 30,more than 30,1,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,2,Saturday,Honda,Urban,Thursday,Dec,3,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15145,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,2,Thursday,Mazda,Urban,Friday,Dec,2,Female,Single,54,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15146,14,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Toyota,Urban,Monday,Feb,1,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15147,12,400,4,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Friday,Toyota,Urban,Friday,Jun,1,Male,Married,28,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15148,1,500,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Friday,Pontiac,Urban,Monday,Jun,1,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,15149,14,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,4,Thursday,Toyota,Urban,Monday,Sep,2,Female,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15150,6,400,2,more than 30,more than 30,1,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Saturday,Pontiac,Urban,Tuesday,Oct,3,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15151,15,400,4,none,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Toyota,Urban,Thursday,Jul,3,Male,Married,53,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15152,10,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,1,Wednesday,Honda,Urban,Thursday,May,1,Male,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15153,2,400,4,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Tuesday,Chevrolet,Urban,Wednesday,Jul,4,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15154,16,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Honda,Urban,Thursday,Jan,4,Male,Married,34,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15155,4,400,4,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Sunday,Chevrolet,Urban,Monday,Oct,4,Male,Single,25,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15156,13,400,1,more than 30,more than 30,more than 4,4 years,26 to 30,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Toyota,Urban,Friday,Oct,5,Male,Married,52,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15157,13,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Toyota,Urban,Saturday,Dec,3,Male,Married,45,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15158,7,400,1,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Sunday,Chevrolet,Urban,Wednesday,Jun,2,Male,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15159,6,400,1,more than 30,more than 30,2 to 4,4 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Monday,Pontiac,Urban,Friday,Oct,2,Male,Single,53,Policy Holder,Utility - All Perils,Utility,more than 69000,0,15160,4,700,1,more than 30,more than 30,more than 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Sunday,Pontiac,Rural,Tuesday,Dec,3,Male,Married,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15161,4,400,1,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Sunday,Pontiac,Urban,Tuesday,Nov,5,Male,Married,60,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15162,5,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,5,Wednesday,Toyota,Urban,Wednesday,Jun,5,Male,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15163,4,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,4,Friday,Toyota,Urban,Friday,Apr,1,Female,Single,23,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15164,5,400,2,more than 30,more than 30,2 to 4,3 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Monday,Chevrolet,Urban,Tuesday,Oct,5,Male,Married,28,Third Party,Utility - All Perils,Utility,more than 69000,0,15165,6,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,3,Monday,Accura,Urban,Tuesday,Dec,3,Male,Married,44,Policy Holder,Utility - Liability,Utility,more than 69000,0,15166,14,400,2,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,more than 5,no change,1 vehicle,1996,Liability, - ,Utility - Liability,TRUE
+Jan,4,Tuesday,Mazda,Urban,Friday,Jan,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15167,1,400,1,more than 30,more than 30,2 to 4,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,1,Friday,Toyota,Rural,Tuesday,Aug,2,Male,Married,46,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15168,13,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Pontiac,Rural,Monday,Oct,3,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15169,2,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Friday,Toyota,Urban,Wednesday,Oct,3,Male,Married,53,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15170,16,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,3,Wednesday,Pontiac,Urban,Wednesday,Oct,2,Female,Single,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15171,3,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Thursday,Honda,Urban,Thursday,Jun,2,Male,Single,27,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15172,15,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,Internal,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Wednesday,Toyota,Urban,Tuesday,Sep,4,Male,Married,64,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15173,4,400,1,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Monday,Pontiac,Urban,Monday,Sep,1,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15174,2,400,2,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Friday,Honda,Urban,Wednesday,Nov,5,Male,Single,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15175,8,400,1,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Pontiac,Urban,Monday,Oct,5,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15176,7,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Sunday,Mazda,Urban,Monday,May,2,Female,Married,50,Third Party,Sedan - All Perils,Sedan,more than 69000,0,15177,11,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,5,Sunday,Honda,Urban,Monday,May,5,Male,Married,32,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15178,2,400,2,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Mazda,Urban,Tuesday,Jun,4,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15179,5,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Honda,Urban,Monday,Oct,1,Male,Single,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15180,16,400,3,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Friday,Mazda,Urban,Monday,Mar,2,Female,Single,42,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15181,11,400,4,more than 30,more than 30,1,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Tuesday,Toyota,Urban,Wednesday,Oct,4,Female,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15182,3,400,4,more than 30,more than 30,1,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,1,Tuesday,Pontiac,Urban,Tuesday,Oct,1,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15183,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Sunday,Honda,Rural,Monday,Jun,2,Female,Married,45,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15184,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Tuesday,Chevrolet,Urban,Tuesday,Oct,2,Male,Married,37,Policy Holder,Sedan - Liability,Sport,40000 to 59000,0,15185,5,400,2,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,4,Tuesday,Toyota,Urban,Tuesday,Jan,5,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,15186,7,400,3,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,4,Friday,Chevrolet,Urban,Tuesday,Jul,4,Male,Married,55,Policy Holder,Sedan - Collision,Sedan,40000 to 59000,0,15187,8,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,5,Monday,Pontiac,Urban,Friday,Sep,4,Male,Single,29,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15188,16,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Monday,Toyota,Urban,Thursday,Aug,3,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15189,9,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,1,Wednesday,Mazda,Urban,Thursday,Jun,1,Male,Married,70,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,15190,15,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Friday,Pontiac,Urban,Monday,Jul,5,Male,Single,30,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15191,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Pontiac,Urban,Thursday,May,2,Male,Married,45,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,15192,9,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Friday,Pontiac,Urban,Thursday,Jan,4,Male,Married,40,Policy Holder,Utility - All Perils,Utility,40000 to 59000,0,15193,12,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Oct,1,Sunday,Honda,Urban,Monday,Oct,1,Male,Single,21,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15194,12,400,3,more than 30,more than 30,1,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Friday,Mazda,Urban,Monday,Nov,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15195,14,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Monday,Pontiac,Rural,Tuesday,Feb,3,Male,Married,29,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15196,1,400,1,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,3,Monday,Ford,Urban,Monday,Jul,5,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15197,10,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Saturday,Mazda,Rural,Monday,Oct,3,Male,Single,27,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15198,12,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,1 year,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Wednesday,VW,Urban,Thursday,Dec,4,Male,Married,33,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15199,12,500,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,3 to 5,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,3,Monday,Pontiac,Urban,Monday,Oct,5,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15200,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Honda,Urban,Tuesday,Oct,5,Female,Single,29,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15201,7,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,1,Sunday,Mazda,Rural,Thursday,Sep,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,15202,8,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,2,Thursday,Honda,Urban,Tuesday,Apr,3,Male,Married,55,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15203,12,400,4,more than 30,more than 30,none,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Saturday,Saab,Urban,Wednesday,Apr,2,Male,Married,64,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15204,1,400,1,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Tuesday,Pontiac,Urban,Monday,Mar,4,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15205,1,400,3,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Wednesday,Ford,Urban,Friday,Nov,1,Male,Married,38,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,15206,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Sunday,Pontiac,Urban,Wednesday,Feb,3,Female,Single,76,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15207,13,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Monday,Mazda,Urban,Monday,Feb,2,Male,Married,55,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15208,10,400,4,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Monday,Toyota,Urban,Thursday,Feb,2,Male,Married,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15209,13,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,5,Monday,Mazda,Urban,Monday,Jan,5,Male,Single,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15210,12,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Thursday,Toyota,Urban,Friday,Jan,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15211,13,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Toyota,Urban,Tuesday,Feb,2,Male,Married,59,Third Party,Sedan - Collision,Sedan,less than 20000,0,15212,10,400,1,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,5,Saturday,Mazda,Urban,Monday,Feb,1,Male,Single,34,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15213,4,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Wednesday,Pontiac,Urban,Monday,Jan,4,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15214,10,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Thursday,Accura,Urban,Tuesday,Jan,4,Male,Married,63,Policy Holder,Utility - All Perils,Utility,more than 69000,0,15215,1,400,3,more than 30,more than 30,none,6 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,2,Friday,Mazda,Rural,Friday,Jan,3,Male,Married,30,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15216,5,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Pontiac,Rural,Monday,Jan,2,Male,Married,38,Third Party,Sedan - Liability,Sport,more than 69000,0,15217,7,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Pontiac,Rural,Tuesday,Jan,2,Male,Married,47,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15218,5,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Monday,Mazda,Urban,Tuesday,Jan,2,Male,Married,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15219,7,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Monday,Toyota,Urban,Monday,Jan,2,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15220,12,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Thursday,Toyota,Urban,Friday,Oct,4,Female,Married,54,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15221,6,400,2,more than 30,more than 30,1,6 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Sunday,Pontiac,Urban,Tuesday,Jan,1,Male,Married,45,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15222,10,400,2,more than 30,more than 30,none,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Monday,Mazda,Urban,Monday,Jan,2,Male,Married,73,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15223,11,400,2,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Thursday,Honda,Urban,Tuesday,Jan,2,Male,Married,62,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15224,1,400,3,more than 30,more than 30,2 to 4,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,2,Saturday,Toyota,Urban,Wednesday,Oct,3,Male,Single,35,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15225,2,400,1,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,1,Sunday,Pontiac,Urban,Friday,Oct,2,Male,Married,40,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15226,16,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jul,2,Monday,Accura,Urban,Tuesday,Jul,2,Male,Single,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,15227,14,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,4,Thursday,Toyota,Urban,Thursday,Oct,4,Male,Married,52,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15228,15,400,1,more than 30,more than 30,none,7 years,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Friday,Apr,1,Female,Single,33,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15229,16,400,1,more than 30,more than 30,more than 4,4 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Pontiac,Urban,Wednesday,Mar,4,Female,Single,33,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15230,4,400,1,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Friday,Chevrolet,Urban,Tuesday,Oct,5,Male,Married,64,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15231,12,400,3,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Saturday,Chevrolet,Urban,Wednesday,Jan,1,Male,Married,34,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15232,2,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,3,Monday,Mazda,Urban,Monday,Jan,2,Female,Single,55,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15233,3,400,2,more than 30,more than 30,1,3 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,1,Saturday,VW,Urban,Wednesday,Mar,5,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,15234,5,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Pontiac,Urban,Monday,Mar,1,Male,Single,33,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15235,5,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Tuesday,Pontiac,Urban,Wednesday,Feb,3,Male,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15236,15,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Monday,Toyota,Urban,Friday,Feb,3,Male,Married,65,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15237,6,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Tuesday,Chevrolet,Urban,Monday,Jan,2,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15238,10,400,4,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Saturday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,36,Third Party,Sedan - Collision,Sedan,40000 to 59000,0,15239,10,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Friday,Chevrolet,Urban,Monday,Oct,5,Female,Married,31,Third Party,Sedan - All Perils,Sedan,more than 69000,0,15240,2,400,1,more than 30,more than 30,1,4 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,4,Thursday,Ford,Urban,Friday,May,1,Male,Married,41,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15241,16,400,2,more than 30,more than 30,1,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,1,Wednesday,Mazda,Rural,Wednesday,Jun,2,Male,Married,32,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15242,13,400,3,more than 30,more than 30,none,5 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,5,Tuesday,Chevrolet,Urban,Wednesday,Jun,1,Male,Single,18,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15243,15,400,4,more than 30,more than 30,more than 4,4 years,21 to 25,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,2,Tuesday,Honda,Urban,Monday,May,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15244,7,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,2,Friday,Honda,Urban,Tuesday,Jun,3,Male,Single,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15245,10,400,2,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Apr,1,Tuesday,Mazda,Urban,Friday,Apr,4,Male,Single,29,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15246,3,400,4,more than 30,more than 30,1,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,4,Wednesday,Chevrolet,Urban,Tuesday,Jun,4,Male,Married,36,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,15247,11,400,1,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Saturday,Chevrolet,Urban,Wednesday,Jun,4,Male,Married,36,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15248,13,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,Internal,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,3,Wednesday,Pontiac,Urban,Tuesday,Jun,3,Female,Single,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15249,1,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,4,Wednesday,Toyota,Urban,Friday,Aug,1,Male,Married,60,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15250,14,500,4,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,none,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Friday,Toyota,Urban,Tuesday,Nov,2,Male,Married,53,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15251,15,400,1,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,5,Tuesday,Pontiac,Urban,Friday,Jul,4,Male,Divorced,37,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,15252,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,5,Monday,Pontiac,Urban,Thursday,Dec,1,Male,Married,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15253,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Sunday,Mercury,Urban,Tuesday,Feb,2,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15254,1,400,1,more than 30,more than 30,1,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,1,Sunday,Pontiac,Urban,Thursday,Feb,2,Male,Married,77,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15255,5,400,2,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,5,Wednesday,Dodge,Urban,Wednesday,May,5,Female,Married,32,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15256,13,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,4,Monday,Pontiac,Urban,Tuesday,May,4,Male,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15257,10,400,1,15 to 30,15 to 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,3,Saturday,Pontiac,Urban,Monday,Aug,4,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15258,10,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,2,Monday,Chevrolet,Rural,Monday,Jul,2,Male,Married,53,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,15259,9,400,3,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Saturday,Chevrolet,Urban,Thursday,Nov,1,Male,Married,52,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15260,3,400,3,more than 30,more than 30,1,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Friday,Honda,Urban,Monday,Dec,1,Male,Married,55,Third Party,Sport - Collision,Sport,more than 69000,0,15261,4,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,5,Saturday,Toyota,Urban,Thursday,Nov,1,Male,Married,37,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15262,8,400,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,3,Monday,Honda,Urban,Thursday,Mar,3,Male,Single,0,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15263,5,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jul,1,Tuesday,Pontiac,Urban,Thursday,Jul,3,Male,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15264,12,400,4,more than 30,more than 30,1,7 years,31 to 35,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Toyota,Urban,Tuesday,Oct,5,Male,Married,49,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15265,16,400,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,5,Friday,Chevrolet,Urban,Friday,Feb,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15266,11,400,3,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Dodge,Urban,Wednesday,Nov,2,Male,Single,24,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15267,7,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Sep,5,Friday,Mazda,Urban,Friday,Oct,2,Male,Single,31,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15268,2,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Sunday,VW,Urban,Tuesday,Jan,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15269,14,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+May,2,Monday,Mazda,Urban,Tuesday,May,2,Male,Married,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15270,2,400,1,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,5,Wednesday,Honda,Urban,Friday,Sep,1,Male,Married,36,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15271,6,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,1,Monday,Pontiac,Urban,Friday,Jun,3,Male,Married,26,Third Party,Sedan - Liability,Sport,more than 69000,0,15272,9,400,3,more than 30,more than 30,more than 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,4,Monday,Toyota,Urban,Friday,Oct,4,Male,Married,51,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15273,9,400,3,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,2,Tuesday,Accura,Urban,Wednesday,Mar,4,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15274,14,400,4,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Monday,Honda,Urban,Tuesday,May,1,Male,Single,0,Third Party,Sedan - Collision,Sedan,more than 69000,0,15275,1,400,2,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,3,Wednesday,Toyota,Urban,Wednesday,Aug,1,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,15276,8,400,1,more than 30,more than 30,none,6 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Sunday,Toyota,Urban,Friday,Apr,1,Male,Single,40,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15277,4,400,4,more than 30,more than 30,none,6 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,2,Thursday,Accura,Urban,Thursday,Mar,2,Female,Single,49,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15278,13,400,3,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Saturday,Honda,Urban,Friday,Feb,3,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15279,7,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,4,Wednesday,Mazda,Urban,Monday,Feb,4,Male,Single,34,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15280,12,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Tuesday,Pontiac,Urban,Tuesday,Jan,4,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15281,9,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Friday,Mazda,Urban,Monday,Jun,3,Male,Married,36,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15282,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+May,4,Sunday,Mazda,Urban,Monday,May,4,Female,Single,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15283,15,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,2,Wednesday,Chevrolet,Urban,Friday,Oct,3,Male,Married,40,Policy Holder,Utility - All Perils,Utility,more than 69000,0,15284,12,700,2,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Aug,4,Sunday,Honda,Urban,Monday,Aug,4,Male,Married,50,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15285,13,400,4,more than 30,more than 30,2 to 4,5 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,4,Monday,Pontiac,Urban,Tuesday,Aug,4,Male,Single,35,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15286,7,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Thursday,Honda,Urban,Friday,Nov,3,Male,Married,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15287,2,400,4,none,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Aug,2,Wednesday,Mazda,Urban,Thursday,Aug,2,Male,Married,55,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,15288,3,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Tuesday,Toyota,Urban,Friday,Jun,4,Male,Married,64,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15289,8,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,none,1 year,2 vehicles,1996,All Perils, - ,Sedan - All Perils,TRUE
+Aug,1,Wednesday,Chevrolet,Urban,Thursday,Aug,2,Male,Single,69,Policy Holder,Utility - All Perils,Utility,more than 69000,0,15290,6,400,2,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Nov,3,Tuesday,Honda,Urban,Tuesday,Feb,2,Female,Married,39,Policy Holder,Sport - Collision,Sport,more than 69000,0,15291,15,400,3,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Oct,2,Monday,Ford,Rural,Thursday,Jan,4,Male,Single,24,Policy Holder,Utility - All Perils,Utility,more than 69000,0,15292,8,400,3,more than 30,more than 30,none,4 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Jan,4,Sunday,Pontiac,Urban,Tuesday,Jan,4,Male,Single,36,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15293,5,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Monday,Accura,Urban,Monday,Jan,4,Male,Married,41,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,15294,8,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Sunday,Mazda,Urban,Tuesday,Jan,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15295,10,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Aug,3,Tuesday,Honda,Urban,Friday,Sep,2,Male,Married,54,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15296,5,400,2,more than 30,more than 30,1,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Wednesday,Toyota,Rural,Friday,Nov,4,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15297,12,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Saturday,Chevrolet,Urban,Wednesday,Nov,2,Male,Married,43,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15298,2,400,1,more than 30,more than 30,none,6 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,4,Tuesday,Toyota,Urban,Tuesday,Sep,4,Male,Married,36,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15299,10,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jun,2,Sunday,Ford,Urban,Wednesday,Jun,4,Male,Married,77,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,15300,12,400,4,more than 30,more than 30,more than 4,6 years,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,2,Monday,Pontiac,Urban,Monday,Jun,3,Male,Married,41,Third Party,Sedan - All Perils,Sedan,less than 20000,1,15301,7,500,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,2 to 3 years,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jul,3,Thursday,Mazda,Urban,Friday,Jul,3,Male,Married,47,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15302,5,400,2,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Saturday,Honda,Urban,Monday,Feb,3,Male,Married,49,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15303,14,400,3,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Friday,Honda,Urban,Friday,Feb,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15304,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,3,Sunday,Toyota,Urban,Thursday,Jan,4,Male,Married,37,Policy Holder,Sedan - All Perils,Sedan,less than 20000,0,15305,12,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Oct,5,Saturday,Pontiac,Rural,Friday,Jan,3,Male,Married,58,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15306,1,400,2,more than 30,more than 30,1,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Tuesday,Toyota,Urban,Tuesday,Feb,2,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15307,9,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,2,Tuesday,Pontiac,Urban,Wednesday,Feb,2,Male,Married,45,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15308,8,400,1,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,1,Sunday,Saab,Urban,Tuesday,Nov,3,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,1,15309,11,400,3,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Thursday,Chevrolet,Urban,Monday,Apr,1,Male,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15310,14,400,2,more than 30,more than 30,none,2 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Mar,3,Sunday,Toyota,Urban,Tuesday,Mar,4,Female,Married,42,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15311,10,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Oct,5,Sunday,Pontiac,Urban,Wednesday,Nov,1,Male,Single,26,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15312,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Wednesday,Mazda,Urban,Thursday,Jan,1,Male,Married,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15313,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Thursday,Honda,Urban,Thursday,Jan,1,Male,Single,26,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15314,13,400,1,more than 30,more than 30,1,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,5,Saturday,Pontiac,Urban,Monday,Jan,5,Female,Single,47,Policy Holder,Sedan - Liability,Sport,less than 20000,0,15315,6,700,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Sunday,Chevrolet,Urban,Tuesday,Jan,1,Male,Married,48,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15316,11,400,4,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Tuesday,Mazda,Urban,Wednesday,Feb,4,Male,Married,28,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15317,7,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+May,4,Monday,Mazda,Urban,Wednesday,May,4,Male,Single,24,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15318,13,400,2,15 to 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Mar,4,Tuesday,Pontiac,Urban,Friday,Apr,1,Male,Married,46,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15319,7,400,2,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,4,Monday,Pontiac,Urban,Tuesday,Mar,5,Male,Single,34,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15320,1,400,2,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Thursday,Pontiac,Urban,Thursday,Feb,3,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15321,8,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Wednesday,Pontiac,Urban,Wednesday,Oct,3,Male,Married,31,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15322,10,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Sep,5,Thursday,Chevrolet,Urban,Friday,Sep,5,Female,Single,27,Third Party,Sedan - All Perils,Sedan,more than 69000,0,15323,15,400,4,more than 30,more than 30,none,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Saturday,Toyota,Urban,Monday,Jan,2,Male,Married,52,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15324,9,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Saturday,Mazda,Urban,Monday,Jan,1,Male,Married,43,Third Party,Sedan - Liability,Sport,30000 to 39000,0,15325,3,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,5,Friday,Pontiac,Urban,Tuesday,Jan,1,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15326,16,400,4,more than 30,more than 30,2 to 4,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,3,Monday,Chevrolet,Urban,Wednesday,Dec,5,Male,Married,54,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,15327,4,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Toyota,Urban,Thursday,Feb,2,Male,Married,43,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15328,8,400,4,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Tuesday,Mazda,Urban,Tuesday,Jan,4,Male,Married,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15329,16,400,1,more than 30,more than 30,1,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Friday,Accura,Urban,Friday,Jan,2,Male,Married,59,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15330,8,400,1,more than 30,more than 30,more than 4,more than 7,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Friday,Toyota,Urban,Friday,Jan,2,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15331,3,400,3,more than 30,more than 30,1,5 years,36 to 40,No,No,External,none,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Feb,4,Saturday,Chevrolet,Urban,Tuesday,Mar,1,Male,Married,68,Policy Holder,Sedan - Liability,Sport,more than 69000,0,15332,14,400,1,more than 30,more than 30,more than 4,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Saturday,Chevrolet,Urban,Tuesday,Feb,2,Male,Married,73,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15333,13,400,3,more than 30,more than 30,2 to 4,more than 7,over 65,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Saturday,Toyota,Urban,Tuesday,Feb,2,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15334,14,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,4,Thursday,Toyota,Urban,Wednesday,Mar,1,Male,Married,79,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15335,5,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Thursday,Toyota,Urban,Thursday,Jan,4,Male,Married,48,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,15336,6,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,4,Sunday,Honda,Rural,Thursday,Oct,4,Male,Married,22,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15337,3,400,3,more than 30,more than 30,1,5 years,26 to 30,Yes,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Oct,2,Monday,Honda,Urban,Thursday,Oct,4,Male,Married,29,Third Party,Sedan - Liability,Sport,20000 to 29000,0,15338,16,400,4,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Sep,3,Friday,Mazda,Urban,Monday,Oct,3,Female,Married,61,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15339,6,400,4,more than 30,more than 30,1,7 years,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,4,Wednesday,Chevrolet,Rural,Wednesday,Dec,5,Male,Married,37,Policy Holder,Utility - Liability,Utility,more than 69000,0,15340,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Utility - Liability,TRUE
+Aug,4,Friday,Accura,Urban,Tuesday,Aug,5,Male,Single,56,Third Party,Sedan - All Perils,Sedan,more than 69000,0,15341,11,400,2,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,1,Monday,Honda,Urban,Tuesday,Nov,2,Male,Married,39,Third Party,Sport - Collision,Sport,more than 69000,0,15342,4,400,1,15 to 30,more than 30,none,2 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+Jun,4,Saturday,Mazda,Urban,Monday,Jul,2,Male,Single,21,Third Party,Sport - Collision,Sport,more than 69000,0,15343,1,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sport - Collision,TRUE
+May,4,Thursday,Chevrolet,Urban,Friday,May,4,Male,Single,35,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15344,6,400,3,more than 30,more than 30,1,7 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Wednesday,Chevrolet,Rural,Thursday,Feb,1,Male,Married,54,Policy Holder,Utility - Collision,Utility,more than 69000,0,15345,2,400,1,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Utility - Collision,TRUE
+Nov,2,Tuesday,Chevrolet,Urban,Friday,Nov,3,Male,Married,46,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15346,11,700,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jul,4,Tuesday,Honda,Urban,Tuesday,Aug,4,Male,Married,33,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15347,14,400,2,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,1,Thursday,Ford,Urban,Thursday,Apr,1,Male,Married,48,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,15348,16,400,1,more than 30,more than 30,1,more than 7,41 to 50,Yes,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,2,Tuesday,Honda,Urban,Thursday,Nov,2,Male,Married,57,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,15349,11,400,4,more than 30,more than 30,2 to 4,more than 7,51 to 65,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Apr,3,Wednesday,Chevrolet,Urban,Monday,Jan,3,Male,Married,42,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15350,16,400,4,more than 30,more than 30,more than 4,3 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Honda,Urban,Monday,Feb,3,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15351,2,400,2,more than 30,more than 30,none,7 years,36 to 40,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,1,Thursday,Toyota,Urban,Thursday,Feb,1,Male,Married,57,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15352,3,500,1,more than 30,more than 30,none,more than 7,51 to 65,No,No,External,more than 5,2 to 3 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Wednesday,Chevrolet,Urban,Thursday,Nov,2,Female,Single,21,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15353,8,400,4,more than 30,more than 30,2 to 4,5 years,26 to 30,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Saturday,Pontiac,Urban,Tuesday,Jan,3,Male,Married,71,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15354,14,400,3,more than 30,more than 30,none,more than 7,over 65,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,3,Sunday,Pontiac,Rural,Tuesday,Jan,3,Male,Married,35,Third Party,Sedan - All Perils,Sedan,30000 to 39000,0,15355,5,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Wednesday,Pontiac,Urban,Friday,Jan,4,Male,Married,45,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15356,14,400,2,more than 30,more than 30,1,more than 7,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jun,3,Sunday,Honda,Urban,Tuesday,Jun,4,Male,Married,39,Third Party,Sedan - Liability,Sport,30000 to 39000,0,15357,1,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jun,3,Tuesday,Pontiac,Urban,Wednesday,Jun,3,Male,Married,42,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15358,7,400,3,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Monday,Honda,Urban,Monday,Feb,4,Male,Single,39,Policy Holder,Sedan - Collision,Sedan,more than 69000,0,15359,1,400,1,more than 30,more than 30,1,new,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,4,Wednesday,Chevrolet,Urban,Tuesday,Mar,2,Female,Single,34,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15360,14,400,2,none,more than 30,2 to 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,2,Thursday,Mazda,Urban,Wednesday,Mar,1,Male,Divorced,42,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15361,5,400,2,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Feb,2,Thursday,Honda,Urban,Saturday,Feb,2,Male,Single,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15362,16,400,3,more than 30,more than 30,none,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,4,Friday,Toyota,Urban,Wednesday,Jan,4,Male,Married,38,Policy Holder,Sedan - Collision,Sedan,30000 to 39000,0,15363,3,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,4,Saturday,Toyota,Rural,Tuesday,Jan,4,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15364,9,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Tuesday,Toyota,Urban,Tuesday,Jan,2,Male,Married,53,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15365,8,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,5,Monday,Chevrolet,Urban,Thursday,Apr,1,Male,Married,37,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15366,13,400,1,more than 30,more than 30,1,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,1,Tuesday,Honda,Urban,Wednesday,Sep,4,Male,Married,27,Policy Holder,Sport - All Perils,Sport,more than 69000,0,15367,12,400,2,more than 30,more than 30,more than 4,new,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sport - All Perils,TRUE
+Jun,4,Tuesday,Chevrolet,Urban,Wednesday,Jun,5,Male,Married,50,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15368,16,400,4,more than 30,more than 30,2 to 4,more than 7,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Friday,Pontiac,Urban,Friday,Nov,3,Male,Married,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15369,12,400,2,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Wednesday,Mazda,Urban,Friday,Apr,2,Male,Single,44,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15370,16,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Mar,5,Tuesday,Toyota,Rural,Wednesday,Apr,1,Male,Married,40,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15371,5,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Mar,1,Friday,Pontiac,Rural,Friday,Mar,1,Male,Married,39,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15372,10,400,4,more than 30,more than 30,1,7 years,36 to 40,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Feb,3,Friday,Mazda,Urban,Friday,Feb,3,Female,Married,43,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15373,7,400,3,more than 30,more than 30,more than 4,6 years,36 to 40,No,No,External,more than 5,4 to 8 years,2 vehicles,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Saturday,Chevrolet,Urban,Tuesday,Feb,4,Male,Married,44,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15374,13,400,1,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Feb,3,Friday,Pontiac,Urban,Monday,Feb,4,Male,Single,34,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15375,10,400,4,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Saturday,Pontiac,Urban,Monday,Nov,4,Female,Single,33,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15376,3,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,3 to 4,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Ford,Urban,Thursday,Jan,3,Male,Married,46,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15377,5,700,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,3,Friday,Chevrolet,Urban,Monday,Jan,3,Male,Married,34,Policy Holder,Utility - Liability,Utility,more than 69000,0,15378,16,400,1,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Utility - Liability,TRUE
+Jan,2,Monday,Toyota,Urban,Friday,Feb,3,Male,Married,40,Policy Holder,Sedan - Collision,Sedan,less than 20000,0,15379,5,400,2,more than 30,more than 30,2 to 4,6 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Tuesday,Honda,Urban,Thursday,Jan,2,Male,Single,0,Policy Holder,Utility - All Perils,Utility,more than 69000,0,15380,1,400,3,more than 30,more than 30,more than 4,new,16 to 17,No,No,External,none,1 year,1 vehicle,1996,All Perils, - ,Utility - All Perils,TRUE
+Dec,1,Thursday,Pontiac,Urban,Thursday,Jan,4,Male,Married,32,Policy Holder,Sedan - Liability,Sport,less than 20000,0,15381,15,400,4,more than 30,more than 30,none,7 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,1,Saturday,Honda,Urban,Wednesday,Jan,2,Male,Single,41,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15382,5,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,1,Wednesday,Mazda,Urban,Tuesday,Jan,1,Male,Divorced,39,Policy Holder,Sedan - All Perils,Sedan,30000 to 39000,0,15383,14,400,4,more than 30,more than 30,2 to 4,5 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Friday,Honda,Urban,Wednesday,Jan,1,Female,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15384,8,400,1,more than 30,more than 30,more than 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Monday,Chevrolet,Urban,Tuesday,Jan,1,Male,Married,39,Third Party,Sedan - Liability,Sport,more than 69000,0,15385,10,400,3,more than 30,more than 30,none,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Dec,4,Friday,Pontiac,Urban,Wednesday,Jan,3,Female,Single,33,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15386,13,400,3,more than 30,more than 30,1,5 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,4,Monday,Toyota,Urban,Monday,Jan,1,Male,Married,26,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,0,15387,14,400,2,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Jaguar,Urban,Wednesday,Jan,2,Male,Married,40,Policy Holder,Sedan - All Perils,Sedan,40000 to 59000,0,15388,9,400,4,more than 30,more than 30,none,more than 7,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Saturday,Toyota,Urban,Tuesday,Jan,1,Male,Married,50,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15389,4,400,1,more than 30,more than 30,more than 4,7 years,41 to 50,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Monday,Chevrolet,Rural,Tuesday,Jan,1,Male,Married,62,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15390,9,400,3,more than 30,more than 30,none,7 years,51 to 65,No,No,External,3 to 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,1,Monday,Mazda,Urban,Wednesday,Jan,1,Female,Married,31,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15391,3,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Saturday,Pontiac,Urban,Monday,Jan,1,Female,Married,67,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15392,13,400,4,more than 30,more than 30,2 to 4,7 years,over 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Honda,Urban,Thursday,Jan,2,Male,Single,0,Third Party,Sedan - All Perils,Sedan,more than 69000,0,15393,8,400,3,more than 30,more than 30,none,new,16 to 17,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,1,Wednesday,Mazda,Urban,Friday,Jan,2,Male,Married,39,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15394,6,400,4,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Pontiac,Urban,Monday,Jan,2,Male,Married,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15395,6,400,1,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Sunday,VW,Urban,Monday,Dec,1,Male,Married,35,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15396,16,400,3,none,more than 30,2 to 4,7 years,31 to 35,Yes,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,1,Thursday,Toyota,Urban,Monday,Mar,4,Male,Single,37,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,0,15397,15,400,2,more than 30,more than 30,none,5 years,36 to 40,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Saturday,Mazda,Urban,Tuesday,Jan,3,Female,Single,29,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15398,11,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Jan,2,Sunday,Toyota,Urban,Tuesday,Jan,2,Male,Single,27,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15399,7,400,1,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Jan,2,Sunday,Ford,Urban,Wednesday,Jan,2,Male,Married,39,Policy Holder,Sedan - All Perils,Sedan,more than 69000,0,15400,4,400,1,more than 30,more than 30,2 to 4,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Sunday,Honda,Urban,Monday,Jan,2,Male,Single,26,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15401,16,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Tuesday,Pontiac,Urban,Tuesday,Jan,2,Male,Married,46,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15402,10,400,4,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,3 to 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Jan,2,Monday,Toyota,Urban,Monday,Jan,2,Male,Married,49,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15403,6,500,1,more than 30,more than 30,2 to 4,7 years,41 to 50,No,No,External,none,2 to 3 years,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,2,Sunday,Pontiac,Urban,Monday,Nov,3,Male,Single,30,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15404,6,400,2,more than 30,more than 30,1,6 years,31 to 35,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,2,Monday,Toyota,Urban,Friday,Dec,5,Male,Married,56,Policy Holder,Sedan - All Perils,Sedan,20000 to 29000,1,15405,2,400,2,more than 30,more than 30,none,6 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Tuesday,Dec,2,Male,Single,27,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15406,11,400,1,more than 30,more than 30,none,6 years,31 to 35,No,No,External,3 to 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Ford,Urban,Friday,Nov,3,Male,Single,32,Third Party,Sedan - Collision,Sedan,60000 to 69000,0,15407,6,400,4,more than 30,more than 30,none,5 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Wednesday,Pontiac,Urban,Wednesday,Nov,3,Male,Married,60,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15408,2,700,4,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,none,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,3,Thursday,Toyota,Urban,Wednesday,Nov,4,Male,Married,51,Policy Holder,Sedan - All Perils,Sedan,more than 69000,1,15409,14,400,1,more than 30,more than 30,none,more than 7,41 to 50,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,3,Friday,Mazda,Urban,Sunday,Nov,3,Female,Married,65,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15410,7,400,3,more than 30,more than 30,more than 4,7 years,51 to 65,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,3,Sunday,Dodge,Urban,Tuesday,Nov,4,Female,Single,31,Third Party,Sedan - Collision,Sedan,20000 to 29000,0,15411,10,400,3,more than 30,more than 30,2 to 4,7 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Tuesday,Honda,Rural,Wednesday,Nov,5,Male,Married,42,Third Party,Sedan - All Perils,Sedan,less than 20000,0,15412,1,400,1,more than 30,more than 30,1,7 years,36 to 40,No,No,External,none,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Nov,4,Tuesday,Pontiac,Urban,Wednesday,Nov,4,Female,Single,28,Policy Holder,Sedan - Liability,Sport,30000 to 39000,1,15413,5,400,4,more than 30,more than 30,more than 4,5 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Thursday,Mazda,Urban,Monday,Nov,4,Male,Married,40,Policy Holder,Sedan - Liability,Sport,20000 to 29000,0,15414,9,400,2,more than 30,more than 30,1,7 years,36 to 40,Yes,No,External,1 to 2,no change,1 vehicle,1996,Liability, - ,Sport - Liability,FALSE
+Nov,4,Friday,Chevrolet,Urban,Monday,Nov,4,Male,Single,58,Third Party,Sedan - Collision,Sedan,30000 to 39000,0,15415,3,400,4,more than 30,more than 30,none,7 years,51 to 65,No,No,External,1 to 2,4 to 8 years,2 vehicles,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,4,Friday,Toyota,Urban,Tuesday,Nov,5,Male,Married,35,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15416,5,400,4,more than 30,more than 30,2 to 4,6 years,31 to 35,No,No,External,none,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Nov,5,Thursday,Pontiac,Urban,Friday,Dec,1,Male,Married,30,Policy Holder,Sedan - Liability,Sport,30000 to 39000,0,15417,11,400,3,more than 30,more than 30,more than 4,6 years,31 to 35,No,No,External,more than 5,no change,3 to 4,1996,Liability, - ,Sport - Liability,FALSE
+Nov,5,Thursday,Toyota,Rural,Friday,Dec,1,Male,Single,24,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15418,4,400,4,more than 30,more than 30,more than 4,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
+Dec,1,Monday,Toyota,Urban,Thursday,Dec,2,Female,Married,34,Third Party,Sedan - All Perils,Sedan,20000 to 29000,0,15419,6,400,4,more than 30,more than 30,none,2 years,31 to 35,No,No,External,more than 5,no change,1 vehicle,1996,All Perils, - ,Sedan - All Perils,TRUE
+Dec,2,Wednesday,Toyota,Urban,Thursday,Dec,3,Male,Single,21,Policy Holder,Sedan - Collision,Sedan,20000 to 29000,1,15420,3,400,4,more than 30,more than 30,none,5 years,26 to 30,No,No,External,1 to 2,no change,1 vehicle,1996,Collision, - ,Sedan - Collision,TRUE
diff --git a/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Images/newplot (1).png b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Images/newplot (1).png
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diff --git a/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Model/VehicleInsuranceCLASSIFICATION.ipynb b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Model/VehicleInsuranceCLASSIFICATION.ipynb
new file mode 100644
index 00000000..33bcd38a
--- /dev/null
+++ b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Model/VehicleInsuranceCLASSIFICATION.ipynb	
@@ -0,0 +1,9544 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Vehicle Insurance Claim Fraud Detection (Classification)\n",
+    "__Author__ : Mohammad Rouintan , 400222042\n",
+    "\n",
+    "__Course__ : Undergraduate Machine Learning Course"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Preprocessing Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <th>Make</th>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <th>DayOfWeekClaimed</th>\n",
+       "      <th>MonthClaimed</th>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <th>...</th>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <th>AgentType</th>\n",
+       "      <th>NumberOfSuppliments</th>\n",
+       "      <th>AddressChange_Claim</th>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>BasePolicy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Wednesday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Tuesday</td>\n",
+       "      <td>Jan</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3 years</td>\n",
+       "      <td>26 to 30</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>1 year</td>\n",
+       "      <td>3 to 4</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Liability</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Wednesday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Monday</td>\n",
+       "      <td>Jan</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6 years</td>\n",
+       "      <td>31 to 35</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Collision</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Oct</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Friday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Thursday</td>\n",
+       "      <td>Nov</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7 years</td>\n",
+       "      <td>41 to 50</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Collision</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Jun</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Saturday</td>\n",
+       "      <td>Toyota</td>\n",
+       "      <td>Rural</td>\n",
+       "      <td>Friday</td>\n",
+       "      <td>Jul</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>...</td>\n",
+       "      <td>more than 7</td>\n",
+       "      <td>51 to 65</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>more than 5</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Liability</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Monday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Tuesday</td>\n",
+       "      <td>Feb</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5 years</td>\n",
+       "      <td>31 to 35</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Collision</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Month  WeekOfMonth  DayOfWeek    Make AccidentArea DayOfWeekClaimed  \\\n",
+       "0   Dec            5  Wednesday   Honda        Urban          Tuesday   \n",
+       "1   Jan            3  Wednesday   Honda        Urban           Monday   \n",
+       "2   Oct            5     Friday   Honda        Urban         Thursday   \n",
+       "3   Jun            2   Saturday  Toyota        Rural           Friday   \n",
+       "4   Jan            5     Monday   Honda        Urban          Tuesday   \n",
+       "\n",
+       "  MonthClaimed  WeekOfMonthClaimed     Sex MaritalStatus  ...  AgeOfVehicle  \\\n",
+       "0          Jan                   1  Female        Single  ...       3 years   \n",
+       "1          Jan                   4    Male        Single  ...       6 years   \n",
+       "2          Nov                   2    Male       Married  ...       7 years   \n",
+       "3          Jul                   1    Male       Married  ...   more than 7   \n",
+       "4          Feb                   2  Female        Single  ...       5 years   \n",
+       "\n",
+       "  AgeOfPolicyHolder PoliceReportFiled WitnessPresent AgentType  \\\n",
+       "0          26 to 30                No             No  External   \n",
+       "1          31 to 35               Yes             No  External   \n",
+       "2          41 to 50                No             No  External   \n",
+       "3          51 to 65               Yes             No  External   \n",
+       "4          31 to 35                No             No  External   \n",
+       "\n",
+       "   NumberOfSuppliments  AddressChange_Claim  NumberOfCars  Year  BasePolicy  \n",
+       "0                 none               1 year        3 to 4  1994   Liability  \n",
+       "1                 none            no change     1 vehicle  1994   Collision  \n",
+       "2                 none            no change     1 vehicle  1994   Collision  \n",
+       "3          more than 5            no change     1 vehicle  1994   Liability  \n",
+       "4                 none            no change     1 vehicle  1994   Collision  \n",
+       "\n",
+       "[5 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Read Data\n",
+    "vic = pd.read_csv('Datasets/fraud_oracle.csv')\n",
+    "vic.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(15420, 33)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>2.788586</td>\n",
+       "      <td>1.287585</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>2.693969</td>\n",
+       "      <td>1.259115</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Age</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>39.855707</td>\n",
+       "      <td>13.492377</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>31.00</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>48.00</td>\n",
+       "      <td>80.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>0.059857</td>\n",
+       "      <td>0.237230</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PolicyNumber</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>7710.500000</td>\n",
+       "      <td>4451.514911</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3855.75</td>\n",
+       "      <td>7710.5</td>\n",
+       "      <td>11565.25</td>\n",
+       "      <td>15420.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RepNumber</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>8.483268</td>\n",
+       "      <td>4.599948</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.00</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>16.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Deductible</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>407.704280</td>\n",
+       "      <td>43.950998</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>400.00</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>400.00</td>\n",
+       "      <td>700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DriverRating</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>2.487808</td>\n",
+       "      <td>1.119453</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>1994.866472</td>\n",
+       "      <td>0.803313</td>\n",
+       "      <td>1994.0</td>\n",
+       "      <td>1994.00</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>1996.00</td>\n",
+       "      <td>1996.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      count         mean          std     min      25%  \\\n",
+       "WeekOfMonth         15420.0     2.788586     1.287585     1.0     2.00   \n",
+       "WeekOfMonthClaimed  15420.0     2.693969     1.259115     1.0     2.00   \n",
+       "Age                 15420.0    39.855707    13.492377     0.0    31.00   \n",
+       "FraudFound_P        15420.0     0.059857     0.237230     0.0     0.00   \n",
+       "PolicyNumber        15420.0  7710.500000  4451.514911     1.0  3855.75   \n",
+       "RepNumber           15420.0     8.483268     4.599948     1.0     5.00   \n",
+       "Deductible          15420.0   407.704280    43.950998   300.0   400.00   \n",
+       "DriverRating        15420.0     2.487808     1.119453     1.0     1.00   \n",
+       "Year                15420.0  1994.866472     0.803313  1994.0  1994.00   \n",
+       "\n",
+       "                       50%       75%      max  \n",
+       "WeekOfMonth            3.0      4.00      5.0  \n",
+       "WeekOfMonthClaimed     3.0      4.00      5.0  \n",
+       "Age                   38.0     48.00     80.0  \n",
+       "FraudFound_P           0.0      0.00      1.0  \n",
+       "PolicyNumber        7710.5  11565.25  15420.0  \n",
+       "RepNumber              8.0     12.00     16.0  \n",
+       "Deductible           400.0    400.00    700.0  \n",
+       "DriverRating           2.0      3.00      4.0  \n",
+       "Year                1995.0   1996.00   1996.0  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.describe().T"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This dataset has 9 numerical features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 15420 entries, 0 to 15419\n",
+      "Data columns (total 33 columns):\n",
+      " #   Column                Non-Null Count  Dtype \n",
+      "---  ------                --------------  ----- \n",
+      " 0   Month                 15420 non-null  object\n",
+      " 1   WeekOfMonth           15420 non-null  int64 \n",
+      " 2   DayOfWeek             15420 non-null  object\n",
+      " 3   Make                  15420 non-null  object\n",
+      " 4   AccidentArea          15420 non-null  object\n",
+      " 5   DayOfWeekClaimed      15420 non-null  object\n",
+      " 6   MonthClaimed          15420 non-null  object\n",
+      " 7   WeekOfMonthClaimed    15420 non-null  int64 \n",
+      " 8   Sex                   15420 non-null  object\n",
+      " 9   MaritalStatus         15420 non-null  object\n",
+      " 10  Age                   15420 non-null  int64 \n",
+      " 11  Fault                 15420 non-null  object\n",
+      " 12  PolicyType            15420 non-null  object\n",
+      " 13  VehicleCategory       15420 non-null  object\n",
+      " 14  VehiclePrice          15420 non-null  object\n",
+      " 15  FraudFound_P          15420 non-null  int64 \n",
+      " 16  PolicyNumber          15420 non-null  int64 \n",
+      " 17  RepNumber             15420 non-null  int64 \n",
+      " 18  Deductible            15420 non-null  int64 \n",
+      " 19  DriverRating          15420 non-null  int64 \n",
+      " 20  Days_Policy_Accident  15420 non-null  object\n",
+      " 21  Days_Policy_Claim     15420 non-null  object\n",
+      " 22  PastNumberOfClaims    15420 non-null  object\n",
+      " 23  AgeOfVehicle          15420 non-null  object\n",
+      " 24  AgeOfPolicyHolder     15420 non-null  object\n",
+      " 25  PoliceReportFiled     15420 non-null  object\n",
+      " 26  WitnessPresent        15420 non-null  object\n",
+      " 27  AgentType             15420 non-null  object\n",
+      " 28  NumberOfSuppliments   15420 non-null  object\n",
+      " 29  AddressChange_Claim   15420 non-null  object\n",
+      " 30  NumberOfCars          15420 non-null  object\n",
+      " 31  Year                  15420 non-null  int64 \n",
+      " 32  BasePolicy            15420 non-null  object\n",
+      "dtypes: int64(9), object(24)\n",
+      "memory usage: 3.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "vic.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Month                   0\n",
+       "WeekOfMonth             0\n",
+       "DayOfWeek               0\n",
+       "Make                    0\n",
+       "AccidentArea            0\n",
+       "DayOfWeekClaimed        0\n",
+       "MonthClaimed            0\n",
+       "WeekOfMonthClaimed      0\n",
+       "Sex                     0\n",
+       "MaritalStatus           0\n",
+       "Age                     0\n",
+       "Fault                   0\n",
+       "PolicyType              0\n",
+       "VehicleCategory         0\n",
+       "VehiclePrice            0\n",
+       "FraudFound_P            0\n",
+       "PolicyNumber            0\n",
+       "RepNumber               0\n",
+       "Deductible              0\n",
+       "DriverRating            0\n",
+       "Days_Policy_Accident    0\n",
+       "Days_Policy_Claim       0\n",
+       "PastNumberOfClaims      0\n",
+       "AgeOfVehicle            0\n",
+       "AgeOfPolicyHolder       0\n",
+       "PoliceReportFiled       0\n",
+       "WitnessPresent          0\n",
+       "AgentType               0\n",
+       "NumberOfSuppliments     0\n",
+       "AddressChange_Claim     0\n",
+       "NumberOfCars            0\n",
+       "Year                    0\n",
+       "BasePolicy              0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Checking Data for find missing value\n",
+    "vic.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Month', 'WeekOfMonth', 'DayOfWeek', 'Make', 'AccidentArea',\n",
+       "       'DayOfWeekClaimed', 'MonthClaimed', 'WeekOfMonthClaimed', 'Sex',\n",
+       "       'MaritalStatus', 'Age', 'Fault', 'PolicyType', 'VehicleCategory',\n",
+       "       'VehiclePrice', 'FraudFound_P', 'PolicyNumber', 'RepNumber',\n",
+       "       'Deductible', 'DriverRating', 'Days_Policy_Accident',\n",
+       "       'Days_Policy_Claim', 'PastNumberOfClaims', 'AgeOfVehicle',\n",
+       "       'AgeOfPolicyHolder', 'PoliceReportFiled', 'WitnessPresent', 'AgentType',\n",
+       "       'NumberOfSuppliments', 'AddressChange_Claim', 'NumberOfCars', 'Year',\n",
+       "       'BasePolicy'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Month                      12\n",
+       "WeekOfMonth                 5\n",
+       "DayOfWeek                   7\n",
+       "Make                       19\n",
+       "AccidentArea                2\n",
+       "DayOfWeekClaimed            8\n",
+       "MonthClaimed               13\n",
+       "WeekOfMonthClaimed          5\n",
+       "Sex                         2\n",
+       "MaritalStatus               4\n",
+       "Age                        66\n",
+       "Fault                       2\n",
+       "PolicyType                  9\n",
+       "VehicleCategory             3\n",
+       "VehiclePrice                6\n",
+       "FraudFound_P                2\n",
+       "PolicyNumber            15420\n",
+       "RepNumber                  16\n",
+       "Deductible                  4\n",
+       "DriverRating                4\n",
+       "Days_Policy_Accident        5\n",
+       "Days_Policy_Claim           4\n",
+       "PastNumberOfClaims          4\n",
+       "AgeOfVehicle                8\n",
+       "AgeOfPolicyHolder           9\n",
+       "PoliceReportFiled           2\n",
+       "WitnessPresent              2\n",
+       "AgentType                   2\n",
+       "NumberOfSuppliments         4\n",
+       "AddressChange_Claim         5\n",
+       "NumberOfCars                5\n",
+       "Year                        3\n",
+       "BasePolicy                  3\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vic_temp = vic.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(320, 33)"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic_temp[vic_temp['Age'] == 0].shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16 to 17    320\n",
+       "Name: AgeOfPolicyHolder, dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic_temp[vic_temp['Age'] == 0]['AgeOfPolicyHolder'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Because 320 of the samples have an age of zero, we fill them with the mean of 16 and 17\n",
+    "vic_temp['Age'] = vic_temp['Age'].replace(0, 16.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <th>Make</th>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <th>DayOfWeekClaimed</th>\n",
+       "      <th>MonthClaimed</th>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <th>...</th>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <th>AgentType</th>\n",
+       "      <th>NumberOfSuppliments</th>\n",
+       "      <th>AddressChange_Claim</th>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>BasePolicy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1516</th>\n",
+       "      <td>Jul</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Monday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Rural</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>...</td>\n",
+       "      <td>new</td>\n",
+       "      <td>16 to 17</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>All Perils</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Month  WeekOfMonth DayOfWeek   Make AccidentArea DayOfWeekClaimed  \\\n",
+       "1516   Jul            2    Monday  Honda        Rural                0   \n",
+       "\n",
+       "     MonthClaimed  WeekOfMonthClaimed   Sex MaritalStatus  ...  AgeOfVehicle  \\\n",
+       "1516            0                   1  Male        Single  ...           new   \n",
+       "\n",
+       "     AgeOfPolicyHolder PoliceReportFiled WitnessPresent AgentType  \\\n",
+       "1516          16 to 17                No             No  External   \n",
+       "\n",
+       "      NumberOfSuppliments  AddressChange_Claim  NumberOfCars  Year  BasePolicy  \n",
+       "1516                 none            no change     1 vehicle  1994  All Perils  \n",
+       "\n",
+       "[1 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic_temp[vic_temp['DayOfWeekClaimed'] == '0']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(15419, 33)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Because Day Of Week Claimed and Month Claimed of above sample is 0 we remove it.\n",
+    "vic_temp.drop(1516, axis=0, inplace=True)\n",
+    "vic_temp.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1        1\n",
+       "10361    1\n",
+       "10273    1\n",
+       "10274    1\n",
+       "10275    1\n",
+       "        ..\n",
+       "5146     1\n",
+       "5147     1\n",
+       "5148     1\n",
+       "5149     1\n",
+       "15420    1\n",
+       "Name: PolicyNumber, Length: 15419, dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic_temp['PolicyNumber'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(15419, 32)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Beacuse Policy number is a row number remove this column\n",
+    "vic_temp.drop(columns='PolicyNumber', inplace=True)\n",
+    "vic_temp.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <th>RepNumber</th>\n",
+       "      <th>Deductible</th>\n",
+       "      <th>DriverRating</th>\n",
+       "      <th>Year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.275366</td>\n",
+       "      <td>-0.007719</td>\n",
+       "      <td>-0.011872</td>\n",
+       "      <td>0.005340</td>\n",
+       "      <td>-0.004000</td>\n",
+       "      <td>-0.016834</td>\n",
+       "      <td>-0.003949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <td>0.275366</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.001411</td>\n",
+       "      <td>-0.005783</td>\n",
+       "      <td>0.009033</td>\n",
+       "      <td>0.005442</td>\n",
+       "      <td>-0.000086</td>\n",
+       "      <td>0.012082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Age</th>\n",
+       "      <td>-0.007719</td>\n",
+       "      <td>0.001411</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.027509</td>\n",
+       "      <td>-0.006357</td>\n",
+       "      <td>0.069036</td>\n",
+       "      <td>0.001264</td>\n",
+       "      <td>0.022278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <td>-0.011872</td>\n",
+       "      <td>-0.005783</td>\n",
+       "      <td>-0.027509</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.007529</td>\n",
+       "      <td>0.017345</td>\n",
+       "      <td>0.007259</td>\n",
+       "      <td>-0.024778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RepNumber</th>\n",
+       "      <td>0.005340</td>\n",
+       "      <td>0.009033</td>\n",
+       "      <td>-0.006357</td>\n",
+       "      <td>-0.007529</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000525</td>\n",
+       "      <td>0.011072</td>\n",
+       "      <td>0.009438</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Deductible</th>\n",
+       "      <td>-0.004000</td>\n",
+       "      <td>0.005442</td>\n",
+       "      <td>0.069036</td>\n",
+       "      <td>0.017345</td>\n",
+       "      <td>0.000525</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.003882</td>\n",
+       "      <td>-0.001182</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DriverRating</th>\n",
+       "      <td>-0.016834</td>\n",
+       "      <td>-0.000086</td>\n",
+       "      <td>0.001264</td>\n",
+       "      <td>0.007259</td>\n",
+       "      <td>0.011072</td>\n",
+       "      <td>0.003882</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.013922</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>-0.003949</td>\n",
+       "      <td>0.012082</td>\n",
+       "      <td>0.022278</td>\n",
+       "      <td>-0.024778</td>\n",
+       "      <td>0.009438</td>\n",
+       "      <td>-0.001182</td>\n",
+       "      <td>-0.013922</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    WeekOfMonth  WeekOfMonthClaimed       Age  FraudFound_P  \\\n",
+       "WeekOfMonth            1.000000            0.275366 -0.007719     -0.011872   \n",
+       "WeekOfMonthClaimed     0.275366            1.000000  0.001411     -0.005783   \n",
+       "Age                   -0.007719            0.001411  1.000000     -0.027509   \n",
+       "FraudFound_P          -0.011872           -0.005783 -0.027509      1.000000   \n",
+       "RepNumber              0.005340            0.009033 -0.006357     -0.007529   \n",
+       "Deductible            -0.004000            0.005442  0.069036      0.017345   \n",
+       "DriverRating          -0.016834           -0.000086  0.001264      0.007259   \n",
+       "Year                  -0.003949            0.012082  0.022278     -0.024778   \n",
+       "\n",
+       "                    RepNumber  Deductible  DriverRating      Year  \n",
+       "WeekOfMonth          0.005340   -0.004000     -0.016834 -0.003949  \n",
+       "WeekOfMonthClaimed   0.009033    0.005442     -0.000086  0.012082  \n",
+       "Age                 -0.006357    0.069036      0.001264  0.022278  \n",
+       "FraudFound_P        -0.007529    0.017345      0.007259 -0.024778  \n",
+       "RepNumber            1.000000    0.000525      0.011072  0.009438  \n",
+       "Deductible           0.000525    1.000000      0.003882 -0.001182  \n",
+       "DriverRating         0.011072    0.003882      1.000000 -0.013922  \n",
+       "Year                 0.009438   -0.001182     -0.013922  1.000000  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_mat = vic_temp.corr()\n",
+    "corr_mat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/9y/vw5physn1xj4wpb41wh0q6gh0000gn/T/ipykernel_20077/3087650146.py:2: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
+      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
+      "  corr_mat = corr_mat.where(np.tril(np.ones(corr_mat.shape)).astype(np.bool))\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 864x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 7))\n",
+    "corr_mat = corr_mat.where(np.tril(np.ones(corr_mat.shape)).astype(np.bool))\n",
+    "sns.heatmap(corr_mat, annot=True, cmap='Reds')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for labels, content in vic_temp.items():\n",
+    "    if pd.api.types.is_string_dtype(content):\n",
+    "        vic_temp[labels] = content.astype('category').cat.as_ordered()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 15419 entries, 0 to 15419\n",
+      "Data columns (total 32 columns):\n",
+      " #   Column                Non-Null Count  Dtype   \n",
+      "---  ------                --------------  -----   \n",
+      " 0   Month                 15419 non-null  category\n",
+      " 1   WeekOfMonth           15419 non-null  int64   \n",
+      " 2   DayOfWeek             15419 non-null  category\n",
+      " 3   Make                  15419 non-null  category\n",
+      " 4   AccidentArea          15419 non-null  category\n",
+      " 5   DayOfWeekClaimed      15419 non-null  category\n",
+      " 6   MonthClaimed          15419 non-null  category\n",
+      " 7   WeekOfMonthClaimed    15419 non-null  int64   \n",
+      " 8   Sex                   15419 non-null  category\n",
+      " 9   MaritalStatus         15419 non-null  category\n",
+      " 10  Age                   15419 non-null  float64 \n",
+      " 11  Fault                 15419 non-null  category\n",
+      " 12  PolicyType            15419 non-null  category\n",
+      " 13  VehicleCategory       15419 non-null  category\n",
+      " 14  VehiclePrice          15419 non-null  category\n",
+      " 15  FraudFound_P          15419 non-null  int64   \n",
+      " 16  RepNumber             15419 non-null  int64   \n",
+      " 17  Deductible            15419 non-null  int64   \n",
+      " 18  DriverRating          15419 non-null  int64   \n",
+      " 19  Days_Policy_Accident  15419 non-null  category\n",
+      " 20  Days_Policy_Claim     15419 non-null  category\n",
+      " 21  PastNumberOfClaims    15419 non-null  category\n",
+      " 22  AgeOfVehicle          15419 non-null  category\n",
+      " 23  AgeOfPolicyHolder     15419 non-null  category\n",
+      " 24  PoliceReportFiled     15419 non-null  category\n",
+      " 25  WitnessPresent        15419 non-null  category\n",
+      " 26  AgentType             15419 non-null  category\n",
+      " 27  NumberOfSuppliments   15419 non-null  category\n",
+      " 28  AddressChange_Claim   15419 non-null  category\n",
+      " 29  NumberOfCars          15419 non-null  category\n",
+      " 30  Year                  15419 non-null  int64   \n",
+      " 31  BasePolicy            15419 non-null  category\n",
+      "dtypes: category(24), float64(1), int64(7)\n",
+      "memory usage: 1.4 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "vic_temp.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for labels, content in vic_temp.items():\n",
+    "    if not pd.api.types.is_numeric_dtype(content):\n",
+    "        vic_temp[labels] = pd.Categorical(content).codes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <th>Make</th>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <th>DayOfWeekClaimed</th>\n",
+       "      <th>MonthClaimed</th>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <th>...</th>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <th>AgentType</th>\n",
+       "      <th>NumberOfSuppliments</th>\n",
+       "      <th>AddressChange_Claim</th>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>BasePolicy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Month  WeekOfMonth  DayOfWeek  Make  AccidentArea  DayOfWeekClaimed  \\\n",
+       "0      2            5          6     6             1                 5   \n",
+       "1      4            3          6     6             1                 1   \n",
+       "2     10            5          0     6             1                 4   \n",
+       "3      6            2          2    17             0                 0   \n",
+       "4      4            5          1     6             1                 5   \n",
+       "\n",
+       "   MonthClaimed  WeekOfMonthClaimed  Sex  MaritalStatus  ...  AgeOfVehicle  \\\n",
+       "0             4                   1    0              2  ...             1   \n",
+       "1             4                   4    1              2  ...             4   \n",
+       "2             9                   2    1              1  ...             5   \n",
+       "3             5                   1    1              1  ...             6   \n",
+       "4             3                   2    0              2  ...             3   \n",
+       "\n",
+       "   AgeOfPolicyHolder  PoliceReportFiled  WitnessPresent  AgentType  \\\n",
+       "0                  3                  0               0          0   \n",
+       "1                  4                  1               0          0   \n",
+       "2                  6                  0               0          0   \n",
+       "3                  7                  1               0          0   \n",
+       "4                  4                  0               0          0   \n",
+       "\n",
+       "   NumberOfSuppliments  AddressChange_Claim  NumberOfCars  Year  BasePolicy  \n",
+       "0                    3                    0             2  1994           2  \n",
+       "1                    3                    3             0  1994           1  \n",
+       "2                    3                    3             0  1994           1  \n",
+       "3                    2                    3             0  1994           2  \n",
+       "4                    3                    3             0  1994           1  \n",
+       "\n",
+       "[5 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic_temp.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Month</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>5.532136</td>\n",
+       "      <td>3.409703</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>11.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>2.788637</td>\n",
+       "      <td>1.287611</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>2.915883</td>\n",
+       "      <td>2.055494</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>10.114858</td>\n",
+       "      <td>5.282987</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.896426</td>\n",
+       "      <td>0.304716</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DayOfWeekClaimed</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>3.203061</td>\n",
+       "      <td>2.273766</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MonthClaimed</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>5.596148</td>\n",
+       "      <td>3.410648</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>11.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>2.694079</td>\n",
+       "      <td>1.259082</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sex</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.843051</td>\n",
+       "      <td>0.363765</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>1.303327</td>\n",
+       "      <td>0.475113</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Age</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>40.199656</td>\n",
+       "      <td>12.659193</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>80.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fault</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.271743</td>\n",
+       "      <td>0.444872</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PolicyType</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>1.260717</td>\n",
+       "      <td>1.190994</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VehicleCategory</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.398210</td>\n",
+       "      <td>0.538864</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VehiclePrice</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>1.291588</td>\n",
+       "      <td>1.837352</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.059861</td>\n",
+       "      <td>0.237237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RepNumber</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>8.482846</td>\n",
+       "      <td>4.599798</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>16.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Deductible</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>407.704780</td>\n",
+       "      <td>43.952379</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DriverRating</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>2.487840</td>\n",
+       "      <td>1.119482</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Days_Policy_Accident</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>2.990920</td>\n",
+       "      <td>0.167143</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Days_Policy_Claim</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>1.991374</td>\n",
+       "      <td>0.125762</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PastNumberOfClaims</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>1.463000</td>\n",
+       "      <td>1.129839</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>4.799144</td>\n",
+       "      <td>1.140106</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>4.892211</td>\n",
+       "      <td>1.395396</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.027758</td>\n",
+       "      <td>0.164284</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.005642</td>\n",
+       "      <td>0.074906</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AgentType</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.015630</td>\n",
+       "      <td>0.124043</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NumberOfSuppliments</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>2.003308</td>\n",
+       "      <td>1.110652</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AddressChange_Claim</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>2.888514</td>\n",
+       "      <td>0.451095</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>0.098839</td>\n",
+       "      <td>0.383484</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>1994.866528</td>\n",
+       "      <td>0.803309</td>\n",
+       "      <td>1994.0</td>\n",
+       "      <td>1994.0</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>1996.0</td>\n",
+       "      <td>1996.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BasePolicy</th>\n",
+       "      <td>15419.0</td>\n",
+       "      <td>1.036384</td>\n",
+       "      <td>0.782336</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        count         mean        std     min     25%     50%  \\\n",
+       "Month                 15419.0     5.532136   3.409703     0.0     3.0     6.0   \n",
+       "WeekOfMonth           15419.0     2.788637   1.287611     1.0     2.0     3.0   \n",
+       "DayOfWeek             15419.0     2.915883   2.055494     0.0     1.0     3.0   \n",
+       "Make                  15419.0    10.114858   5.282987     0.0     6.0     9.0   \n",
+       "AccidentArea          15419.0     0.896426   0.304716     0.0     1.0     1.0   \n",
+       "DayOfWeekClaimed      15419.0     3.203061   2.273766     0.0     1.0     4.0   \n",
+       "MonthClaimed          15419.0     5.596148   3.410648     0.0     3.0     6.0   \n",
+       "WeekOfMonthClaimed    15419.0     2.694079   1.259082     1.0     2.0     3.0   \n",
+       "Sex                   15419.0     0.843051   0.363765     0.0     1.0     1.0   \n",
+       "MaritalStatus         15419.0     1.303327   0.475113     0.0     1.0     1.0   \n",
+       "Age                   15419.0    40.199656  12.659193    16.0    31.0    38.0   \n",
+       "Fault                 15419.0     0.271743   0.444872     0.0     0.0     0.0   \n",
+       "PolicyType            15419.0     1.260717   1.190994     0.0     0.0     1.0   \n",
+       "VehicleCategory       15419.0     0.398210   0.538864     0.0     0.0     0.0   \n",
+       "VehiclePrice          15419.0     1.291588   1.837352     0.0     0.0     0.0   \n",
+       "FraudFound_P          15419.0     0.059861   0.237237     0.0     0.0     0.0   \n",
+       "RepNumber             15419.0     8.482846   4.599798     1.0     5.0     8.0   \n",
+       "Deductible            15419.0   407.704780  43.952379   300.0   400.0   400.0   \n",
+       "DriverRating          15419.0     2.487840   1.119482     1.0     1.0     2.0   \n",
+       "Days_Policy_Accident  15419.0     2.990920   0.167143     0.0     3.0     3.0   \n",
+       "Days_Policy_Claim     15419.0     1.991374   0.125762     0.0     2.0     2.0   \n",
+       "PastNumberOfClaims    15419.0     1.463000   1.129839     0.0     1.0     1.0   \n",
+       "AgeOfVehicle          15419.0     4.799144   1.140106     0.0     4.0     5.0   \n",
+       "AgeOfPolicyHolder     15419.0     4.892211   1.395396     0.0     4.0     5.0   \n",
+       "PoliceReportFiled     15419.0     0.027758   0.164284     0.0     0.0     0.0   \n",
+       "WitnessPresent        15419.0     0.005642   0.074906     0.0     0.0     0.0   \n",
+       "AgentType             15419.0     0.015630   0.124043     0.0     0.0     0.0   \n",
+       "NumberOfSuppliments   15419.0     2.003308   1.110652     0.0     1.0     2.0   \n",
+       "AddressChange_Claim   15419.0     2.888514   0.451095     0.0     3.0     3.0   \n",
+       "NumberOfCars          15419.0     0.098839   0.383484     0.0     0.0     0.0   \n",
+       "Year                  15419.0  1994.866528   0.803309  1994.0  1994.0  1995.0   \n",
+       "BasePolicy            15419.0     1.036384   0.782336     0.0     0.0     1.0   \n",
+       "\n",
+       "                         75%     max  \n",
+       "Month                    8.0    11.0  \n",
+       "WeekOfMonth              4.0     5.0  \n",
+       "DayOfWeek                5.0     6.0  \n",
+       "Make                    13.0    18.0  \n",
+       "AccidentArea             1.0     1.0  \n",
+       "DayOfWeekClaimed         5.0     6.0  \n",
+       "MonthClaimed             9.0    11.0  \n",
+       "WeekOfMonthClaimed       4.0     5.0  \n",
+       "Sex                      1.0     1.0  \n",
+       "MaritalStatus            2.0     3.0  \n",
+       "Age                     48.0    80.0  \n",
+       "Fault                    1.0     1.0  \n",
+       "PolicyType               2.0     8.0  \n",
+       "VehicleCategory          1.0     2.0  \n",
+       "VehiclePrice             1.0     5.0  \n",
+       "FraudFound_P             0.0     1.0  \n",
+       "RepNumber               12.0    16.0  \n",
+       "Deductible             400.0   700.0  \n",
+       "DriverRating             3.0     4.0  \n",
+       "Days_Policy_Accident     3.0     4.0  \n",
+       "Days_Policy_Claim        2.0     2.0  \n",
+       "PastNumberOfClaims       3.0     3.0  \n",
+       "AgeOfVehicle             6.0     7.0  \n",
+       "AgeOfPolicyHolder        6.0     8.0  \n",
+       "PoliceReportFiled        0.0     1.0  \n",
+       "WitnessPresent           0.0     1.0  \n",
+       "AgentType                0.0     1.0  \n",
+       "NumberOfSuppliments      3.0     3.0  \n",
+       "AddressChange_Claim      3.0     4.0  \n",
+       "NumberOfCars             0.0     4.0  \n",
+       "Year                  1996.0  1996.0  \n",
+       "BasePolicy               2.0     2.0  "
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic_temp.describe().T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <th>Make</th>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <th>DayOfWeekClaimed</th>\n",
+       "      <th>MonthClaimed</th>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <th>...</th>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <th>AgentType</th>\n",
+       "      <th>NumberOfSuppliments</th>\n",
+       "      <th>AddressChange_Claim</th>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>BasePolicy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Month</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.010625</td>\n",
+       "      <td>-0.009549</td>\n",
+       "      <td>0.000539</td>\n",
+       "      <td>-0.000074</td>\n",
+       "      <td>-0.025776</td>\n",
+       "      <td>0.724419</td>\n",
+       "      <td>0.042016</td>\n",
+       "      <td>0.002916</td>\n",
+       "      <td>-0.003956</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.029181</td>\n",
+       "      <td>0.010748</td>\n",
+       "      <td>0.009986</td>\n",
+       "      <td>-0.002107</td>\n",
+       "      <td>0.015757</td>\n",
+       "      <td>-0.010878</td>\n",
+       "      <td>-0.007517</td>\n",
+       "      <td>0.001341</td>\n",
+       "      <td>0.028726</td>\n",
+       "      <td>0.020484</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <td>0.010625</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.011668</td>\n",
+       "      <td>-0.001665</td>\n",
+       "      <td>0.009002</td>\n",
+       "      <td>0.015082</td>\n",
+       "      <td>0.009982</td>\n",
+       "      <td>0.275366</td>\n",
+       "      <td>0.005332</td>\n",
+       "      <td>0.019671</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.014871</td>\n",
+       "      <td>-0.002898</td>\n",
+       "      <td>0.013020</td>\n",
+       "      <td>0.013711</td>\n",
+       "      <td>0.006472</td>\n",
+       "      <td>-0.002867</td>\n",
+       "      <td>0.008338</td>\n",
+       "      <td>0.002511</td>\n",
+       "      <td>-0.003949</td>\n",
+       "      <td>-0.007818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <td>-0.009549</td>\n",
+       "      <td>-0.011668</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.003321</td>\n",
+       "      <td>0.006386</td>\n",
+       "      <td>0.097647</td>\n",
+       "      <td>-0.011997</td>\n",
+       "      <td>-0.013954</td>\n",
+       "      <td>-0.021214</td>\n",
+       "      <td>-0.006547</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.004027</td>\n",
+       "      <td>0.013165</td>\n",
+       "      <td>-0.011908</td>\n",
+       "      <td>0.000134</td>\n",
+       "      <td>0.011516</td>\n",
+       "      <td>-0.010873</td>\n",
+       "      <td>-0.005148</td>\n",
+       "      <td>0.001991</td>\n",
+       "      <td>0.002549</td>\n",
+       "      <td>0.014810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make</th>\n",
+       "      <td>0.000539</td>\n",
+       "      <td>-0.001665</td>\n",
+       "      <td>0.003321</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.004127</td>\n",
+       "      <td>-0.005187</td>\n",
+       "      <td>0.010022</td>\n",
+       "      <td>-0.007900</td>\n",
+       "      <td>-0.026360</td>\n",
+       "      <td>-0.010574</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.052875</td>\n",
+       "      <td>0.051961</td>\n",
+       "      <td>-0.008083</td>\n",
+       "      <td>-0.000490</td>\n",
+       "      <td>-0.014913</td>\n",
+       "      <td>-0.025168</td>\n",
+       "      <td>-0.003390</td>\n",
+       "      <td>-0.000226</td>\n",
+       "      <td>0.010826</td>\n",
+       "      <td>-0.019937</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <td>-0.000074</td>\n",
+       "      <td>0.009002</td>\n",
+       "      <td>0.006386</td>\n",
+       "      <td>0.004127</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.011394</td>\n",
+       "      <td>-0.002618</td>\n",
+       "      <td>0.006330</td>\n",
+       "      <td>-0.033732</td>\n",
+       "      <td>0.003321</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.012278</td>\n",
+       "      <td>0.007301</td>\n",
+       "      <td>0.001722</td>\n",
+       "      <td>-0.028385</td>\n",
+       "      <td>-0.005214</td>\n",
+       "      <td>0.005229</td>\n",
+       "      <td>0.003755</td>\n",
+       "      <td>-0.007856</td>\n",
+       "      <td>0.002079</td>\n",
+       "      <td>0.043560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DayOfWeekClaimed</th>\n",
+       "      <td>-0.025776</td>\n",
+       "      <td>0.015082</td>\n",
+       "      <td>0.097647</td>\n",
+       "      <td>-0.005187</td>\n",
+       "      <td>-0.011394</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.015803</td>\n",
+       "      <td>0.013635</td>\n",
+       "      <td>-0.000203</td>\n",
+       "      <td>-0.018055</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.006408</td>\n",
+       "      <td>0.008432</td>\n",
+       "      <td>-0.018389</td>\n",
+       "      <td>-0.001396</td>\n",
+       "      <td>-0.015393</td>\n",
+       "      <td>0.019484</td>\n",
+       "      <td>0.011260</td>\n",
+       "      <td>-0.010448</td>\n",
+       "      <td>0.003512</td>\n",
+       "      <td>-0.014472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MonthClaimed</th>\n",
+       "      <td>0.724419</td>\n",
+       "      <td>0.009982</td>\n",
+       "      <td>-0.011997</td>\n",
+       "      <td>0.010022</td>\n",
+       "      <td>-0.002618</td>\n",
+       "      <td>-0.015803</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.032428</td>\n",
+       "      <td>-0.002160</td>\n",
+       "      <td>-0.007772</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.021446</td>\n",
+       "      <td>0.018572</td>\n",
+       "      <td>0.013989</td>\n",
+       "      <td>-0.008597</td>\n",
+       "      <td>0.016148</td>\n",
+       "      <td>0.001483</td>\n",
+       "      <td>-0.013373</td>\n",
+       "      <td>-0.001811</td>\n",
+       "      <td>0.020948</td>\n",
+       "      <td>0.028162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <td>0.042016</td>\n",
+       "      <td>0.275366</td>\n",
+       "      <td>-0.013954</td>\n",
+       "      <td>-0.007900</td>\n",
+       "      <td>0.006330</td>\n",
+       "      <td>0.013635</td>\n",
+       "      <td>0.032428</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.003777</td>\n",
+       "      <td>0.000411</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.004001</td>\n",
+       "      <td>0.001091</td>\n",
+       "      <td>0.023497</td>\n",
+       "      <td>0.009363</td>\n",
+       "      <td>-0.011326</td>\n",
+       "      <td>-0.007022</td>\n",
+       "      <td>-0.008322</td>\n",
+       "      <td>0.008224</td>\n",
+       "      <td>0.012082</td>\n",
+       "      <td>0.013671</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sex</th>\n",
+       "      <td>0.002916</td>\n",
+       "      <td>0.005332</td>\n",
+       "      <td>-0.021214</td>\n",
+       "      <td>-0.026360</td>\n",
+       "      <td>-0.033732</td>\n",
+       "      <td>-0.000203</td>\n",
+       "      <td>-0.002160</td>\n",
+       "      <td>0.003777</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.114441</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.209081</td>\n",
+       "      <td>0.065569</td>\n",
+       "      <td>-0.007408</td>\n",
+       "      <td>-0.005583</td>\n",
+       "      <td>0.012685</td>\n",
+       "      <td>0.001927</td>\n",
+       "      <td>0.004429</td>\n",
+       "      <td>0.000089</td>\n",
+       "      <td>0.000444</td>\n",
+       "      <td>-0.069729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <td>-0.003956</td>\n",
+       "      <td>0.019671</td>\n",
+       "      <td>-0.006547</td>\n",
+       "      <td>-0.010574</td>\n",
+       "      <td>0.003321</td>\n",
+       "      <td>-0.018055</td>\n",
+       "      <td>-0.007772</td>\n",
+       "      <td>0.000411</td>\n",
+       "      <td>-0.114441</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.304444</td>\n",
+       "      <td>-0.453924</td>\n",
+       "      <td>0.011780</td>\n",
+       "      <td>0.013870</td>\n",
+       "      <td>0.007592</td>\n",
+       "      <td>0.016658</td>\n",
+       "      <td>-0.009557</td>\n",
+       "      <td>-0.008284</td>\n",
+       "      <td>-0.013893</td>\n",
+       "      <td>0.048131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Age</th>\n",
+       "      <td>0.003530</td>\n",
+       "      <td>-0.007719</td>\n",
+       "      <td>0.012727</td>\n",
+       "      <td>0.025169</td>\n",
+       "      <td>0.003184</td>\n",
+       "      <td>0.009506</td>\n",
+       "      <td>0.009328</td>\n",
+       "      <td>0.001411</td>\n",
+       "      <td>0.089651</td>\n",
+       "      <td>-0.423577</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.496446</td>\n",
+       "      <td>0.940767</td>\n",
+       "      <td>-0.008856</td>\n",
+       "      <td>-0.007549</td>\n",
+       "      <td>-0.003082</td>\n",
+       "      <td>-0.051506</td>\n",
+       "      <td>0.006073</td>\n",
+       "      <td>-0.002769</td>\n",
+       "      <td>0.022278</td>\n",
+       "      <td>-0.066966</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fault</th>\n",
+       "      <td>0.005232</td>\n",
+       "      <td>0.025432</td>\n",
+       "      <td>0.009253</td>\n",
+       "      <td>0.000710</td>\n",
+       "      <td>0.008599</td>\n",
+       "      <td>0.003987</td>\n",
+       "      <td>0.004024</td>\n",
+       "      <td>-0.006391</td>\n",
+       "      <td>0.000247</td>\n",
+       "      <td>-0.007039</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.015526</td>\n",
+       "      <td>0.009679</td>\n",
+       "      <td>0.027239</td>\n",
+       "      <td>0.061034</td>\n",
+       "      <td>0.005301</td>\n",
+       "      <td>0.019315</td>\n",
+       "      <td>0.003273</td>\n",
+       "      <td>-0.011077</td>\n",
+       "      <td>0.011116</td>\n",
+       "      <td>-0.200789</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PolicyType</th>\n",
+       "      <td>0.007248</td>\n",
+       "      <td>-0.011771</td>\n",
+       "      <td>0.008138</td>\n",
+       "      <td>-0.161362</td>\n",
+       "      <td>0.020797</td>\n",
+       "      <td>0.008519</td>\n",
+       "      <td>0.008949</td>\n",
+       "      <td>0.000640</td>\n",
+       "      <td>0.016159</td>\n",
+       "      <td>0.015546</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.002218</td>\n",
+       "      <td>-0.011462</td>\n",
+       "      <td>-0.022404</td>\n",
+       "      <td>-0.006312</td>\n",
+       "      <td>0.039147</td>\n",
+       "      <td>0.017490</td>\n",
+       "      <td>-0.006740</td>\n",
+       "      <td>-0.008284</td>\n",
+       "      <td>-0.006064</td>\n",
+       "      <td>0.510498</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VehicleCategory</th>\n",
+       "      <td>0.003660</td>\n",
+       "      <td>-0.008154</td>\n",
+       "      <td>0.016717</td>\n",
+       "      <td>-0.117680</td>\n",
+       "      <td>0.043822</td>\n",
+       "      <td>0.000276</td>\n",
+       "      <td>0.005211</td>\n",
+       "      <td>0.009116</td>\n",
+       "      <td>-0.008713</td>\n",
+       "      <td>0.016358</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.037294</td>\n",
+       "      <td>0.008266</td>\n",
+       "      <td>-0.038416</td>\n",
+       "      <td>-0.021924</td>\n",
+       "      <td>0.034962</td>\n",
+       "      <td>0.018065</td>\n",
+       "      <td>-0.008932</td>\n",
+       "      <td>-0.007179</td>\n",
+       "      <td>-0.002470</td>\n",
+       "      <td>0.631496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>VehiclePrice</th>\n",
+       "      <td>-0.027316</td>\n",
+       "      <td>-0.009094</td>\n",
+       "      <td>-0.004221</td>\n",
+       "      <td>-0.126471</td>\n",
+       "      <td>-0.017184</td>\n",
+       "      <td>0.003432</td>\n",
+       "      <td>-0.032192</td>\n",
+       "      <td>-0.004082</td>\n",
+       "      <td>0.056347</td>\n",
+       "      <td>0.029440</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.146794</td>\n",
+       "      <td>-0.090803</td>\n",
+       "      <td>0.004126</td>\n",
+       "      <td>0.007367</td>\n",
+       "      <td>-0.012030</td>\n",
+       "      <td>0.043325</td>\n",
+       "      <td>0.010505</td>\n",
+       "      <td>-0.005466</td>\n",
+       "      <td>-0.024605</td>\n",
+       "      <td>-0.161066</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <td>-0.008672</td>\n",
+       "      <td>-0.011872</td>\n",
+       "      <td>-0.017472</td>\n",
+       "      <td>-0.019200</td>\n",
+       "      <td>-0.033557</td>\n",
+       "      <td>-0.002095</td>\n",
+       "      <td>-0.010280</td>\n",
+       "      <td>-0.005783</td>\n",
+       "      <td>0.029961</td>\n",
+       "      <td>0.000592</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.022208</td>\n",
+       "      <td>-0.032036</td>\n",
+       "      <td>-0.016010</td>\n",
+       "      <td>-0.008059</td>\n",
+       "      <td>-0.022980</td>\n",
+       "      <td>0.013279</td>\n",
+       "      <td>-0.037636</td>\n",
+       "      <td>0.009105</td>\n",
+       "      <td>-0.024778</td>\n",
+       "      <td>-0.157110</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RepNumber</th>\n",
+       "      <td>0.010952</td>\n",
+       "      <td>0.005340</td>\n",
+       "      <td>-0.008011</td>\n",
+       "      <td>0.000640</td>\n",
+       "      <td>0.007039</td>\n",
+       "      <td>-0.004687</td>\n",
+       "      <td>0.014741</td>\n",
+       "      <td>0.009033</td>\n",
+       "      <td>-0.000873</td>\n",
+       "      <td>-0.005944</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.003706</td>\n",
+       "      <td>-0.006604</td>\n",
+       "      <td>0.006123</td>\n",
+       "      <td>0.007528</td>\n",
+       "      <td>0.005642</td>\n",
+       "      <td>0.015468</td>\n",
+       "      <td>-0.010721</td>\n",
+       "      <td>-0.010952</td>\n",
+       "      <td>0.009438</td>\n",
+       "      <td>-0.003440</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Deductible</th>\n",
+       "      <td>-0.002951</td>\n",
+       "      <td>-0.004000</td>\n",
+       "      <td>0.012989</td>\n",
+       "      <td>0.017725</td>\n",
+       "      <td>0.005349</td>\n",
+       "      <td>0.007902</td>\n",
+       "      <td>0.004490</td>\n",
+       "      <td>0.005442</td>\n",
+       "      <td>0.014789</td>\n",
+       "      <td>-0.036449</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.086023</td>\n",
+       "      <td>0.074879</td>\n",
+       "      <td>0.009004</td>\n",
+       "      <td>0.000585</td>\n",
+       "      <td>-0.004245</td>\n",
+       "      <td>0.010639</td>\n",
+       "      <td>-0.150989</td>\n",
+       "      <td>0.000223</td>\n",
+       "      <td>-0.001182</td>\n",
+       "      <td>0.011841</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DriverRating</th>\n",
+       "      <td>0.003029</td>\n",
+       "      <td>-0.016834</td>\n",
+       "      <td>-0.002854</td>\n",
+       "      <td>0.005879</td>\n",
+       "      <td>-0.003407</td>\n",
+       "      <td>-0.007349</td>\n",
+       "      <td>0.006672</td>\n",
+       "      <td>-0.000086</td>\n",
+       "      <td>-0.002776</td>\n",
+       "      <td>-0.013612</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.001279</td>\n",
+       "      <td>0.000946</td>\n",
+       "      <td>0.015942</td>\n",
+       "      <td>0.010487</td>\n",
+       "      <td>-0.000266</td>\n",
+       "      <td>-0.011261</td>\n",
+       "      <td>-0.004932</td>\n",
+       "      <td>0.011411</td>\n",
+       "      <td>-0.013922</td>\n",
+       "      <td>-0.005456</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Days_Policy_Accident</th>\n",
+       "      <td>-0.000512</td>\n",
+       "      <td>-0.008918</td>\n",
+       "      <td>-0.003167</td>\n",
+       "      <td>0.009775</td>\n",
+       "      <td>0.003183</td>\n",
+       "      <td>-0.007948</td>\n",
+       "      <td>-0.009277</td>\n",
+       "      <td>-0.002721</td>\n",
+       "      <td>-0.006372</td>\n",
+       "      <td>0.004464</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.030592</td>\n",
+       "      <td>0.002478</td>\n",
+       "      <td>-0.012079</td>\n",
+       "      <td>-0.021810</td>\n",
+       "      <td>0.000589</td>\n",
+       "      <td>-0.037572</td>\n",
+       "      <td>0.007219</td>\n",
+       "      <td>-0.000164</td>\n",
+       "      <td>0.004016</td>\n",
+       "      <td>0.008975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Days_Policy_Claim</th>\n",
+       "      <td>-0.012134</td>\n",
+       "      <td>-0.012461</td>\n",
+       "      <td>-0.002556</td>\n",
+       "      <td>0.003932</td>\n",
+       "      <td>-0.001312</td>\n",
+       "      <td>-0.020866</td>\n",
+       "      <td>-0.005249</td>\n",
+       "      <td>0.003814</td>\n",
+       "      <td>0.012938</td>\n",
+       "      <td>0.005799</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.031342</td>\n",
+       "      <td>0.001354</td>\n",
+       "      <td>-0.000967</td>\n",
+       "      <td>-0.008603</td>\n",
+       "      <td>0.008643</td>\n",
+       "      <td>-0.048552</td>\n",
+       "      <td>0.010487</td>\n",
+       "      <td>-0.006528</td>\n",
+       "      <td>-0.003693</td>\n",
+       "      <td>0.017693</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PastNumberOfClaims</th>\n",
+       "      <td>0.001365</td>\n",
+       "      <td>-0.007583</td>\n",
+       "      <td>-0.006242</td>\n",
+       "      <td>0.001685</td>\n",
+       "      <td>-0.016689</td>\n",
+       "      <td>0.001094</td>\n",
+       "      <td>0.002779</td>\n",
+       "      <td>-0.004424</td>\n",
+       "      <td>0.001335</td>\n",
+       "      <td>0.001879</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.021143</td>\n",
+       "      <td>0.010388</td>\n",
+       "      <td>-0.009143</td>\n",
+       "      <td>-0.013244</td>\n",
+       "      <td>-0.011377</td>\n",
+       "      <td>0.032324</td>\n",
+       "      <td>-0.002558</td>\n",
+       "      <td>0.001405</td>\n",
+       "      <td>0.002133</td>\n",
+       "      <td>-0.090455</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <td>-0.029181</td>\n",
+       "      <td>-0.014871</td>\n",
+       "      <td>0.004027</td>\n",
+       "      <td>-0.052875</td>\n",
+       "      <td>-0.012278</td>\n",
+       "      <td>-0.006408</td>\n",
+       "      <td>-0.021446</td>\n",
+       "      <td>0.004001</td>\n",
+       "      <td>0.209081</td>\n",
+       "      <td>-0.304444</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.405740</td>\n",
+       "      <td>-0.009361</td>\n",
+       "      <td>-0.011791</td>\n",
+       "      <td>0.007524</td>\n",
+       "      <td>0.007030</td>\n",
+       "      <td>0.007406</td>\n",
+       "      <td>0.006098</td>\n",
+       "      <td>0.004011</td>\n",
+       "      <td>-0.028819</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <td>0.010748</td>\n",
+       "      <td>-0.002898</td>\n",
+       "      <td>0.013165</td>\n",
+       "      <td>0.051961</td>\n",
+       "      <td>0.007301</td>\n",
+       "      <td>0.008432</td>\n",
+       "      <td>0.018572</td>\n",
+       "      <td>0.001091</td>\n",
+       "      <td>0.065569</td>\n",
+       "      <td>-0.453924</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.405740</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.007035</td>\n",
+       "      <td>-0.002868</td>\n",
+       "      <td>0.001116</td>\n",
+       "      <td>-0.080206</td>\n",
+       "      <td>0.005328</td>\n",
+       "      <td>-0.001422</td>\n",
+       "      <td>0.028420</td>\n",
+       "      <td>-0.057959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <td>0.009986</td>\n",
+       "      <td>0.013020</td>\n",
+       "      <td>-0.011908</td>\n",
+       "      <td>-0.008083</td>\n",
+       "      <td>0.001722</td>\n",
+       "      <td>-0.018389</td>\n",
+       "      <td>0.013989</td>\n",
+       "      <td>0.023497</td>\n",
+       "      <td>-0.007408</td>\n",
+       "      <td>0.011780</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.009361</td>\n",
+       "      <td>-0.007035</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.198096</td>\n",
+       "      <td>0.023267</td>\n",
+       "      <td>-0.020409</td>\n",
+       "      <td>0.013755</td>\n",
+       "      <td>-0.023991</td>\n",
+       "      <td>0.021195</td>\n",
+       "      <td>-0.028044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <td>-0.002107</td>\n",
+       "      <td>0.013711</td>\n",
+       "      <td>0.000134</td>\n",
+       "      <td>-0.000490</td>\n",
+       "      <td>-0.028385</td>\n",
+       "      <td>-0.001396</td>\n",
+       "      <td>-0.008597</td>\n",
+       "      <td>0.009363</td>\n",
+       "      <td>-0.005583</td>\n",
+       "      <td>0.013870</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.011791</td>\n",
+       "      <td>-0.002868</td>\n",
+       "      <td>0.198096</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.011449</td>\n",
+       "      <td>0.005233</td>\n",
+       "      <td>0.012859</td>\n",
+       "      <td>-0.012642</td>\n",
+       "      <td>-0.015509</td>\n",
+       "      <td>-0.034493</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AgentType</th>\n",
+       "      <td>0.015757</td>\n",
+       "      <td>0.006472</td>\n",
+       "      <td>0.011516</td>\n",
+       "      <td>-0.014913</td>\n",
+       "      <td>-0.005214</td>\n",
+       "      <td>-0.015393</td>\n",
+       "      <td>0.016148</td>\n",
+       "      <td>-0.011326</td>\n",
+       "      <td>0.012685</td>\n",
+       "      <td>0.007592</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007524</td>\n",
+       "      <td>0.001116</td>\n",
+       "      <td>0.023267</td>\n",
+       "      <td>0.011449</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.013086</td>\n",
+       "      <td>0.013757</td>\n",
+       "      <td>-0.003845</td>\n",
+       "      <td>0.018985</td>\n",
+       "      <td>0.079689</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NumberOfSuppliments</th>\n",
+       "      <td>-0.010878</td>\n",
+       "      <td>-0.002867</td>\n",
+       "      <td>-0.010873</td>\n",
+       "      <td>-0.025168</td>\n",
+       "      <td>0.005229</td>\n",
+       "      <td>0.019484</td>\n",
+       "      <td>0.001483</td>\n",
+       "      <td>-0.007022</td>\n",
+       "      <td>0.001927</td>\n",
+       "      <td>0.016658</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007030</td>\n",
+       "      <td>-0.080206</td>\n",
+       "      <td>-0.020409</td>\n",
+       "      <td>0.005233</td>\n",
+       "      <td>-0.013086</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.018553</td>\n",
+       "      <td>-0.001529</td>\n",
+       "      <td>-0.008229</td>\n",
+       "      <td>0.004639</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AddressChange_Claim</th>\n",
+       "      <td>-0.007517</td>\n",
+       "      <td>0.008338</td>\n",
+       "      <td>-0.005148</td>\n",
+       "      <td>-0.003390</td>\n",
+       "      <td>0.003755</td>\n",
+       "      <td>0.011260</td>\n",
+       "      <td>-0.013373</td>\n",
+       "      <td>-0.008322</td>\n",
+       "      <td>0.004429</td>\n",
+       "      <td>-0.009557</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.007406</td>\n",
+       "      <td>0.005328</td>\n",
+       "      <td>0.013755</td>\n",
+       "      <td>0.012859</td>\n",
+       "      <td>0.013757</td>\n",
+       "      <td>-0.018553</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.289486</td>\n",
+       "      <td>-0.000615</td>\n",
+       "      <td>-0.012214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <td>0.001341</td>\n",
+       "      <td>0.002511</td>\n",
+       "      <td>0.001991</td>\n",
+       "      <td>-0.000226</td>\n",
+       "      <td>-0.007856</td>\n",
+       "      <td>-0.010448</td>\n",
+       "      <td>-0.001811</td>\n",
+       "      <td>0.008224</td>\n",
+       "      <td>0.000089</td>\n",
+       "      <td>-0.008284</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.006098</td>\n",
+       "      <td>-0.001422</td>\n",
+       "      <td>-0.023991</td>\n",
+       "      <td>-0.012642</td>\n",
+       "      <td>-0.003845</td>\n",
+       "      <td>-0.001529</td>\n",
+       "      <td>-0.289486</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.002229</td>\n",
+       "      <td>0.000984</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>0.028726</td>\n",
+       "      <td>-0.003949</td>\n",
+       "      <td>0.002549</td>\n",
+       "      <td>0.010826</td>\n",
+       "      <td>0.002079</td>\n",
+       "      <td>0.003512</td>\n",
+       "      <td>0.020948</td>\n",
+       "      <td>0.012082</td>\n",
+       "      <td>0.000444</td>\n",
+       "      <td>-0.013893</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.004011</td>\n",
+       "      <td>0.028420</td>\n",
+       "      <td>0.021195</td>\n",
+       "      <td>-0.015509</td>\n",
+       "      <td>0.018985</td>\n",
+       "      <td>-0.008229</td>\n",
+       "      <td>-0.000615</td>\n",
+       "      <td>-0.002229</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.014952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BasePolicy</th>\n",
+       "      <td>0.020484</td>\n",
+       "      <td>-0.007818</td>\n",
+       "      <td>0.014810</td>\n",
+       "      <td>-0.019937</td>\n",
+       "      <td>0.043560</td>\n",
+       "      <td>-0.014472</td>\n",
+       "      <td>0.028162</td>\n",
+       "      <td>0.013671</td>\n",
+       "      <td>-0.069729</td>\n",
+       "      <td>0.048131</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.028819</td>\n",
+       "      <td>-0.057959</td>\n",
+       "      <td>-0.028044</td>\n",
+       "      <td>-0.034493</td>\n",
+       "      <td>0.079689</td>\n",
+       "      <td>0.004639</td>\n",
+       "      <td>-0.012214</td>\n",
+       "      <td>0.000984</td>\n",
+       "      <td>0.014952</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>32 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         Month  WeekOfMonth  DayOfWeek      Make  \\\n",
+       "Month                 1.000000     0.010625  -0.009549  0.000539   \n",
+       "WeekOfMonth           0.010625     1.000000  -0.011668 -0.001665   \n",
+       "DayOfWeek            -0.009549    -0.011668   1.000000  0.003321   \n",
+       "Make                  0.000539    -0.001665   0.003321  1.000000   \n",
+       "AccidentArea         -0.000074     0.009002   0.006386  0.004127   \n",
+       "DayOfWeekClaimed     -0.025776     0.015082   0.097647 -0.005187   \n",
+       "MonthClaimed          0.724419     0.009982  -0.011997  0.010022   \n",
+       "WeekOfMonthClaimed    0.042016     0.275366  -0.013954 -0.007900   \n",
+       "Sex                   0.002916     0.005332  -0.021214 -0.026360   \n",
+       "MaritalStatus        -0.003956     0.019671  -0.006547 -0.010574   \n",
+       "Age                   0.003530    -0.007719   0.012727  0.025169   \n",
+       "Fault                 0.005232     0.025432   0.009253  0.000710   \n",
+       "PolicyType            0.007248    -0.011771   0.008138 -0.161362   \n",
+       "VehicleCategory       0.003660    -0.008154   0.016717 -0.117680   \n",
+       "VehiclePrice         -0.027316    -0.009094  -0.004221 -0.126471   \n",
+       "FraudFound_P         -0.008672    -0.011872  -0.017472 -0.019200   \n",
+       "RepNumber             0.010952     0.005340  -0.008011  0.000640   \n",
+       "Deductible           -0.002951    -0.004000   0.012989  0.017725   \n",
+       "DriverRating          0.003029    -0.016834  -0.002854  0.005879   \n",
+       "Days_Policy_Accident -0.000512    -0.008918  -0.003167  0.009775   \n",
+       "Days_Policy_Claim    -0.012134    -0.012461  -0.002556  0.003932   \n",
+       "PastNumberOfClaims    0.001365    -0.007583  -0.006242  0.001685   \n",
+       "AgeOfVehicle         -0.029181    -0.014871   0.004027 -0.052875   \n",
+       "AgeOfPolicyHolder     0.010748    -0.002898   0.013165  0.051961   \n",
+       "PoliceReportFiled     0.009986     0.013020  -0.011908 -0.008083   \n",
+       "WitnessPresent       -0.002107     0.013711   0.000134 -0.000490   \n",
+       "AgentType             0.015757     0.006472   0.011516 -0.014913   \n",
+       "NumberOfSuppliments  -0.010878    -0.002867  -0.010873 -0.025168   \n",
+       "AddressChange_Claim  -0.007517     0.008338  -0.005148 -0.003390   \n",
+       "NumberOfCars          0.001341     0.002511   0.001991 -0.000226   \n",
+       "Year                  0.028726    -0.003949   0.002549  0.010826   \n",
+       "BasePolicy            0.020484    -0.007818   0.014810 -0.019937   \n",
+       "\n",
+       "                      AccidentArea  DayOfWeekClaimed  MonthClaimed  \\\n",
+       "Month                    -0.000074         -0.025776      0.724419   \n",
+       "WeekOfMonth               0.009002          0.015082      0.009982   \n",
+       "DayOfWeek                 0.006386          0.097647     -0.011997   \n",
+       "Make                      0.004127         -0.005187      0.010022   \n",
+       "AccidentArea              1.000000         -0.011394     -0.002618   \n",
+       "DayOfWeekClaimed         -0.011394          1.000000     -0.015803   \n",
+       "MonthClaimed             -0.002618         -0.015803      1.000000   \n",
+       "WeekOfMonthClaimed        0.006330          0.013635      0.032428   \n",
+       "Sex                      -0.033732         -0.000203     -0.002160   \n",
+       "MaritalStatus             0.003321         -0.018055     -0.007772   \n",
+       "Age                       0.003184          0.009506      0.009328   \n",
+       "Fault                     0.008599          0.003987      0.004024   \n",
+       "PolicyType                0.020797          0.008519      0.008949   \n",
+       "VehicleCategory           0.043822          0.000276      0.005211   \n",
+       "VehiclePrice             -0.017184          0.003432     -0.032192   \n",
+       "FraudFound_P             -0.033557         -0.002095     -0.010280   \n",
+       "RepNumber                 0.007039         -0.004687      0.014741   \n",
+       "Deductible                0.005349          0.007902      0.004490   \n",
+       "DriverRating             -0.003407         -0.007349      0.006672   \n",
+       "Days_Policy_Accident      0.003183         -0.007948     -0.009277   \n",
+       "Days_Policy_Claim        -0.001312         -0.020866     -0.005249   \n",
+       "PastNumberOfClaims       -0.016689          0.001094      0.002779   \n",
+       "AgeOfVehicle             -0.012278         -0.006408     -0.021446   \n",
+       "AgeOfPolicyHolder         0.007301          0.008432      0.018572   \n",
+       "PoliceReportFiled         0.001722         -0.018389      0.013989   \n",
+       "WitnessPresent           -0.028385         -0.001396     -0.008597   \n",
+       "AgentType                -0.005214         -0.015393      0.016148   \n",
+       "NumberOfSuppliments       0.005229          0.019484      0.001483   \n",
+       "AddressChange_Claim       0.003755          0.011260     -0.013373   \n",
+       "NumberOfCars             -0.007856         -0.010448     -0.001811   \n",
+       "Year                      0.002079          0.003512      0.020948   \n",
+       "BasePolicy                0.043560         -0.014472      0.028162   \n",
+       "\n",
+       "                      WeekOfMonthClaimed       Sex  MaritalStatus  ...  \\\n",
+       "Month                           0.042016  0.002916      -0.003956  ...   \n",
+       "WeekOfMonth                     0.275366  0.005332       0.019671  ...   \n",
+       "DayOfWeek                      -0.013954 -0.021214      -0.006547  ...   \n",
+       "Make                           -0.007900 -0.026360      -0.010574  ...   \n",
+       "AccidentArea                    0.006330 -0.033732       0.003321  ...   \n",
+       "DayOfWeekClaimed                0.013635 -0.000203      -0.018055  ...   \n",
+       "MonthClaimed                    0.032428 -0.002160      -0.007772  ...   \n",
+       "WeekOfMonthClaimed              1.000000  0.003777       0.000411  ...   \n",
+       "Sex                             0.003777  1.000000      -0.114441  ...   \n",
+       "MaritalStatus                   0.000411 -0.114441       1.000000  ...   \n",
+       "Age                             0.001411  0.089651      -0.423577  ...   \n",
+       "Fault                          -0.006391  0.000247      -0.007039  ...   \n",
+       "PolicyType                      0.000640  0.016159       0.015546  ...   \n",
+       "VehicleCategory                 0.009116 -0.008713       0.016358  ...   \n",
+       "VehiclePrice                   -0.004082  0.056347       0.029440  ...   \n",
+       "FraudFound_P                   -0.005783  0.029961       0.000592  ...   \n",
+       "RepNumber                       0.009033 -0.000873      -0.005944  ...   \n",
+       "Deductible                      0.005442  0.014789      -0.036449  ...   \n",
+       "DriverRating                   -0.000086 -0.002776      -0.013612  ...   \n",
+       "Days_Policy_Accident           -0.002721 -0.006372       0.004464  ...   \n",
+       "Days_Policy_Claim               0.003814  0.012938       0.005799  ...   \n",
+       "PastNumberOfClaims             -0.004424  0.001335       0.001879  ...   \n",
+       "AgeOfVehicle                    0.004001  0.209081      -0.304444  ...   \n",
+       "AgeOfPolicyHolder               0.001091  0.065569      -0.453924  ...   \n",
+       "PoliceReportFiled               0.023497 -0.007408       0.011780  ...   \n",
+       "WitnessPresent                  0.009363 -0.005583       0.013870  ...   \n",
+       "AgentType                      -0.011326  0.012685       0.007592  ...   \n",
+       "NumberOfSuppliments            -0.007022  0.001927       0.016658  ...   \n",
+       "AddressChange_Claim            -0.008322  0.004429      -0.009557  ...   \n",
+       "NumberOfCars                    0.008224  0.000089      -0.008284  ...   \n",
+       "Year                            0.012082  0.000444      -0.013893  ...   \n",
+       "BasePolicy                      0.013671 -0.069729       0.048131  ...   \n",
+       "\n",
+       "                      AgeOfVehicle  AgeOfPolicyHolder  PoliceReportFiled  \\\n",
+       "Month                    -0.029181           0.010748           0.009986   \n",
+       "WeekOfMonth              -0.014871          -0.002898           0.013020   \n",
+       "DayOfWeek                 0.004027           0.013165          -0.011908   \n",
+       "Make                     -0.052875           0.051961          -0.008083   \n",
+       "AccidentArea             -0.012278           0.007301           0.001722   \n",
+       "DayOfWeekClaimed         -0.006408           0.008432          -0.018389   \n",
+       "MonthClaimed             -0.021446           0.018572           0.013989   \n",
+       "WeekOfMonthClaimed        0.004001           0.001091           0.023497   \n",
+       "Sex                       0.209081           0.065569          -0.007408   \n",
+       "MaritalStatus            -0.304444          -0.453924           0.011780   \n",
+       "Age                       0.496446           0.940767          -0.008856   \n",
+       "Fault                    -0.015526           0.009679           0.027239   \n",
+       "PolicyType                0.002218          -0.011462          -0.022404   \n",
+       "VehicleCategory           0.037294           0.008266          -0.038416   \n",
+       "VehiclePrice              0.146794          -0.090803           0.004126   \n",
+       "FraudFound_P             -0.022208          -0.032036          -0.016010   \n",
+       "RepNumber                -0.003706          -0.006604           0.006123   \n",
+       "Deductible                0.086023           0.074879           0.009004   \n",
+       "DriverRating             -0.001279           0.000946           0.015942   \n",
+       "Days_Policy_Accident      0.030592           0.002478          -0.012079   \n",
+       "Days_Policy_Claim         0.031342           0.001354          -0.000967   \n",
+       "PastNumberOfClaims        0.021143           0.010388          -0.009143   \n",
+       "AgeOfVehicle              1.000000           0.405740          -0.009361   \n",
+       "AgeOfPolicyHolder         0.405740           1.000000          -0.007035   \n",
+       "PoliceReportFiled        -0.009361          -0.007035           1.000000   \n",
+       "WitnessPresent           -0.011791          -0.002868           0.198096   \n",
+       "AgentType                 0.007524           0.001116           0.023267   \n",
+       "NumberOfSuppliments       0.007030          -0.080206          -0.020409   \n",
+       "AddressChange_Claim       0.007406           0.005328           0.013755   \n",
+       "NumberOfCars              0.006098          -0.001422          -0.023991   \n",
+       "Year                      0.004011           0.028420           0.021195   \n",
+       "BasePolicy               -0.028819          -0.057959          -0.028044   \n",
+       "\n",
+       "                      WitnessPresent  AgentType  NumberOfSuppliments  \\\n",
+       "Month                      -0.002107   0.015757            -0.010878   \n",
+       "WeekOfMonth                 0.013711   0.006472            -0.002867   \n",
+       "DayOfWeek                   0.000134   0.011516            -0.010873   \n",
+       "Make                       -0.000490  -0.014913            -0.025168   \n",
+       "AccidentArea               -0.028385  -0.005214             0.005229   \n",
+       "DayOfWeekClaimed           -0.001396  -0.015393             0.019484   \n",
+       "MonthClaimed               -0.008597   0.016148             0.001483   \n",
+       "WeekOfMonthClaimed          0.009363  -0.011326            -0.007022   \n",
+       "Sex                        -0.005583   0.012685             0.001927   \n",
+       "MaritalStatus               0.013870   0.007592             0.016658   \n",
+       "Age                        -0.007549  -0.003082            -0.051506   \n",
+       "Fault                       0.061034   0.005301             0.019315   \n",
+       "PolicyType                 -0.006312   0.039147             0.017490   \n",
+       "VehicleCategory            -0.021924   0.034962             0.018065   \n",
+       "VehiclePrice                0.007367  -0.012030             0.043325   \n",
+       "FraudFound_P               -0.008059  -0.022980             0.013279   \n",
+       "RepNumber                   0.007528   0.005642             0.015468   \n",
+       "Deductible                  0.000585  -0.004245             0.010639   \n",
+       "DriverRating                0.010487  -0.000266            -0.011261   \n",
+       "Days_Policy_Accident       -0.021810   0.000589            -0.037572   \n",
+       "Days_Policy_Claim          -0.008603   0.008643            -0.048552   \n",
+       "PastNumberOfClaims         -0.013244  -0.011377             0.032324   \n",
+       "AgeOfVehicle               -0.011791   0.007524             0.007030   \n",
+       "AgeOfPolicyHolder          -0.002868   0.001116            -0.080206   \n",
+       "PoliceReportFiled           0.198096   0.023267            -0.020409   \n",
+       "WitnessPresent              1.000000   0.011449             0.005233   \n",
+       "AgentType                   0.011449   1.000000            -0.013086   \n",
+       "NumberOfSuppliments         0.005233  -0.013086             1.000000   \n",
+       "AddressChange_Claim         0.012859   0.013757            -0.018553   \n",
+       "NumberOfCars               -0.012642  -0.003845            -0.001529   \n",
+       "Year                       -0.015509   0.018985            -0.008229   \n",
+       "BasePolicy                 -0.034493   0.079689             0.004639   \n",
+       "\n",
+       "                      AddressChange_Claim  NumberOfCars      Year  BasePolicy  \n",
+       "Month                           -0.007517      0.001341  0.028726    0.020484  \n",
+       "WeekOfMonth                      0.008338      0.002511 -0.003949   -0.007818  \n",
+       "DayOfWeek                       -0.005148      0.001991  0.002549    0.014810  \n",
+       "Make                            -0.003390     -0.000226  0.010826   -0.019937  \n",
+       "AccidentArea                     0.003755     -0.007856  0.002079    0.043560  \n",
+       "DayOfWeekClaimed                 0.011260     -0.010448  0.003512   -0.014472  \n",
+       "MonthClaimed                    -0.013373     -0.001811  0.020948    0.028162  \n",
+       "WeekOfMonthClaimed              -0.008322      0.008224  0.012082    0.013671  \n",
+       "Sex                              0.004429      0.000089  0.000444   -0.069729  \n",
+       "MaritalStatus                   -0.009557     -0.008284 -0.013893    0.048131  \n",
+       "Age                              0.006073     -0.002769  0.022278   -0.066966  \n",
+       "Fault                            0.003273     -0.011077  0.011116   -0.200789  \n",
+       "PolicyType                      -0.006740     -0.008284 -0.006064    0.510498  \n",
+       "VehicleCategory                 -0.008932     -0.007179 -0.002470    0.631496  \n",
+       "VehiclePrice                     0.010505     -0.005466 -0.024605   -0.161066  \n",
+       "FraudFound_P                    -0.037636      0.009105 -0.024778   -0.157110  \n",
+       "RepNumber                       -0.010721     -0.010952  0.009438   -0.003440  \n",
+       "Deductible                      -0.150989      0.000223 -0.001182    0.011841  \n",
+       "DriverRating                    -0.004932      0.011411 -0.013922   -0.005456  \n",
+       "Days_Policy_Accident             0.007219     -0.000164  0.004016    0.008975  \n",
+       "Days_Policy_Claim                0.010487     -0.006528 -0.003693    0.017693  \n",
+       "PastNumberOfClaims              -0.002558      0.001405  0.002133   -0.090455  \n",
+       "AgeOfVehicle                     0.007406      0.006098  0.004011   -0.028819  \n",
+       "AgeOfPolicyHolder                0.005328     -0.001422  0.028420   -0.057959  \n",
+       "PoliceReportFiled                0.013755     -0.023991  0.021195   -0.028044  \n",
+       "WitnessPresent                   0.012859     -0.012642 -0.015509   -0.034493  \n",
+       "AgentType                        0.013757     -0.003845  0.018985    0.079689  \n",
+       "NumberOfSuppliments             -0.018553     -0.001529 -0.008229    0.004639  \n",
+       "AddressChange_Claim              1.000000     -0.289486 -0.000615   -0.012214  \n",
+       "NumberOfCars                    -0.289486      1.000000 -0.002229    0.000984  \n",
+       "Year                            -0.000615     -0.002229  1.000000    0.014952  \n",
+       "BasePolicy                      -0.012214      0.000984  0.014952    1.000000  \n",
+       "\n",
+       "[32 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_mat = vic_temp.corr()\n",
+    "corr_mat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/9y/vw5physn1xj4wpb41wh0q6gh0000gn/T/ipykernel_20077/1290100022.py:2: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
+      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
+      "  corr_mat = corr_mat.where(np.tril(np.ones(corr_mat.shape)).astype(np.bool))\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1440x1080 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20, 15))\n",
+    "corr_mat = corr_mat.where(np.tril(np.ones(corr_mat.shape)).astype(np.bool))\n",
+    "sns.heatmap(corr_mat, annot=True, cmap='Reds')"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Spliting Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = vic_temp.drop(columns='FraudFound_P').copy()\n",
+    "y = vic_temp['FraudFound_P'].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "x_train, x_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=40, stratify=y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(12335, 31) (3084, 31) (12335,) (3084,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(x_train.shape, x_test.shape, y_train.shape, y_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    11597\n",
+       "1      738\n",
+       "Name: FraudFound_P, dtype: int64"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    2899\n",
+       "1     185\n",
+       "Name: FraudFound_P, dtype: int64"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_test.value_counts()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Functions for Analysis a Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_name_test, accuracy_test, recall_test, precision_test, f1_test, roc_auc_test = [], [], [], [], [], []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import accuracy_score, f1_score, recall_score, precision_score, confusion_matrix, roc_auc_score, roc_curve, ConfusionMatrixDisplay, classification_report\n",
+    "\n",
+    "def analysis_model_with_test(modelname, model, x_test, y_test):\n",
+    "    y_pred = model.predict(x_test)\n",
+    "\n",
+    "    model_name_test.append(modelname)\n",
+    "    accuracy_test.append(accuracy_score(y_test, y_pred))\n",
+    "    f1_test.append(f1_score(y_test, y_pred))\n",
+    "    recall_test.append(recall_score(y_test, y_pred))\n",
+    "    precision_test.append(precision_score(y_test, y_pred))\n",
+    "    roc_auc_test.append(roc_auc_score(y_test, y_pred))\n",
+    "\n",
+    "    print('Accuracy Score:', accuracy_score(y_test, y_pred))\n",
+    "    print('F1 Score:', f1_score(y_test, y_pred))\n",
+    "    print('Recall Score:', recall_score(y_test, y_pred))\n",
+    "    print('Precision Score:', precision_score(y_test, y_pred))\n",
+    "    print('ROC AUC:', roc_auc_score(y_test, y_pred))\n",
+    "\n",
+    "    # Confusion Matrix\n",
+    "    conf_mat = confusion_matrix(y_test, y_pred)\n",
+    "    display = ConfusionMatrixDisplay(confusion_matrix=conf_mat)\n",
+    "\n",
+    "    # ROC AUC\n",
+    "    fpr, tpr, _ = roc_curve(y_test, y_pred)\n",
+    "\n",
+    "    fig, ax = plt.subplots(1, 2, figsize=(11, 6))\n",
+    "    display.plot(ax=ax[0]), ax[0].set_title('Confusion Matrix')\n",
+    "    ax[1].plot(fpr, tpr), ax[1].set_title('ROC AUC'), ax[1].set_xlabel('False Positive Rate'), ax[1].set_ylabel('True Positive Rate')\n",
+    "    plt.show()\n",
+    "    print(classification_report(y_test, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_name_train, accuracy_train, recall_train, precision_train, f1_train, roc_auc_train = [], [], [], [], [], []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def analysis_model_with_train(modelname, model, x_train, y_train):\n",
+    "    y_pred = model.predict(x_train)\n",
+    "\n",
+    "    model_name_train.append(modelname)\n",
+    "    accuracy_train.append(accuracy_score(y_train, y_pred))\n",
+    "    f1_train.append(f1_score(y_train, y_pred))\n",
+    "    recall_train.append(recall_score(y_train, y_pred))\n",
+    "    precision_train.append(precision_score(y_train, y_pred))\n",
+    "    roc_auc_train.append(roc_auc_score(y_train, y_pred))\n",
+    "\n",
+    "    print('Accuracy Score:', accuracy_score(y_train, y_pred))\n",
+    "    print('F1 Score:', f1_score(y_train, y_pred))\n",
+    "    print('Recall Score:', recall_score(y_train, y_pred))\n",
+    "    print('Precision Score:', precision_score(y_train, y_pred))\n",
+    "    print('ROC AUC:', roc_auc_score(y_train, y_pred))\n",
+    "\n",
+    "    # Confusion Matrix\n",
+    "    conf_mat = confusion_matrix(y_train, y_pred)\n",
+    "    display = ConfusionMatrixDisplay(confusion_matrix=conf_mat)\n",
+    "    # ROC AUC\n",
+    "    fpr, tpr, _ = roc_curve(y_train, y_pred)\n",
+    "\n",
+    "    fig, ax = plt.subplots(1, 2, figsize=(11, 6))\n",
+    "    display.plot(ax=ax[0]), ax[0].set_title('Confusion Matrix')\n",
+    "    ax[1].plot(fpr, tpr), ax[1].set_title('ROC AUC'), ax[1].set_xlabel('False Positive Rate'), ax[1].set_ylabel('True Positive Rate')\n",
+    "    plt.show()\n",
+    "    print(classification_report(y_train, y_pred))"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Training Model Without under and over sampling"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Logistic Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.pipeline import make_pipeline\n",
+    "logistic_model = make_pipeline(StandardScaler(), LogisticRegression())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('logisticregression', LogisticRegression())])"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "logistic_model.fit(x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9401702472638832\n",
+      "F1 Score: 0.0\n",
+      "Recall Score: 0.0\n",
+      "Precision Score: 0.0\n",
+      "ROC AUC: 0.5\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      1.00      0.97     11597\n",
+      "           1       0.00      0.00      0.00       738\n",
+      "\n",
+      "    accuracy                           0.94     12335\n",
+      "   macro avg       0.47      0.50      0.48     12335\n",
+      "weighted avg       0.88      0.94      0.91     12335\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('logistic_model', logistic_model, x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9400129701686122\n",
+      "F1 Score: 0.0\n",
+      "Recall Score: 0.0\n",
+      "Precision Score: 0.0\n",
+      "ROC AUC: 0.5\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      1.00      0.97      2899\n",
+      "           1       0.00      0.00      0.00       185\n",
+      "\n",
+      "    accuracy                           0.94      3084\n",
+      "   macro avg       0.47      0.50      0.48      3084\n",
+      "weighted avg       0.88      0.94      0.91      3084\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('logistic_model', logistic_model, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### SVM Classifiers"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### LinearSVC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.svm import LinearSVC\n",
+    "linearSVC_model = make_pipeline(StandardScaler(), LinearSVC(dual=False))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('linearsvc', LinearSVC(dual=False))])"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linearSVC_model.fit(x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9401702472638832\n",
+      "F1 Score: 0.0\n",
+      "Recall Score: 0.0\n",
+      "Precision Score: 0.0\n",
+      "ROC AUC: 0.5\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      1.00      0.97     11597\n",
+      "           1       0.00      0.00      0.00       738\n",
+      "\n",
+      "    accuracy                           0.94     12335\n",
+      "   macro avg       0.47      0.50      0.48     12335\n",
+      "weighted avg       0.88      0.94      0.91     12335\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('linearSVC_model', linearSVC_model, x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9400129701686122\n",
+      "F1 Score: 0.0\n",
+      "Recall Score: 0.0\n",
+      "Precision Score: 0.0\n",
+      "ROC AUC: 0.5\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Fx5hZLYJfdCaGv2yV3t8JeNndDzGzmwHc/Y/hvonA74GvgHfcvVu4/QLgWHe/KuHg00Rubq7n5+dHHYaIxKmo2LnqiXze/mIVIy7ry3Hd0nNmtZmV+/1ZLY8ikjB3UvqGmXBG9AhgTmziGI5hLHEWMDP8PB4434L6qJ0JJsZMcvcVwGYzOyK85qXAi5XzVRARid/dr8zhzTmruP1HPdI2cdyTzOlgF5E0ZBSX2SNcaY4iGJM6w8ymhdtuAS4Ix6g6QaviVQDuPsvMxgGzCcbJXuvuJWN3rwZGAfUIhkG8msrARURKe+KTrxj50SIGHtmJy47sFHU4CVPyKCIJc0jpO6rd/UPKHq84oYJz7gbuLmN7PnBI5UUnIhK/d+au4vbxszihWyt+d3r3PZ+QxtRtLSIiIpJCc1Zs4rqnptBt38YMu6B3xpTkKU9atTy2aJbjnTrUijoMSdC86fX3fJCkpR1sZZfvTOi7mV4zKCJSvlWbdjB4VB4N69ZkxMBcGtRJq9QrIWn1BJ061GLSxA5RhyEJOrltr6hDkAR95m8ldJ5jFO9lvUYRkWyxbVchg0fns2H7bsZdNYA2TepFHVKlSKvkUUQyj1oeRUS+q6jYuX7sNGYt38jwS3I5pF2TqEOqNEoeRSRhDvG+o1pEJKvc++ocXp/9Nbed3p0Tu7eOOpxKpe/6IiIiIpXoqc8W8+gHi7h0wH5cflSnqMOpdGp5FJEkGEWprfMoIpJR3pu3mttenMWxXVty2+ndCd5LUL0oeRSRhKnbWkTkf+au3My1T02hS6uG/OvCw6mZUz2/Pyp5FJGkqOVRRARWbd7BoFF51K+dw8iBfWlYDUrylKf6PpmIiIhIFdi+q4grR+ezbusuxl01gLZNq0dJnvIoeRSRhLmbuq1FJKsVFzs3jJvG9GUbeeTiPhzavvqU5CmPkkcRSUoq320tIpLu/jTxC16duZJbf3gwP+ixb9ThVAkljyKSMAeKNeZRRLLUM5OW8Mh7C7mof0cGf69z1OFUGSWPIpIEU8ujiGSlD+ev4dYXZnLMQS2548c9qmVJnvLou76IiIjIXpj/9WaufmoyB7ZsyAMX9q62JXnKo5ZHEUlYUOcxe37bFhFZs2Unl4/Ko07NHEYMzKVR3VpRh1TllDyKSFKK1IEhIllix+4irhyTz5otO/n3kAG036d+1CFFQsmjiCTMMbU8ikhWKC52bnz2c6Yt3cBDFx1Ozw5Now4pMkoeRSQpxWp5FJEs8Nc35vLK9BXcfGo3TjmkTdThRErf9UVEREQqMC5/KQ+88yUX9OvAkGP2jzqcyCl5FJGEuUORW8JLtjGzU8xsrpktMLObytjfxMxeMrPPzWyWmV0eRZwi8j8ff7mGW56fwdFdWnDnGYdkVUme8qjbWkSSojGP8TGzHOAB4CSgAMgzs/HuPjvmsGuB2e7+IzNrCcw1s6fcfVcEIYtkvQWrtjD0icl0btGABy46nFpZVpKnPEoeRSRhwYQZfTONUz9ggbsvBDCzscAZQGzy6EAjC5o2GgLrgMKqDlREYO2WnQwalUftmjUYObAvjbOwJE959F1fRKRqtAOWxqwXhNti/Qs4GFgOzAB+4e7FVROeiJTYsbuIIU9M5utNO3j00lw6NMvOkjzlUfIoIkkpwhJeskxZD+yl1k8GpgFtgV7Av8ys8XcuZDbEzPLNLH/16tWVHadIVnN3fv2f6UxevJ6/n9eL3h33iTqktKPkUUQSVvKGmUSXLFMAdIhZb0/QwhjrcuB5DywAFgHdSl/I3Ye7e66757Zs2TJlAYtko7+/MY/xny/n16d05bRDs7skT3mUPIpIEoIxj4kuWSYP6GJmnc2sNnA+ML7UMUuAEwDMrDXQFVhYpVGKZLHnJhcw7O0FnJfbgau/f0DU4aQtTZgRkaQUZ1/3c0LcvdDMrgMmAjnASHefZWZDw/0PA3cBo8xsBkE392/cfU1kQYtkkU8XruWm56dz5AHN+cNZKslTESWPIiJVxN0nABNKbXs45vNy4AdVHZdItlu4egtXPTGZjs3q89BFfVSSZw+UPIpIwkqKhIuIZKp1W3cxaFQeNWsYjw/sR5P6KsmzJ0oeRSQpWTh2UUSqiZ2FRVz1RD7LN+7gmSuPoGNzleSJh5JHEUlYUCRcLY8iknncnZuem0HeV+v55wW96bOfSvLES8mjiCRFE2ZEJBP94635/HfqMn75g4P4Uc+2UYeTUdTfJCIiIlnlhanLuP/N+Zx9eHuuPe7AqMPJOGp5FJGElRQJFxHJFJMWrePX/5lO/87N+ONPDlVJngQoeRSRpGjCjIhkiq/WbOWqJ/Jpv089HrmkD7Vr6vtXIpQ8ikjisvM1gyKSgTZsC0ryAIwc2Jem9WtHHFHmUvIoIiIi1dquwmKuemIyBeu389SV/enUokHUIWU0JY8ikjBHs61FJL25Ozc9P53PFq3j/vN60bdTs6hDynhKHkUkKeq2FpF09q+3F/D8lGVcf2IXzuzdLupwqgUljyKSMM22FpF09uK0Zfz1jXmc1bsdvzihS9ThVBtKHkUkKUoeRSQdTV68jl/9Zzr9OjXj3rNVkqcyaY66iIiIVCuL127lyjGTadukLo9c0oc6NXOiDqlaUcujiCRM77YWkXSzcdtuLh+VR7E7Iwf2ZZ8GKslT2ZQ8ikhSNNtaRNLFrsJihj45maXrtvHk4P7s37Jh1CFVS0oeRSRxrjGPIpIe3J3f/ncGnyxcy1/P7Un//ZtHHVK1peRRRBKm2dYiki4efPdLnp1cwM+PP5Cz+7SPOpxqTRNmRCRtmVkHM3vHzOaY2Swz+0W4vZmZvWFm88M/94k552YzW2Bmc83s5JjtfcxsRrhvmGnqpUi18fL05dw3cS4/7tmW/zvpoKjDqfaUPIpIUorD91snssShELjR3Q8GjgCuNbPuwE3AW+7eBXgrXCfcdz7QAzgFeNDMSqZZPgQMAbqEyymV91UQkahMWbKeG8Z9Tu5++/Dncw5TSZ4qoORRRBJWMts6Vcmju69w9ynh583AHKAdcAYwOjxsNHBm+PkMYKy773T3RcACoJ+ZtQEau/sn7u7AmJhzRCRDLV23jStH57Nv46AkT91aKslTFTTmUUSS4lU05tHMOgG9gc+A1u6+Iri/rzCzVuFh7YBPY04rCLftDj+X3i4iGWrj9qAkz+6iYkYO7EvzhnWiDilrKHkUkSi1MLP8mPXh7j689EFm1hB4Drje3TdV0C1V1g6vYLuIZKDdRcVc89RkvlqzlTGD+3FgK5XkqUpKHhO0alkt7vtFR9avqoXVcE67eC1nXbGGL2fWY9hN7dm1owY5NZ3r/lhAt97b2L3L+Mev2zN/en2sBlx95zJ6HrkFgHdfbMrYYa0pKoL+J2ziit+tiPjppETusZsYetdycmo4rz7TjHH/ah11SGknyTqPa9w9t6IDzKwWQeL4lLs/H27+2szahK2ObYBV4fYCoEPM6e2B5eH29mVsF5EM4+787oWZfLRgLfedcxhHHtAi6pCyTkrHPJrZKeGMxwVmdlMq71XVcmo6Q25bzmPvf8E/Xp7PS6NasHheHR77QxsuvmElD705l0t/tYIRf2gLwKtPBfWmHnl7LveO/ZLhd7SluBg2rcvhsbvacu+4BTz67lzWr6nF1A/0G1Q6qFHDufaeZdx6UWeuPLYrx52xgY5ddkQdVlpxT+2EmXBG9Ahgjrv/LWbXeOCy8PNlwIsx2883szpm1plgYsyksIt7s5kdEV7z0phzRCSDPPL+QsbmLeXa4w7g3NwOez5BKl3KWh7DGY4PACcR/NafZ2bj3X12qu5ZlZq3LqR560IA6jcspsOBO1mzohZmsHVzMGB366YcmrXeDcCSeXXofXTQ0ti0RSENmxQx7/P6mDnt9t9J0+ZFAPQ+ejMfTmj6zbESna69t7H8q9qsXBKMo3n3xaYMOHkjS+bXjTiy9JLiMY9HAZcAM8xsWrjtFuBeYJyZDQaWAOcGsfgsMxsHzCaYqX2tuxeF510NjALqAa+Gi4hkkFdnrODeV7/g9MPacONJXaMOJ2ulstu6H7DA3RcCmNlYgpmQ1SJ5jLVyaW2+nFmPbodvY+idy7jlggN49M62uMPfx88HYP8eO/hkYhOOPWM9q5fXZv70+qxeXoteR22h4Ms6rFxam5ZtdvHxa00o3KUyA+mg+b67Wb38f+9EXbOiFt0O3xZhROkote+2dvcPKXu8IsAJ5ZxzN3B3GdvzgUMqLzoRqUrTlm7g+n9Po3fHpvzl3J7UqKGflVFJZfLYDlgas14A9E/h/SKxfWsN7rqiE0PvXEaDRsWM/lMLrrpjGUf/cCPvjW/K327oyJ/GfcnJ569lyfw6XHdKV1q130X33K3k5DiNmhbxsz8WcM/Q/ahRAw7O3crKxXqJezooa06Ga4qFiEiVK1i/jStG59OqcR0evTRXJXkilsrkMa7ZjWY2hKBwLx3bZdb8ncLdcNcVnTj+J+v53mkbAXjj2WZcfdcyAI750Qbu/2UwHiOnJgy943/j86//URfa7b8TgCN+sIkjfrAJgAlPNienhjKUdLBmRS1att31zXqLNrtZu7JWhBGlp6oq1SMi2WnTjt0MGpXHzsIixg7pTwuV5IlcKifMlDfr8Vvcfbi757p7bsvmmfObhDv87caOdOiyk7OvWv3N9uatdzP9k2DCy7QPG9K2c5Ag7thm7NgWfLknv9eQnJrOfgcF+zasCZLmzRtyeGlUC065cF1VPoqUY+60+rTrvIvWHXZSs1Yxx56xgU9fbxJ1WGml5N3WKXzDjIhksd1FxVz71BQWrt7Kwxf34cBWjaIOSUhty2Me0CWc8biM4JVhF6bwflVq1qQGvPWfZnQ+eDtXnxgM2r385uVcf99SHrqtHUVFRu06xVx/X9Bzv2FtLX57wf5YjWAs3a//ufibaz30u3YsnF0PgIv+byXtD9hZ9Q8k31FcZDzw23bc8/RCauTA62ObsXieJst8i6srX0RSw925ffwsPpi/hj+dfShHHaiSPOkiZcmjuxea2XXARCAHGOnus1J1v6p2SP+tTFw+rcx9D0yc951t+3bYxYgPvyjz+JsfWlzmdole3tuNyXu7cdRhpLUk6zyKiJTpsQ8W8fRnSxj6/QM4r2/HqMORGCkdZOjuE4AJqbyHiIiIVC8TZ63knlfncNqh+/Lrk1WSJ91k1gwVEUkrjibMiEjlml6wgV+Mncph7Zvyt5/2UkmeNKTkUUSSoIkvIlJ5lm3YzuDR+TRvUIfHVJInbSl5FJGkaMKMiFSGzTt2M3hUHjt2FfHUNf1p2UgledKVkkcRERGJVGFRMdc9PZX5q7Yw6vK+HNRaJXnSmZJHEUmKxjyKSDLcnTtems1781Zzz1mHcnSXllGHJHug5FFEEuau5FFEkvP4R1/xxKeLGXLM/lzYXyV5MoGSRxFJiibMiEii3pz9NXe9MpuTe7TmplO6RR2OxEnJo4gkRRNmRCQRM5dt5Odjp3Jouybcf15vleTJIKl8t7WISLVlZg2ijkEkU63YuJ3Bo/NoWq8Wj12aS73aKsmTSZQ8ikhS3C3hJROZ2ZFmNhuYE673NLMHIw5LJGNs3VnI4FH5bN1ZxMjL+9Kqcd2oQ5K9pORRRBLmJJ44ZmryCPwdOBlYC+DunwPHRBqRSIYoKnZ+/sxU5n69mX9d2Jtu+zaOOiRJgMY8ikhSsnHIo7svNftW8lsUVSwimeSul2fz1heruOvMQzi2a6uow5EEKXkUkcRlZ6mepWZ2JOBmVhv4OWEXtoiUb/THXzHq468Y/L3OXHLEflGHI0lQt7WIyN4ZClwLtAMKgF7ANVEGJJLu3v7ia+54aRYnHtyaW047OOpwJElqeRSR5GRfv3VXd78odoOZHQV8FFE8Imlt9vJN/OzpqXRv25hhF/QiRyV5Mp5aHkUkKVk4YeafcW4TyXpfb9rB4NF5NK5XixGX9aV+bbVZVQf6WxSRpGRLkXAzGwAcCbQ0sxtidjUGVKROpJRtuwoZPDqPTdt38+zQI2mtkjzVhpJHEZH41AYaEnzfbBSzfRNwTiQRiaSpoCTPNGYv38SIy/rSva1K8lQnSh5FJGFO9sy2dvf3gPfMbJS7L07kGmZ2CvAPgpbKx9z93jKOORa4H6gFrHH37ycas0hU7pkwhzfnfM0dP+7Bcd1Ukqe6UfIoIolzIEuSxxjbzOw+oAfwTT+cux9f0UlmlgM8AJxEMEs7z8zGu/vsmGOaAg8Cp7j7EjPTT13JOE98upgRHy5i4JGduOzITlGHIymgCTMikhT3xJcM9RTwBdAZuAP4CsiL47x+wAJ3X+juu4CxwBmljrkQeN7dlwC4+6rKClqkKrw7dxW/Hz+LE7q14nend486HEkRJY8ikhxPYslMzd19BLDb3d9z90HAEXGc1w5YGrNeEG6LdRCwj5m9a2aTzezSsi5kZkPMLN/M8levXp3IM4hUui9WbuK6p6fStXUjhl3QWyV5qjF1W4uI7J3d4Z8rzOyHwHKgfRznlfWTtHQKXRPoA5wA1AM+MbNP3X3et05yHw4MB8jNzc3cNFyqjVWbdjDo8Twa1MlhxMBcGtRRelGd6W9XRJKQ0fUaE/UHM2sC3EhQ37ExcH0c5xUAHWLW2xMknqWPWePuW4GtZvY+0BOYh0ia2rarkCvG5LNh+27GXTWANk3qRR2SpJi6rUUkOVnWbe3uL7v7Rnef6e7HuXsfYF0cp+YBXcysc/hO7POB8aWOeRE42sxqmll9oD96b7akseJi5//+PY2ZyzYy7PzeHNKuSdQhSRVQy6OIJM6zp1RPOFv6pwTjFF9z95lmdjpwC0EXc++Kznf3QjO7DphIUKpnpLvPMrOh4f6H3X2Omb0GTAeKCcr5zEzdU4kk597XvmDirK+57fTunNi9ddThSBVR8igiEp8RBN3Ok4BhZrYYGADc5O4vxHMBd58ATCi17eFS6/cB91VGwCKp9PRnSxj+/kIuHbAflx/VKepwpAopeRSR5GRo93MCcoHD3L3YzOoCa4AD3X1lxHGJVLn3563mdy/O5NiuLbnt9O6YZUcPhASUPIpIkrLmh8Yudy8GcPcdZjZPiaNko7krN3PtU1Po0qoh/7rwcGrmaPpEtik3eTSzf1JBm4K7/zwlEYlIZsmelsduZjY9/GzAAeG6Ae7uh0UXmkjVWL15J4NG5VGvdg4jB/aloUryZKWK/tbzqywKEclc2ZM8Hhx1ACJR2r6riCvG5LNu6y7GXTWAtk1VkidblZs8uvvo2HUzaxDWHhMRyTruvjjqGESiUlzs3DBuGtMLNvDwxX04tL1K8mSzPQ5UMLMBZjabsNaYmfU0swdTHpmIpD8H3BJfRCQj/HniXF6duZJbTj2Yk3vsG3U4ErF4RrneD5wMrAVw98+BY1IYk4hkEPfEFxFJf2MnLeHh977kwv4dueLozlGHI2kgrilS7r601KaiFMQiIpkoy94wA2Bm9cysa9RxiKTaRwvWcOsLMzm6Swvu+HEPleQRIL7kcamZHQm4mdU2s1+i12WJSIks67Y2sx8B04DXwvVeZlb6NYMiGW/+15sZ+uRk9m/ZgAcuOpxaKskjoXj+JQwFriV4JdcyoFe4LiKSjX4P9AM2ALj7NKBTZNGIpMCaLTu5fFQedWoGJXka160VdUiSRvZYoMnd1wAXVUEsIpKBLIO7nxNU6O4b1X0n1dWO3UVcOSafNVt2MnbIANrvUz/qkCTNxDPben8ze8nMVpvZKjN70cz2r4rgRCTNJTPeMXOTzplmdiGQY2ZdwhcqfBx1UCKVobjYufHZz5m6ZAN//2kvenVoGnVIkobi6bZ+GhgHtAHaAs8Cz6QyKBHJFEmMd8zQMY/Az4AewE6C748bgeujDEiksvz1jbm8Mn0FN53ajVMPbRN1OJKm4nmvkLn7EzHrT5rZdakKSEQkzXV1998Cv406EJHKNC5/KQ+88yXn9+3AVceog1HKV9G7rZuFH98xs5uAsQQdTecBr1RBbCKSCTK3+zlRfzOzNgS9MGPdfVbUAYkk6+Mv13DL8zP43oEtuOvMQ1SSRypUUbf1ZIL3W58HXAW8A7wLXA1cnvLIRCQzpHDMo5mNDMdaz4zZ9nszW2Zm08LltJh9N5vZAjOba2Ynx2zvY2Yzwn3DLImfjO5+HHAssBoYHl731kSvJxK1Bau2MPSJyXRuoZI8Ep9y/4W4e2d33z/8s/Si9mwRCaR2wswo4JQytv/d3XuFywQAM+sOnE8wHvEU4EEzywmPfwgYAnQJl7KuGTd3X+nuwwhKmU0DbkvmeiJRWbtlJ4NG5VErpwYjB/alST2V5JE9i2fMI2Z2CNAdqFuyzd3HpCooEckQJe+2TtXl3d83s05xHn4GQTfyTmCRmS0A+pnZV0Bjd/8EwMzGAGcCryYSk5kdTNAjcw7Ba1vHAjcmci2RKO3YXcSQJybz9aYdPDPkCDo0U0keic8ek0czu52gi6Y7MAE4FfgQUPIoIslqYWb5MevD3X14HOddZ2aXEgytudHd1xO8yODTmGMKwm27w8+ltyfqcYKKEz9w9+VJXEckMu7Or/8zncmL1/PAhYdzeMd9og5JMkg8LY/nAD2Bqe5+uZm1Bh5LbVgikimSLBK+xt1z9/Kch4C7CNo97wL+CgwCymoC9Qq2J8Tdj0j0XJF08fc35jH+8+X86uSu/PAwleSRvRNP8rjd3YvNrNDMGgOrAI15FJFAFc+2dvevSz6b2aPAy+FqAdAh5tD2wPJwe/sytu8VMxvn7j81sxl8+6ktCMsP29trikThuckFDHt7AT/Nbc81xx4QdTiSgeJJHvPNrCnwKMEM7C3ApFQGJSJSHjNr4+4rwtWzgJKZ2OOBp83sbwQvNOgCTHL3IjPbbGZHAJ8BlwL/TODWvwj/PD3x6EWi9enCtdz0/HQG7N+cP5x5qErySELiebf1NeHHh83sNYKB59NTG5aIZIpUvtvazJ4hGHPdwswKgNuBY82sF0Hr31cEpcRw91lmNg6YDRQC17p7UXipqwlmbtcjmCiz15NlYhLWa9z9N6Xi/BPwm++eJZI+Fq7ewlVPTKZjs/o8fHEfatdUSR5JTEVFwg+vaJ+7T6nsYObPbsxpvX9Q2ZeVKrMq6gCkmnH3C8rYPKKC4+8G7i5jez5wSCWFdRLfTRRPLWObSNpYt3UXg0blkVPDeHxgP5rUV0keSVxFLY9/rWCfA8dXciwikoky9x3Ve8XMrgauAfY3s9jel0bAR9FEJbJnOwuLuOqJfJZv3MEzV/anY3OV5JHklJs8hm9REBEpX/zFvquDpwm6u/8I3BSzfbO7r4smJJGKuTs3PTeDvK/WM+yC3vTZr9meTxLZg7iKhIuIlCt7kkd396/M7NrSO8ysmRJISUf/eGs+/526jBtPOogf92wbdThSTSh5FBGJz9MEM60n8936kY5KmEmaeWHqMu5/cz5nH96e644/MOpwpBpR8igiSUnlbOt04u6nh392jjoWkT3J+2odv/7PdPp3bsYff6KSPFK59jhP3wIXm9lt4XpHM+uX+tBEJCN4EksGMrOjzKxB+PliM/ubmXWMOi6REl+t2cqQMfm036cej1yikjxS+eL5F/UgMAAoKZmxGXggZRGJSGbJsuSR4PWI28ysJ/BrYDHwRLQhiQQ2bAtK8gCMHNiXpvVrRxyRVEfxJI/93f1aYAeAu68H9K9RRDBPbslQhe7uwBnAP9z9HwTlekQitauwmKFPTqZg/XaGX5pLpxYNog5Jqql4xjzuNrMcwnYCM2sJFKc0KhGR9LXZzG4GLgGODr8/quKyRMrdufn5GXy6cB33n9eLvp1UkkdSJ56Wx2HAf4FWZnY38CFwT0qjEpHM4Zb4kpnOA3YCg9x9JdAOuC/akCTbPfDOAp6bUsD1J3bhzN7tog5Hqrl43m39lJlNBk4gKE1xprvPSXlkIpIZMrf7OSHuvtLMngL6mtnpwCR3HxN1XJK9Xvp8OX95fR5n9W7HL07oEnU4kgXimW3dEdgGvASMB7ZqZqGIlMi2MY9m9lNgEnAu8FPgMzM7J9qoJFtNXryOG5/9nH6dmnHv2SrJI1UjnjGPr/C/grh1gc7AXKBHCuMSkUyRoUlgEn4L9HX3VfDNOPA3gf9EGpVknSVrt3HlmMm0bVKXRy7pQ52aOVGHJFkinm7rQ2PXzexw4KqURSQikt5qlCSOobXEN35cpNJs3Laby0dNotidkQP7sk8DFUGRqrPXb5hx9ylm1jcVwYhIhsng7uckvGZmE4FnwvXzgAkRxiNZZldhMVc/NZkl67bx5OD+7N+yYdQhSZbZY/JoZjfErNYADgdWpywiEcksWZY8uvuvzOwnwPcIhvMMd/f/RhyWZAl359YXZvDxl2v567k96b9/86hDkiwUT8tjbPHbQoIxkM+lJhwRyThZkjyaWRfgL8ABwAzgl+6+LNqoJNs89N6XjMsv4OfHH8jZfdpHHY5kqQqTx7D4bUN3/1UVxSMikq5GAmOA94EfAf8EfhJpRJJVXpm+gj+/Npcf92zL/510UNThSBYrN3k0s5ruXhhOkBERKVMWjXls5O6Php/nmtmUSKORrDJlyXpuGDeN3P324c/nHKaSPBKpiloeJxGMb5xmZuOBZ4GtJTvd/fkUxyYikk7qmllvgnGOAPVi191dyaSkxNJ12xgyJp/WjYOSPHVrqSSPRCueMY/NCEpRHM//6j06oORRRLJmzCOwAvhbzPrKmHUn+B4pUqk2bt/NoFF57CosZuyQvjRvWCfqkEQqTB5bhTOtZ/K/pLFE9vy4EJHyZVGpHnc/LuoYJLvsLirm2qemsGjNVsYM7seBrVSSR9JDRcljDtCQbyeNJbLkx4WIiEjVc3due3EmHy5Yw33nHMaRB7SIOiSRb1SUPK5w9zurLBIRyUz6VVKk0g1/fyHPTFrKtccdwLm5HaIOR+RbKkoeNZVLRPZMyaNIpXpt5grufe0LTj+sDTee1DXqcES+o6L3sZ5QZVGISEYygjGPiS6ZyAIXm9lt4XpHM+sXdVxSPXy+dAPX/3savTo05S/n9qRGDbXjSPopN3l093VVGYiIZChPYslMDwIDgAvC9c3AA/GcaGanmNlcM1tgZjdVcFxfMysys3OSD1cyRcH6bQwenU/LRnV49NJcleSRtFVRy6OIiHxXf3e/FtgB4O7rgdp7Oil8Y9cDwKlAd+ACM+teznF/AiZWZtCS3jbt2M3gUfnsLCzi8YF9aaGSPJLGlDyKSOKS6LLO1G5rYHeY4DmAmbUEiuM4rx+wwN0XuvsuYCxwRhnH/Qx4DlhVSfFKmissKua6p6fy5eotPHxxHw5s1SjqkEQqpORRRJKTfd3Ww4D/EtTCvRv4ELgnjvPaAUtj1gvCbd8ws3bAWcDDFV3IzIaYWb6Z5a9evXpvYpc04+7cPn4W789bzd1nHcJRB6okj6S/eN4wIyJSvsxNAhPi7k+Z2WSCSYUGnOnuc+I4NZ6aufcDv3H3ooreXezuw4HhALm5uVn2N1C9jPhwEU99toSh3z+A8/p2jDockbgoeRQR2Qtm1hHYBrwUu83dl+zh1AIgtmBfe2B5qWNygbFh4tgCOM3MCt39hWTjlvQzcdZK7p4wh9MO3Zdfn6ySPJI5lDyKSFIyeOxiol7hf69srQt0BuYCPfZwXh7Qxcw6A8uA84ELYw9w984ln81sFPCyEsfqaUbBRq4fO43D2jflbz/tpZI8klGUPIpIcrIseXT3Q2PXzexw4Ko4zis0s+sIZlHnACPdfZaZDQ33VzjOUaqP5Ru2M3h0Hs0a1OYxleSRDKTkUUQSl9kTXyqFu08xs75xHjsBmFBqW5lJo7sPTD46STdbdhYyaFQe23cV8eQ1/WnZSCV5JPMoeRSRpGRbt7WZ3RCzWgM4HNCUZ9mjoCTPFOav2sKoy/tyUGuV5JHMpORRRGTvxP7ELyQYA/lcRLFIhnB37nx5Nu/OXc09Zx3K0V1aRh2SSMKUPIpIcrKo5TEsDt7Q3X8VdSySWR7/6CvGfLKYIcfsz4X9VZJHMpuSRxFJSrZ0W5tZzXDSy+FRxyKZ5c3ZX3PXK7M5uUdrbjqlW9ThiCRNyaOIJCdLkkdgEsH4xmlmNh54FthastPdn48qMElfM5dt5Odjp3Jouybcf15vleSRakHJo4gkLjtnWzcD1gLH8796jw4oeZRvWbExKMnTtF4tHrs0l3q1VZJHqgcljyIi8WkVzrSeyf+SxhLZl0JLhbbuLGTwqHy27izi2aEDaNW4btQhiVQaJY8ikjCj7Bc2V1M5QEPie0e1ZLGiYufnz0zli5WbGDGwLwe3aRx1SCKVSsmjiCQne9KmFe5+Z9RBSPq76+XZvPXFKu46owfHdW0VdTgilU7Jo4gkJVtmW5NVjaySqNEff8Woj79i0FGduWRAp6jDEUmJGlEHICKSIU6IOgBJb29/8TV3vDSLEw9uzW9/eHDU4YikjFoeRSQ5WdLy6O7roo5B0tfs5Zv42dNTObhNY/5xfi9yVJJHqjG1PIpIcjyJZQ/MbKSZrTKzmTHbmpnZG2Y2P/xzn5h9N5vZAjOba2Ynx2zvY2Yzwn3DzEw/2aXSfL1pB4NH59Gobi1GXNaXBnXULiPVm5JHEUmcB2MeE13iMAo4pdS2m4C33L0L8Fa4jpl1B84HeoTnPBi+ThDgIWAI0CVcSl9TJCHbdhUyeHQeG7fvZsTAXPZtopI8Uv0peRSR5KSw5dHd3wdKdxefAYwOP48GzozZPtbdd7r7ImAB0M/M2gCN3f0Td3dgTMw5IgkLSvJMY/byTfzrwt70aNsk6pBEqoSSRxGJUgszy49ZhsRxTmt3XwEQ/llSC6UdsDTmuIJwW7vwc+ntIkm5Z8Ic3pzzNbed3p3ju7WOOhyRKqOBGZXk+ttn0e+Y1WxYV5trzj0SgP0P2sx1v51DrTpFFBcZD9xzMPNmNaFVm+088vzHFCyuD8DcGU34193dowxfypF77CaG3rWcnBrOq880Y9y/9AOitCRL9axx99zKCqWMbaXfBBO7XSRhT3y6mBEfLmLgkZ0YeFTnqMMRqVIpSx7NbCRwOrDK3Q9J1X3SxZsvteWlf3fgxru+GdfPoOvn8fTw/cn/qAW531vNoOvnc9OVwc/JFQX1+Nn5A6IKV+JQo4Zz7T3LuPn8/Vmzohb/nDCfTyc2Ycl8jWn6lqpPw742szbuviLskl4Vbi8AOsQc1x5YHm5vX8Z2kYS8O3cVvx8/i+O7teJ3p+sXf8k+qey2HkUWDUqfOWUfNm+s9a1t7kb9BoUANGhYyLrVdaIITRLUtfc2ln9Vm5VL6lC4uwbvvtiUASdvjDqstJPiCTNlGQ9cFn6+DHgxZvv5ZlbHzDoTTIyZFHZtbzazI8JZ1pfGnCOyV75YuYnrnp7KQa0bMeyC3irJI1kpZS2P7v6+mXVK1fUzwfC/HMRdD0xl8P/Nw2rALwf2/Wbfvu22889nPmXb1hzGPHAgs6buU8GVJArN993N6uW1v1lfs6IW3Q7fFmFE2cfMngGOJRgbWQDcDtwLjDOzwcAS4FwAd59lZuOA2UAhcK27F4WXuprgF9p6wKvhIrJXVm3awaDH82hQJ4eRA3NpqJI8kqX0Lz+FTju3gEf/ehAfvdWao09ayS9un81vh/Zh3Zo6XHbq0WzeWJsDD97E7/42jaHnHMn2rfrrSCdlVQJ0jZT7tjhnTSd8efcLytlV5tte3P1u4O4ytucD1X74jKTO9l1FXDEmn/XbdvPs0AG0aVIv6pBEIhP5bGszG1Iy03JX8faow6lUJ56+go/eCiaCfvBGa7r2CLo8C3fXYPPGoEVrwZzGrCioT/v9tkYWp5RtzYpatGy765v1Fm12s3ZlrQrOyFIpLNUjkg6Ki53/+/c0ZizbyLALenNIO5XkkewWefLo7sPdPdfdc2vXqF6/ya1dXYdD+6wHoGe/dSxbEsyubrzPLmrUCH5y7ttuG207bmNFQf3I4pSyzZ1Wn3add9G6w05q1irm2DM28Onr+qERy4hkzKNIlfrTa1/w2qyV3PrD7pzUXRUXRNRPWkl+/cfpHNZnPY2b7mbMa+/z5MMHMOyug7nqV3PJqens3lmDf/4hmJV36OHrufjqLykqMoqLjH/dfTBbNqlFK90UFxkP/LYd9zy9kBo58PrYZiyep5nW36EkUKqxZyYt4ZH3F3LJEfsx6KhOUYcjkhZSWarnOwPd3X1Equ4XtT/ffFiZ239x0RHf2fbRW6356C399poJ8t5uTN7bjaMOQ0Qi8MH81dz6wkyO7dqS23/UHb0SXSSQytnW5Q10F5FqxDSLSKqheV9v5ponp9ClVUP+eUFvauZEPspLJG2o21pEEqeJL1INrd68k8sfz6Nu7RxGDOxLo7oaViQSS8mjiCRFE1+kOtmxu4grx+SzdutOxl01gHZNq9dETpHKoORRRJKj5FGqieJi54Zx0/i8YAMPX9yHw9o3jTokkbSkQRwiIiLAfa/PZcKMldxy6sGc3GPfqMMRSVtqeRSRpKjbWqqDcXlLeejdL7mwf0euOLpz1OGIpDUljyKSHCWPkuE+WrCGW/47g6O7tOCOH/dQSR6RPVDyKCKJ05tiJMMtWLWZoU9OZv+WDXjgosOppZI8Inuk/yUiIpKV1mzZyeWj8qhTM4eRA/vSWCV5ROKilkcRSY5aHiUD7dhdxJAx+azevJOxQwbQfp/6UYckkjGUPIpIwgx1W0vmKS52fvns50xZsoGHLjqcXh2aRh2SSEZR8igiydHrCSXD/O2Nebw8fQU3ndqNUw9tE3U4IhlHyaOIJEUtj5JJns1fyr/eWcD5fTtw1TH7Rx2OSEbShBkREckKn3y5llv+O4PvHdiCu848RCV5RBKklkcRSZyjCTOSEb5cvYWhT06mU3OV5BFJlpJHEUmKFUcdgUjF1m3dxaBRedSsYYwc2Jcm9VSSRyQZSh5FJDlqeZQ0VlKSZ+XGHTwz5Ag6NFNJHpFkKXkUkaRowoykK3fnN89NJ3/xeh648HAO77hP1CGJVAsa9CEiItXS39+cz4vTlvOrk7vyw8NUkkeksqjlUUQS56jOo6Sl56cUMOyt+fw0tz3XHHtA1OGIVCtKHkUkKeq2lnTz2cK1/Oa56QzYvzl/OPNQleQRqWRKHkUkOUoeJY0sWrOVq56cTMdm9Xn44j7UrqnRWSKVTf+rRESkWli/dReXPz6JGmY8PrAfTeqrJI9IKqjlUUQSZqjbWtLDzsIirnpiMss37uCZK/vTsblK8oikipJHEUmcuybMSOTcnZuem8Gkr9Yx7ILe9NmvWdQhiVRr6rYWkaSYJ75kGzM7xczmmtkCM7upjP0Xmdn0cPnYzHpGEWemGfbWAv47dRk3nnQQP+7ZNupwRKo9tTyKSHKyMAlMhJnlAA8AJwEFQJ6ZjXf32TGHLQK+7+7rzexUYDjQv+qjzRwvTlvG39+cx9mHt+e64w+MOhyRrKCWRxGRqtEPWODuC919FzAWOCP2AHf/2N3Xh6ufAu2rOMaMkvfVOn717HT6d27GH3+ikjwiVUXJo4gkRd3WcWsHLI1ZLwi3lWcw8GpKI8pgX63ZypAx+bTfpx6PXKKSPCJVSd3WIpI4B4qzLwtMUFnNYmV+8czsOILk8Xvl7B8CDAHo2LFjZcWXMTZs28WgUXkAjBzYl6b1a0cckUh20a9qIpIcT2LJLgVAh5j19sDy0geZ2WHAY8AZ7r62rAu5+3B3z3X33JYtW6Yk2HS1q7CYoU9OpmD9doZfmkunFg2iDkkk6yh5FJGkqNs6bnlAFzPrbGa1gfOB8bEHmFlH4HngEnefF0GMac3dufn5GXy6cB1/Pucw+nZSSR6RKKjbWkSkCrh7oZldB0wEcoCR7j7LzIaG+x8GbgOaAw+Gkz8K3T03qpjTzQPvLOC5KQVcf2IXzuxd0XBREUklJY8ikhwVCY+bu08AJpTa9nDM5yuAK6o6rkzw0ufL+cvr8zirdzt+cUKXqMMRyWpKHkUkKVnY/SxVbPLiddz47Of069SMe89WSR6RqCl5FJHEZefEF6lCS9Zu48oxk2nbpC6PXNKHOjVzog5JJOtpwoyIiKSljdt2c/moSRS7M3JgX/ZpoJI8IulALY8ikjADTGMeJQV2FRZz9VOTWbJuG08O7s/+LRtGHZKIhJQ8ikhyiqMOQKobd+fWF2bw8Zdr+eu5Pem/f/OoQxKRGEoeRSQpanmUyvbQe18yLr+Anx1/IGf30eu9RdKNkkcRSZwmzEgle2X6Cv782lx+1LMtN5x0UNThiEgZNGFGRETSwpQl67lh3DT67LcP951zmEryiKQptTyKSBJcRcKlUixdt40hY/Jp3bguwy/pQ91aKskjkq7U8igiSUn1u63N7Cszm2Fm08wsP9zWzMzeMLP54Z/7xBx/s5ktMLO5ZnZyap5aKtPG7bsZNCqPXYXFjBzYl+YN60QdkohUQMmjiCTHPfElfse5e6+Y9zzfBLzl7l2At8J1zKw7cD7QAziF4B3RasJKY7uLirn2qSksWrOVhy/uw4GtVJJHJN0peRSRxDlYceJLEs4ARoefRwNnxmwf6+473X0RsADol9SdJGXcndtenMmHC9Zwz08O5cgDW0QdkojEQcmjiKQ7B143s8lmNiTc1trdVwCEf7YKt7cDlsacWxBukzT06AcLeWbSUq459gB+mtsh6nBEJE6aMCMiyUluwkyLknGMoeHuPrzUMUe5+3IzawW8YWZfVHC9sqbnakZPGnpt5kr++OoX/PDQNvzyB12jDkdE9oKSRxFJTnKp2ZqYcYxlX959efjnKjP7L0E39Ndm1sbdV5hZG2BVeHgBENuE1R5YnlSEUuk+X7qB6/89lV4dmvLXn/akRg2V5BHJJOq2FpGkmHvCyx6vbdbAzBqVfAZ+AMwExgOXhYddBrwYfh4PnG9mdcysM9AFmFTJjyxJWLZhO1eMyadFwzo8emmuSvKIZCC1PIpIOmsN/DcsFl0TeNrdXzOzPGCcmQ0GlgDnArj7LDMbB8wGCoFr3b0omtCltM07djPo8Tx27C7i6Sv600IleUQyUlolj5sKV6+ZuPLBxVHHkSItgDVRByEJq+5/f/slfGYKi4S7+0KgZxnb1wInlHPO3cDdKQtKElJYVMx1T0/ly9VbGHV5P7q0bhR1SCKSoLRKHt29ZdQxpIqZ5e9pbJekL/39lcOB5EruSBZwd37/0izem7eae39yKN/ropI8IpksrZJHEcksRnxjFyW7jfhwEU9+uoSrvr8/5/frGHU4IpIkJY8ikhwlj1KB12et5O4Jczj1kH35zcndog5HRCqBZltXndK16ySz6O9PZC/NKNjIL8ZO47D2TfnbT3upJI9INaGWxypSRuFjySD6+6uAWh6lDMs3bGfw6DyaNajNo5f2oV5tleQRqS6UPIpI4jRhRsqwZWchg0blsX1XEU9c3Z9WjepGHZKIVCIljyKSFE2YkViFRcX87OkpzF+1hccH9qXrvirJI1LdaMxjFTCzU8xsrpktMLOboo5H4mdmI81slZnNjDqWtOWe+CLVzl0vz+aduau584weHHNQta2+JpLVlDymmJnlAA8ApwLdgQvMrHu0UcleGAWcEnUQIpng8Y8WMfqTxVx5dGcu6p943XkRSW9KHlOvH7DA3Re6+y5gLHBGxDFJnNz9fWBd1HGkryRaHdXyWK28Nedr7np5Nj/o3pqbTj046nBEJIWUPKZeO2BpzHpBuE0k8zlKHoWZyzbys2em0qNtE+4/vxc5KskjUq1pwkzqlfVdVD81pfrQbOustnLjDgaPzqNpvVqMuCyX+rX1Y0WkutP/8tQrADrErLcHlkcUi4hIpdm6s5DBo/PYurOIZ4cOoFVjleQRyQZKHlMvD+hiZp2BZcD5wIXRhiRSeVSqJzsVFTu/GDuVOSs2MWJgXw5u0zjqkESkimjMY4q5eyFwHTARmAOMc/dZ0UYl8TKzZ4BPgK5mVmBmg6OOKe1ozGNW+sMrs3lzziru+HEPjuvaKupwRKQKqeWxCrj7BGBC1HHI3nP3C6KOIa05UKwkMNuM+eQrHv/oKwYd1ZlLBnSKOhwRqWJKHkUkCWpBzDbvfLGK34+fxYkHt+a3P1RJHpFspG5rERGJy+zlm7ju6Skc3KYx/1BJHpGspZZHEUmOWh6zwtebgpI8jerWYsRlfWlQRz8+RLKV/veLSHKUPFZ723YFJXk2bt/Ns0MHsG8TleQRyWZKHkUkcZowU+0FJXmmMXv5Jh67LJcebZtEHZKIRExjHjOUmRWZ2TQzm2lmz5pZ/SSuNcrMzgk/P2Zm3Ss49lgzOzKBe3xlZi3i3V7qmC17ea/fm9kv9zZGSYSDFye+SNr744Q5vDH7a247vTvHd2sddTgikgaUPGau7e7ey90PAXYBQ2N3mllOIhd19yvcfXYFhxwL7HXyKCKZ58lPF/PYh4sYeGQnBh7VOepwRCRNKHmsHj4ADgxbBd8xs6eBGWaWY2b3mVmemU03s6sALPAvM5ttZq8A31T4NbN3zSw3/HyKmU0xs8/N7C0z60SQpP5f2Op5tJm1NLPnwnvkmdlR4bnNzex1M5tqZo9Q9ju+v8XMXjCzyWY2y8yGlNr31zCWt8ysZbjtADN7LTznAzPrVilfTdk7KhJeLb03bzW3j5/F8d1a8bvTy+2MEJEspDGPGc7MagKnAq+Fm/oBh7j7ojAB2+jufc2sDvCRmb0O9Aa6AocCrYHZwMhS120JPAocE16rmbuvM7OHgS3u/pfwuKeBv7v7h2bWkeBNOgcDtwMfuvudZvZD4FvJYDkGhfeoB+SZ2XPuvhZoAExx9xvN7Lbw2tcBw4Gh7j7fzPoDDwLHJ/BllERpzGO19MXKTVz71BQOat2IYRf0VkkeEfkWJY+Zq56ZTQs/fwCMIOhOnuTui8LtPwAOKxnPCDQBugDHAM+4exGw3MzeLuP6RwDvl1zL3deVE8eJQHezb364NDazRuE9fhKe+4qZrY/jmX5uZmeFnzuEsa4FioF/h9ufBJ43s4bh8z4bc+86cdxDKptaEKuVVZt3MHhUPg3q5DByYC4NVZJHRErRd4XMtd3de8VuCJOorbGbgJ+5+8RSx51G0GZUEYvjGAiGPgxw9+1lxBJ3VmFmxxIkogPcfZuZvQuUVw/Ew/tuKP01EJHEbd9VxJWj81m3dRfPDh1Amyb1og5JRNKQxjxWbxOBq82sFoCZHWRmDYD3gfPDMZFtgOPKOPcT4Ptm1jk8t1m4fTPQKOa41wm6kAmP6xV+fB+4KNx2KrDPHmJtAqwPE8duBC2fJWoAJa2nFxJ0h28CFpnZueE9zMx67uEekgoa81gtFBc7//fvaUxftpFhF/TmkHYqySMiZVPyWL09RjCecYqZzQQeIWht/i8wH5gBPAS8V/pEd19NME7xeTP7nP91G78EnFUyYQb4OZAbTsiZzf9mfd8BHGNmUwi6z5fsIdbXgJpmNh24C/g0Zt9WoIeZTSYY03hnuP0iYHAY3yzgjDi+JlKpkkgclTymlT+99gWvzVrJrT/szkndVZJHRMpnrm/gIpKgJrVa+ZEtzk34/NdWPjjZ3XMrMaSsk5ub6/n5+Uld45lJS7j5+RlccsR+3HlGj5JhJyKSxcys3O/PGvMoIsnRL6AZ7YP5q7n1hZkc27Ult/+ouxJHEdkjdVuLiGSpeV9v5ponp9ClVUP+eUFvauboR4KI7JlaHkUkOWp5zEirN+/k8sfzqFs7hxED+9Kobq2oQxKRDKFfM0UkCR4UCU90yTLhW5vmmtkCM7upjP1mZsPC/dPN7PBUxLFjdxFXjsln7dadjLgsl3ZNVZJHROKnlkcRSZyDe3HUUWSE8H3zDwAnAQUEb1EaX+pd8qcSFMfvAvQnqIbQvzLjKC52bhg3jc8LNvDwxX04rH3Tyry8iGQBtTyKiFSNfsACd1/o7ruAsXy3vNQZwBgPfAo0DWuxVpr7Xp/LhBkrueXUgzm5x76VeWkRyRJKHkUkOeq2jlc7YGnMekG4bW+PwcyGmFm+meWvXr16r4KoXyuHi4/oyBVHd96r80RESqjbWkSSowkz8SqrBk7pL148x+Duw4HhENR53JsgfnZCF9xdJXlEJGFKHkUkce5QrDGPcSoAOsSstweWJ3BM0pQ4ikgy1G0tIsnR6wnjlQd0MbPOZlYbOB8YX+qY8cCl4azrI4CN7r6iqgMVEamIWh5FRKqAuxea2XXARCAHGOnus8xsaLj/YWACcBqwANgGXB5VvCIi5VHyKCJJcXVbx83dJxAkiLHbHo757MC1VR2XiMjeUPIoIknIyu5nEZGspuRRRBLnZGPJHRGRrKbkUUSSozfMiIhkFc22FhEREZG4qeVRRBLmgKvbWkQkq6jlUUQS5x50Wye6xMHMTjGzuWa2wMxuSvETiYjIHqjlUUSSksqWRzPLAR4ATiJ4+0qemY1399kpu6mIiFRILY8iks76AQvcfaG77wLGAmdEHJOISFZTy6OIJCe1s63bAUtj1guA/qm8oYiIVEzJo4gkbDPrJ77p/2mRxCXqmll+zPpwdx8es25lnKMZOjEmT568xswW7+VpLYA1qYgnAnqW9FNdngOy+1n2K2+HkkcRSZi7n5LiWxQAHWLW2wPLU3zPjOLuLff2HDPLd/fcVMRT1fQs6ae6PAfoWcqjMY8iks7ygC5m1tnMagPnA+MjjklEJKup5VFE0pa7F5rZdcBEIAcY6e6zIg5LRCSrKXkUkbTm7hOACVHHUc0M3/MhGUPPkn6qy3OAnqVM5q6x5yIiIiISH415FBEREZG4KXkUEamm9vRqRwsMC/dPN7PDo4hzT+J4jovC+Keb2cdm1jOKOOMR7+s2zayvmRWZ2TlVGd/eiOdZzOxYM5tmZrPM7L2qjjFecfwba2JmL5nZ5+GzXB5FnHtiZiPNbJWZzSxnf6X8n1fyKCJSDcW82vFUoDtwgZl1L3XYqUCXcBkCPFSlQcYhzudYBHzf3Q8D7iJNx6nF+Swlx/2JYKJYWornWcysKfAg8GN37wGcW9VxxiPOv5drgdnu3hM4FvhrWAEi3YwCKiqhVin/55U8iohUT/G82vEMYIwHPgWamlmbqg50D/b4HO7+sbuvD1c/JagHmo7ifd3mz4DngFVVGdxeiudZLgSed/clAO6ers8Tz7M40MjMDGgIrAMKqzbMPXP39wliK0+l/J9X8igiUj2V9WrHdgkcE7W9jXEw8GpKI0rcHp/FzNoBZwEPV2FciYjn7+UgYB8ze9fMJpvZpVUW3d6J51n+BRxM8JKCGcAv3FP7btYUqZT/8yrVIyJSPcXzasdMeP1j3DGa2XEEyeP3UhpR4uJ5lvuB37h7UdDIlbbieZaaQB/gBKAe8ImZferu81Id3F6K51lOBqYBxwMHAG+Y2QfuvinFsVW2Svk/r+RRRKR6iufVjpnw+se4YjSzw4DHgFPdfW0Vxba34nmWXGBsmDi2AE4zs0J3f6FKIoxfvP++1rj7VmCrmb0P9ATSLXmM51kuB+71oL7hAjNbBHQDJlVNiJWmUv7Pq9taRKR6iufVjuOBS8MZmEcAG919RVUHugd7fA4z6wg8D1yShq1asfb4LO7e2d07uXsn4D/ANWmYOEJ8/75eBI42s5pmVh/oD8yp4jjjEc+zLCFoQcXMWgNdgYVVGmXlqJT/82p5FBGphsp7taOZDQ33P0zw5p7TgAXANoLWlbQS53PcBjQHHgxb7ArdPTeqmMsT57NkhHiexd3nmNlrwHSgGHjM3cssIROlOP9e7gJGmdkMgq7f37j7msiCLoeZPUMwG7yFmRUAtwO1oHL/z+sNMyIiIiISN3Vbi4iIiEjclDyKiIiISNyUPIqIiIhI3JQ8ioiIiEjclDyKiIiISNyUPIqIiOwlMysys2kxS6cKjt1SCfcbZWaLwntNMbMBCVzjMTPrHn6+pdS+j5ONMbxOyddlppm9ZGZN93B8LzM7rTLuLVVHpXpERET2kpltcfeGlX1sBdcYBbzs7v8xsx8Af3H3w5K4XtIx7em6ZjYamOfud1dw/EAg192vq+xYJHXU8igiIpIkM2toZm+FrYIzzOyMMo5pY2bvx7TMHR1u/4GZfRKe+6yZ7Smpex84MDz3hvBaM83s+nBbAzN7xcw+D7efF25/18xyzexeoF4Yx1Phvi3hn/+ObQkMWzzPNrMcM7vPzPLMbLqZXRXHl+UToF14nX5m9rGZTQ3/7Bq+zeVO4LwwlvPC2EeG95la1tdRoqc3zIiIiOy9emY2Lfy8CDgXOMvdN5lZC+BTMxvv3+7euxCY6O53m1kOUD889lbgRHffama/AW4gSKrK8yNghpn1IXhDSH+Ct558ZmbvAfsDy939hwBm1iT2ZHe/ycyuc/deZVx7LHAeMCFM7k4ArgYGE7zKrq+Z1QE+MrPX3X1RWQGGz3cCMCLc9AVwTPg2lxOBe9z9bDO7jZiWRzO7B3jb3QeFXd6TzOzN8P3YkiaUPIqIiOy97bHJl5nVAu4xs2MIXsXXDmgNrIw5Jw8YGR77grtPM7PvA90JkjGA2gQtdmW5z8xuBVYTJHMnAP8tSazM7HngaOA14C9m9ieCru4P9uK5XgWGhQniKcD77r497Co/zMzOCY9rAnQhSJxjlSTVnYDJwBsxx482sy6AE74yrww/AH5sZr8M1+sCHUnPd2JnLSWPIiIiybsIaAn0cffdZvYVQeLzDXd/P0wufwg8YWb3AeuBN9z9gjju8St3/0/JStiC9x3uPi9slTwN+GPYQlhRS2bsuTvM7F3gZIIWyGdKbgf8zN0n7uES2929V9ja+TJwLTCM4N3Q77j7WeHkonfLOd+As919bjzxSjQ05lFERCR5TYBVYeJ4HLBf6QPMbL/wmEcJunMPBz4FjjKzkjGM9c3soDjv+T5wZnhOA+As4AMzawtsc/cngb+E9yltd9gCWpaxBN3hRwMlyeJE4OqSc8zsoPCeZXL3jcDPgV+G5zQBloW7B8YcuhloFLM+EfiZhc2wZta7vHtIdJQ8ioiIJO8pINfM8glaIb8o45hjgWlmNhU4G/iHu68mSKaeMbPpBMlkt3hu6O5TgFHAJOAz4DF3nwocSjBWcBrwW+APZZw+HJheMmGmlNeBY4A33X1XuO0xYDYwxcxmAo+wh97LMJbPgfOBPxO0gn4E5MQc9g7QvWTCDEELZa0wtpnhuqQZleoRERERkbip5VFERERE4qbkUURERETipuRRREREROKm5FFERERE4qbkUURERETipuRRREREROKm5FFERERE4qbkUURERETi9v/790hJM97LzwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      1.00      0.97      2899\n",
+      "           1       0.00      0.00      0.00       185\n",
+      "\n",
+      "    accuracy                           0.94      3084\n",
+      "   macro avg       0.47      0.50      0.48      3084\n",
+      "weighted avg       0.88      0.94      0.91      3084\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('linearSVC_model', linearSVC_model, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### SVC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.svm import SVC\n",
+    "# Polynomial kernel\n",
+    "poly_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='poly', degree=3, coef0=1, C=5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('svc', SVC(C=5, coef0=1, kernel='poly'))])"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "poly_kernel_svm_clf.fit(x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9588974462910418\n",
+      "F1 Score: 0.47893114080164434\n",
+      "Recall Score: 0.3157181571815718\n",
+      "Precision Score: 0.9914893617021276\n",
+      "ROC AUC: 0.6577728493935797\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      1.00      0.98     11597\n",
+      "           1       0.99      0.32      0.48       738\n",
+      "\n",
+      "    accuracy                           0.96     12335\n",
+      "   macro avg       0.97      0.66      0.73     12335\n",
+      "weighted avg       0.96      0.96      0.95     12335\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('poly_kernel_svm_clf', poly_kernel_svm_clf, x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9309338521400778\n",
+      "F1 Score: 0.11618257261410789\n",
+      "Recall Score: 0.07567567567567568\n",
+      "Precision Score: 0.25\n",
+      "ROC AUC: 0.5305939606388038\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.99      0.96      2899\n",
+      "           1       0.25      0.08      0.12       185\n",
+      "\n",
+      "    accuracy                           0.93      3084\n",
+      "   macro avg       0.60      0.53      0.54      3084\n",
+      "weighted avg       0.90      0.93      0.91      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('poly_kernel_svm_clf', poly_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# RBF Kernel\n",
+    "rbf_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='rbf'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()), ('svc', SVC())])"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rbf_kernel_svm_clf.fit(x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.941305229023105\n",
+      "F1 Score: 0.03723404255319149\n",
+      "Recall Score: 0.018970189701897018\n",
+      "Precision Score: 1.0\n",
+      "ROC AUC: 0.5094850948509485\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      1.00      0.97     11597\n",
+      "           1       1.00      0.02      0.04       738\n",
+      "\n",
+      "    accuracy                           0.94     12335\n",
+      "   macro avg       0.97      0.51      0.50     12335\n",
+      "weighted avg       0.94      0.94      0.91     12335\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('rbf_kernel_svm_clf', rbf_kernel_svm_clf, x_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9400129701686122\n",
+      "F1 Score: 0.0\n",
+      "Recall Score: 0.0\n",
+      "Precision Score: 0.0\n",
+      "ROC AUC: 0.5\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      1.00      0.97      2899\n",
+      "           1       0.00      0.00      0.00       185\n",
+      "\n",
+      "    accuracy                           0.94      3084\n",
+      "   macro avg       0.47      0.50      0.48      3084\n",
+      "weighted avg       0.88      0.94      0.91      3084\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "/Users/mohammad/opt/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('rbf_kernel_svm_clf', rbf_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Training Model with Under Sampling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from imblearn.over_sampling import SMOTE\n",
+    "from imblearn.under_sampling import RandomUnderSampler\n",
+    "from imblearn.pipeline import Pipeline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(3477, 31) (3477,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "under_sampler = Pipeline([('over', SMOTE(sampling_strategy=0.1)), ('under', RandomUnderSampler(sampling_strategy=0.5))])\n",
+    "x_under, y_under = under_sampler.fit_resample(x_train, y_train)\n",
+    "print(x_under.shape, y_under.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    2318\n",
+       "1    1159\n",
+       "Name: FraudFound_P, dtype: int64"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_under.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    2899\n",
+       "1     185\n",
+       "Name: FraudFound_P, dtype: int64"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_test.value_counts()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Logistic Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "logistic_model = make_pipeline(StandardScaler(), LogisticRegression())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('logisticregression', LogisticRegression())])"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "logistic_model.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7581248202473396\n",
+      "F1 Score: 0.6280406899601947\n",
+      "Recall Score: 0.6125970664365833\n",
+      "Precision Score: 0.6442831215970962\n",
+      "ROC AUC: 0.7217428817946506\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.81      0.83      0.82      2318\n",
+      "           1       0.64      0.61      0.63      1159\n",
+      "\n",
+      "    accuracy                           0.76      3477\n",
+      "   macro avg       0.73      0.72      0.72      3477\n",
+      "weighted avg       0.76      0.76      0.76      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('logistic_model_under', logistic_model, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8035019455252919\n",
+      "F1 Score: 0.23291139240506328\n",
+      "Recall Score: 0.4972972972972973\n",
+      "Precision Score: 0.15206611570247933\n",
+      "ROC AUC: 0.6601698628604459\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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LTdYD50fEpHT/vsDNQDeSKacu8HKUZpapaVHMhDPGduiimFyVVPI4dIfOPDtph2KHYTkaf9IXix2C5ei556/L6bpANBR2nsc64OsRMVVSD2CKpAeBLwIPRcRP03k/LyGZw3QUcArwIZLVkKoljYiIeuA3JGudP0OSPB5FMgWUmVlSFDNhGs++sYxP7rU9Pz5u94ouimlJSSWPZlZ+CtnyGBGLgEXp+3cl1ZAshXksyQTvAH8AHiVZhehYYEJErAdelzQb2F/SG0DPiHgaQNItJCs7OXk0M/7+wkK+c/d0GlwUkxUnj2aWs4B2W6Na0lBgb+DfwIA0sSQiFknaNj1tEEnLYqP56b6N6fum+82sgrkoJjdOHs2smPpJypzh+oaIuKHpSZK6A38FLoyIlS20CDR3IFrYb2YVKrMo5vzDd+E8F8VkzcmjmeVB1Oc3z+Pbra0wI6kzSeL454i4K91dK2lg2uo4EFic7p8PZA6cHkyy5Ob89H3T/WZWYVwUkz+n2GaWs8Zu61xfrVHSxPh7oCZdB77RvcDp6fvTgb9l7D9FUhdJw4DhwLNpF/e7kg5M7/mFjGvMrEIseGctp97wDFc88ArH7DGQiRcc7MQxB255NLO85Nny2JoPA58Hpkualu77DvBT4HZJXwbmAicCRMRMSbcDs0gqtc9JK60Bzua9qXr+iYtlzCpKY1FMBPzypL04fm8XxeTKyaOZlayIeJLmxysCHLGJay4HLm9m/2Rg97aLzszKQWZRzN5DenP1yXszpO9WxQ6rrDl5NLOcRajdqq3NzDbX83OXc8GEacxf7qKYtuTk0czy4rWtzazU1DcE1z0ym6seSopibjtzLPsN9djGtuLk0cxyFkBDYcc8mpltlvnL1/C1217g2TeW8am9tudHXimmzTl5NLM8yC2PZlYy7n1hId91UUzBOXk0MzOzsrZqfR2X/m0Gd01d4KKYduDk0cxylszz6P/Vm1nxTJ27nAsbi2KOGM75h+/CFi6KKSgnj2aWl3qvNWBmRVDfEFz7yGyudlFMu3PyaGY5C+SWRzNrd/OXr+Gi26bx3BvLXRRTBE4ezSwvDW55NLN2lFkUc+XJe3HcaBfFtDcnj2ZmZlby3l23kcvunemimBLg5NHMchYB9e62zpqko4CrgSrgxoj4aZPjvYA/AUNIfj9fERH/r90DNSsxLoopLU4ezSwvHvOYHUlVwLXAeGA+8JykeyNiVsZp5wCzIuKTkvoDL0v6c0RsKELIZkXnopjS5OTRzHKWFMz4f/9Z2h+YHRFzACRNAI4FMpPHAHooGcDVHVgG1LV3oGalwEUxpcvJo5lZ+xgEzMvYng8c0OScXwP3AguBHsDJEdHQPuGZlY6mRTHH7z242CFZBiePZpaXeq9tna3mvlDRZPtIYBpwOLAz8KCkJyJi5ftuJJ0BnAEwZMiQto/UrEjeXbeRy/42k7ueX8A+Q3pzlYtiSpKTRzPLmVeY2SzzgR0ytgeTtDBm+hLw04gIYLak14HdgGczT4qIG4AbAMaMGdM0ATUrS5lFMRccMZzzXBRTspw8mlkePOZxMzwHDJc0DFgAnAKc1uScucARwBOSBgC7AnPaNUqzdta0KOb2M8cyxkUxJc3Jo5nlpcHd1lmJiDpJ5wKTSKbquSkiZko6Kz1+PfAj4GZJ00m6uS+OiLeLFrRZgc1btoav3Z4UxRw7OimK6dnVRTGlzsmjmVk7iYiJwMQm+67PeL8Q+Fh7x2VWDH+btoDv3T2DwEUx5cbJo5nlzJOEm9nmaloUc/Upe7PDNi6KKSdOHs0sLx7zaGbZmvLmci687XkWLF/ropgy5uTRzHKWTBLulkcza1ldfQPXPvIa1zz8KgN7uSim3Dl5NLO8uGDGzFoyb1myUszkN5dz3Ojt+aGLYsqek0czMzMriMyimKtOHs1xew8qdkjWBpw8mlnOPEm4mTXn3XUbufRvM7nbRTEdkpNHM8uLC2bMLFNmUcyF44Zz7mEuiulonDyaWe7CBTNmlmhaFHPHWWPZd0cXxXRETh7NzMwsLy6KqSxOHs0sZ4Grrc0qnYtiKo+TRzPLi7utzSpTZlHMvjv24aqTR7sopkI4eTSznLna2qwyTXlzGRfeNs1FMRXKyaOZ5cXJo1nlqKtv4NePzOZXD892UUwFc/JoZmZmrcosijl+70H84NgPuSimQjl5NLOceW1rs8rQWBQDcPUpozl2tItiKpmTRzPLi6utzTqules2cpmLYqwJJ49mlrvwmEezjmrKm8u4YMI0Fr7johh7PyePZpYzV1ubdTyZRTHb93ZRjH2Qk0czMzMDkqKYC2+bxpS0KOaHx36IHi6KsSacPJpZXtzyaNYx3PP8Av7nHhfFWOucPJpZzlxtbVb+Vq7byKX3zOCeaQsZs2MfrnRRjLXCyaOZ5SWcPJqVrcaimEUr1nHRuBGcc9jOLoqxVjl5NDMzqzB19Q386uHZ/OrhVxnUpxu3nzmWfXfsU+ywrEw4eczR4gWd+fkFQ1i+uDPqFBzzuaUc/5W3+cP/bcfTk3ohQe9+G/nGVXPpu10ddRvhym8MYfb0btTXiXEnLuOU8xYDsHGDuPa7g3jx6e5I8MVLFnHwx1cU+Qkryx9/fSdr13WmoUHU13finG9/gkMOfIPPnziNIYNWcN53Ps4rc/oBsOvOS7jozKffu/aOvfjXczsWK/Si8zyPZuUlsyjm0+lKMS6Ksc1R0ORR0lHA1UAVcGNE/LSQn9eeqrYIzrh0IcP3XMuaVZ0496gR7HPIu5xw9mJO/9ZbANxzYz/+dOV2XPCz+Tz+995sXC9++/DLrFsjzjh0JIce9w7b7bCBW68eQO9+ddz05Es0NMC7y6uK/HSV6Rs/OJKV73b9z/Yb83rzgysO48Iznn7feW/M68NXL/kEDQ2d2Kb3Gq7/+d95esoONDRUXldPeJ5Hs7LiohhrCwVLHiVVAdcC44H5wHOS7o2IWYX6zPbUd0AdfQfUAbBV9wZ22GU9by/qzI4j1v/nnHVrO6H031UJ1q3pRH0dbFjXiS22bGCr7vUATJqwDb9/4iUAOnWCXn3r2/dhrFlzF/Rudv/6De/92GzZuT6Z7LCCecyjWelbuW4j/3PPDP7mohhrA4VsedwfmB0RcwAkTQCOBTpE8pjprXlb8tqMbuy2zxoA/t9Pt6P6jm3Yumc9/3fnbAAO/sQ7PD2pF6eO3p11a8VZP1hIzz71rFqRtDL+4f+248WnujNw6AbOuXw+ffrXFe15KlEgfvrdBwngvgd3ZeJDI1o8f7ddlvD1s//FgP6r+dmvPlKRrY4JV1ublbrJbyzjwttcFGNtp5B/ewYB8zK256f7OpS1qzvxo68M5awfLmDrHg0AfOmSt/jzlFkc/unl3HtTfwBefn5rOlUFf3l+Brf8u4a/Xt+fRW9uSX0dvL1oS0btt5prH3iFkfuu5nc/3L6Yj1SRLvqfo/nqJZ/kuz8Zx6eOfIk9Rr7V4vkvze7Pf3/9OM799sc55fjpdO7s1mIzKy119Q1c+eArnPTbp5Hg9jPHcsG44U4cLW+F/BvUXHPEBzr4JJ0habKkyUuWltc/wHUb4UdfGcrhn17OR475YIHLYccv58mJvQB45O7ejDnsXbboDL371TFqv9W88sJW9Nymni7d6vnw0cn1B3/iHV6d3q1dn8Ng6fKk++adld3413ND2HWXt7O6bu6C3qxb15lhOywvZHglLUI5v8ysMOYtW8NJv32aqx96leNGD2Li+Qe7mtraTCGTx/nADhnbg4GFTU+KiBsiYkxEjOnft3wKRSLgl18fwg7D1/OZM5f8Z/+COVv+5/0zk3qxwy7JGMj+gzYy7cnuRCRjH1+aujU77LIOCQ4cv5IXn+oOwLQne7xv3KQVXtcuG+nWdeN/3u+750LemLvpX7Lb9X+XTp2SVuZt+61ih+1X8NaS7u0Sa6lpXNs615eZtb27n5/P0Vc/wau1q7j6lNH88uTRrqa2NlXIMY/PAcMlDQMWAKcApxXw89rVzGe35qE7t2HYyLWcPW5XAL707YXcf2tf5r/WhU6dYNtBGzj/Z/MB+NSX3uYXFw3hjMN2hRAfO3kpO41aB8CXv7eQ/ztvR66/rIpefev4+i/nFu25KlHvXuv4/jceAaCqqoFHntyJyS8M4sP7vck5//UsvXqu48eXPMRrb2zDt38ynt13W8zJx02nvr4TDQ3imt8f+L4q7YoSyX+kzKz4Moti9hvah1+e5KIYK4yCJY8RUSfpXGASyVQ9N0XEzEJ9Xnvb/YDVTFo47QP79z/i3WbP77Z1A9+74Y1mjw0YvJFf3D27DaOzzfHW4h6c9a1PfWD/v57bsdn5G6uf2JnqJ3Zuj9DKgud5NCu+zKKYr40fwVcPdVGMFU5B53mMiInAxEJ+hpmZWaXySjFWDF5hxsxyFnieR7NimbdsDRdMeJ6pc9/xSjHWrpw8mlkeXPhiVgx3Pz+f/7lnJpJXirH25+TRzPLighmz9tO0KObKk0czuI+LYqx9OXk0MzMrA5PfWMYFE6bx1koXxVhxOXk0s7x4zKNZYdXVN3DNw7P5dVoUc8dZY9lniItirHicPJpZziKcPJoV0tyla7jwtrQoZp9B/OBTLoqx4nPyaGZ5ccGMWduLCO5+fgGX/i0pirnm1L351F7bFzssM8DJo5nlyQUzZm1r5bqNfO/uGdz7gotirDQ5eTQzy4GkrSNidbHjsI7luTeWcWFaFPP18SP46mG7UNXJrftWWpw8mlleKm3Mo6SDgBuB7sAQSXsBZ0bEV4sbmZWzuvoGrnnoVX79yGwG99nKRTFW0lzjb2Y5C0RE7q/WSLpJ0mJJMzL2fV/SAknT0tcxGce+LWm2pJclHZmxf19J09Nj10jKJ+O9EjgSWAoQES8Ah+RxP6twc5eu4cTfPs01D8/muL0Hcd/5H3HiaCXNLY9mlpcCD3m8Gfg1cEuT/VdGxBWZOySNAk4BPgRsD1RLGhER9cBvgDOAZ4CJwFHAP3MNKiLmNck/63O9l1UuF8VYuXLyaGa5K/BUPRHxuKShWZ5+LDAhItYDr0uaDewv6Q2gZ0Q8DSDpFuA4ck8e56Vd1yFpS+B8oCbHe1mFWrE2WSnGRTFWjpw8mlk5OlfSF4DJwNcjYjkwiKRlsdH8dN/G9H3T/bk6C7g6vcd84AHA4x0tay6KsXLnMY9mlp/I4wX9JE3OeJ2RxSf+BtgZGA0sAn6R7m/uX99oYX+udo2Iz0bEgIjYNiI+B4zM435WIerqG/jlAy9z8m+fpqqTuPOssZx3xHAnjlZ23PJoZnnJs9v67YgYs3mfF7WN7yX9DvhHujkf2CHj1MHAwnT/4Gb25+pXwD5Z7DP7j7lL13DBbc/z/Nx3+Mw+g/nBsR+iexf/E2zlyX9zzSwv7T1JuKSBEbEo3TweaKzEvhf4i6RfkhTMDAeejYh6Se9KOhD4N/AFkmRvcz93LHAQ0F/S1zIO9QSqcnsa6+iaFsX86tS9+aSLYqzMOXk0s5Il6VbgUJLu7fnAZcChkkaTdD2/AZwJEBEzJd0OzALqgHPSSmuAs0kqt7uRFMrkUiyzJcncjlsAPTL2rwROyOF+1sGtWLuR790zg7+/sJD9h27DL0/ey0Ux1iE4eTSznAUFr7Y+tZndv2/h/MuBy5vZPxnYPc9YHgMek3RzRLyZyz0kHUVSbFMF3BgRP23mnEOBq4DOJN36H801ZiuezKKYb3xsBGcf6qIY6zicPJpZ7gKosBVmgDWSfk4yn2TXxp0RcXhLF0mqAq4FxpOMw3xO0r0RMSvjnN7AdcBRETFX0rYFiN8KqOlKMXeeNZa9PeG3dTBOHs0sL+095rEE/Bm4DfgEybQ9pwNLsrhuf2B2RMwBkDSBZG7KWRnnnAbcFRFzASJicRvGbQX25tLVXHjbNBfFWIfnv9Vmlp/KSx77RsTvJV2Q0ZX9WBbXDQLmZWzPBw5ocs4IoLOkR0nGVV4dEU1X1yGd0ugMgCFDhuTwCNaWIoK7pi7g0r/NoFMnuSjGOjwnj2Zmm2dj+uciSR8nmfZncAvnN8pmvsktgH2BI0iKe56W9ExEvPK+iyJuAG4AGDNmTOWl7yWkaVHMlaeMZlDvbsUOy6ygnDyaWR5U0IKZEvVjSb2Ar5NM+dMTuDCL6zY1D2XTc96OiNXAakmPA3sBr2Al59nXl3HRbS6Kscrj5NHM8lNh7V4R0Tgp+QrgMABJH87i0ueA4ZKGAQuAU0jGOGb6G/BrSVuQTA10AHBlW8RtbWdjWhRz7SOz2WEbF8VY5XHyaGa5i8JO1VNK0mrpk0jGLt4fETMkfQL4DkkX894tXR8RdZLOBSaRTNVzUzo35Vnp8esjokbS/cCLQAPJdD4zNn1Xa29vLl3NBROmMW3eO5yw72C+/ykXxVjl8d94M7Ps/J6k2/lZ4BpJbwJjgUsi4p5sbhARE4GJTfZd32T758DP2yJgazsRwV+nLuAyF8WYOXk0szxVTrf1GGDPiGiQ1BV4G9glIt4qclxWYCvWbuS7d0/nHy8uclGMGU4ezSxvldFtDWyIiAaAiFgn6RUnjh1fZlHMN4/clbM+urOLYqzibTJ5lPQrWmhTiIjzCxKRmZWXyml53E3Si+l7ATun2wIiIvYsXmjW1poWxfz17IMYvUPvYodlVhJaanmc3G5RmFn5qpzkcWSxA7D24aIYs5Zt8qchIv6QuS1p63TuMTOzihMRbxY7BiuszKKYqk7i16ftzSf2dFGMWVOt/ldK0liSKsPuwBBJewFnRsRXCx2cmZW4ACpkqh7r2N5XFDNsG6482UUxZpuSTTv8VcCRwL0AEfGCpEMKGZSZlY+onG5r66D+PWcpX7v9BWpdFGOWlawGcUTEPOl9P0j1hQnHzMpOBSaPkroBQyLi5WLHYrnbWN/A1dWvct2j6UoxLooxy0o2yeM8SQcBIWlL4HygprBhmVnZqLBua0mfBK4gWT5wmKTRwA8j4lNFDcw2S2ZRzIn7DuYyF8WYZS2bn5SzgKtJluRaQLK01jmFDMrMrIR9H9gfeBQgIqZJGlrEeGwzNC2Kufa0ffj4ngOLHZZZWWk1eYyIt4HPtkMsZlaGVHnd1nURsaLJUB4rAyvWbOS797goxixf2VRb70TS8nggyeimp4GLImJOgWMzs1IXVOKYxxmSTgOqJA0nGcrzVJFjslb8e85SLrptGovfXe+iGLM8dcrinL8AtwMDge2BO4BbCxmUmZULJWMec32Vp/OADwHrSX4/rgAuLGZAtmkb6xu4YtLLnPq7Z9hyi07cefZBnHPYLk4czfKQzZhHRcQfM7b/JOncQgVkZlbido2I7wLfLXYg1rI3l67m/AnTeCEtivn+pz7E1i6KMctbS2tbb5O+fUTSJcAEkg6qk4H72iE2MysHlddt/UtJA0l6YSZExMxiB2TvFxHcOWU+3793potizAqgpf+CTSH5Z6Gxbf/MjGMB/KhQQZlZGamw5DEiDpO0HXAScIOknsBtEfHjIodmJEUx37lnOve9uIgD0qKY7V0UY9amWlrbelh7BmJmZarCkkeAiHgLuEbSI8C3gEsBJ49F5qIYs/aR1eAPSbsDo4Cujfsi4pZCBWVmZaIC17aWNJJk+M4JwFKSIT1fL2pQFW5jfQNXVb/CdY++xo7bbMVfzz6IvbxSjFnBZDNVz2XAoSTJ40TgaOBJwMmjmVWi/0cy48THImJhsYOpdG+8vZoLbkuKYk4aM5jLPumiGLNCy+Yn7ARgL+D5iPiSpAHAjYUNy8zKRaVNEh4RBxY7BnNRjFkxZZM8ro2IBkl16cDwxcBOBY7LzMpFhSSPkm6PiJMkTef9Ty0gImLPIoVWcVas2ch37p7OfdNdFGNWDNkkj5Ml9QZ+R1KBvQp4tpBBmZmVoAvSPz9R1Cgq3DNzlvK1tCjmW0ftypmHuCjGrL1ls7b1V9O310u6H+gZES8WNiwzKxeV0m0dEYvSt1+NiIszj0n6GXDxB6+ytuKiGLPS0dIk4fu0dCwiprZ1MK+8uBVHbj+6rW9r7aQT04odguUq1hY7gnIyng8mikc3s8/aSOZKMS6KMSu+ln76ftHCsQAOb+NYzKwcVchUPZLOBr4K7CQps/elB/Cv4kRVGc784xQWvrOW6z67D8fs4aIYs2JraZLww9ozEDMrQ0HFFMwAfwH+CfwvcEnG/ncjYllxQur45ixZxUtvvcsPPvUhJ45mJcLt/maWn8pJHiMi3pB0TtMDkrZxAlkYD9UsBuCIkdsWORIza+Tk0cwsO38hqbSeQpIyZ/bXB57CrCAerKllt+16MLjPVsUOxcxSTh7NLC8VVG39ifTPYcWOpVIsX72BKW8u56uH7lzsUMwsQ6fWTlDic5IuTbeHSNq/8KGZWVmIPF5lSNKHJW2dvv+cpF9KGlLsuDqiR19ZTH1DMG7kgGKHYmYZWk0egeuAscCp6fa7wLUFi8jMykuFJY/Ab4A1kvYCvgW8CfyxuCF1TNWzFrNtjy7sMahXsUMxswzZJI8HRMQ5wDqAiFgObFnQqMysLCjye5WpuogI4Fjg6oi4mmS6HmtD6+vqeeyVJRwxcgCdvIKMWUnJZszjRklVpO0EkvoDDQWNysysdL0r6dvA54GD09+PnYscU4fz7znLWLW+jvGjXGVtVmqyaXm8Brgb2FbS5cCTwE8KGpWZlY9Q7q/ydDKwHviviHgLGAT8vLghdTzVNbV061zFQTv3K3YoZtZENmtb/1nSFOAIkqkpjouImoJHZmbloXy7n3MSEW9J+jOwn6RPAM9GxC3FjqsjiQiqZ9Vy8PB+dO1cVexwzKyJbKqthwBrgL8D9wKrXVloZo0qbcyjpJOAZ4ETgZOAf0s6obhRdSyzFq1k4Yp1jBvlKmuzUpTNmMf7eG9C3K7AMOBl4EMFjMvMykWZJoF5+C6wX0Qshv+MA68G7ixqVB1I9azFSHD4bh7vaFaKsum23iNzW9I+wJkFi8jMrLR1akwcU0vJbvy4Zam6ppZ9hvShX/cuxQ7FzJqx2SvMRMRUSfsVIhgzKzNl3P2ch/slTQJuTbdPBiYWMZ4OZdGKtUxfsIKLj9qt2KGY2Sa0mjxK+lrGZidgH2BJwSIys/JSYcljRHxT0qeBj5AM57khIu4uclgdxkM1SaOup+gxK13ZtDxmTn5bRzIG8q+FCcfMyk6FJI+ShgNXADsD04FvRMSC4kbV8VTX1DK071bs3L97sUMxs01oMXlMJ7/tHhHfbKd4zMxK1U3ALcDjwCeBXwGfLmpEHczq9XU89dpSPn/gjkhlOw+oWYe3yeRR0hYRUZcWyJiZNauCxjz2iIjfpe9fljS1qNF0QE+8+jYb6hoYN9JT9JiVspZaHp8lGd84TdK9wB3A6saDEXFXgWMzMyslXSXtTTLOEaBb5nZEOJnMU3VNLb26dWbM0D7FDsXMWpDNmMdtSKaiOJz35nsMwMmjmVXMmEdgEfDLjO23MraD5Hek5ai+IXj4pcUctmt/Old55iOzUtZS8rhtWmk9g/eSxkaV88+FmW1aBU3VExGHFTuGjuz5uctZtnqDV5UxKwMtJY9VQHfenzQ2qpB/LszMrD08WFNL5ypxyIj+xQ7FzFrRUvK4KCJ+2G6RmFl58n8lrQ1Uz6rlwJ360rNr52KHYmataGlgiedJMLPWRR4vM2DOklW8tmS1q6zNykRLyeMR7RaFmZUlkYx5zPVVjpT4nKRL0+0hkvYvdlzlrHFVmSNGelUZs3KwyeQxIpa1ZyBmVqYqr+XxOmAscGq6/S5wbTYXSjpK0suSZku6pIXz9pNUL+mE/MMtfQ/W1DJyYE8G99mq2KGYWRY8H4KZ2eY5ICLOAdYBRMRyYMvWLkpX7LoWOBoYBZwqadQmzvsZMKktgy5Vy1dvYPIbyxjvVkezsuHk0cxyl0eXdbl2WwMb0wQvACT1BxqyuG5/YHZEzImIDcAE4NhmzjsP+CuwuI3iLWmPvLyYhsBT9JiVESePZpafyuu2vga4m2Qu3MuBJ4GfZHHdIGBexvb8dN9/SBoEHA9c39KNJJ0habKkyUuWLNmc2EtOdU0tA3p2YfftexU7FDPLkpNHM8tPAZNHSTdJWixpRsa+bSQ9KOnV9M8+Gce+nY4nfFnSkRn795U0PT12jaScZ5OIiD8D3wL+l2TVmeMi4o4sLs1mztyrgIsjor6VGG6IiDERMaZ///KdF3F9XT2PvbyEw3cbQKdOnuDDrFw4eTSzUnYzcFSTfZcAD0XEcOChdJt0/OApwIfSa65Lu5cBfgOcAQxPX03vmTVJQ4A1wN+Be4HV6b7WzAd2yNgeDCxscs4YYIKkN4AT0mc4LtdYS92/5yxj9YZ6xo/yeEezcpLN2tZmZptUyLGLEfG4pKFNdh8LHJq+/wPwKHBxun9CRKwHXpc0G9g/TcR6RsTTAJJuAY4D/pljWPfx3pKtXYFhwMskSWtLngOGSxoGLCBJdE/LPCEihjW+l3Qz8I+IuCfHOEtedU0t3TpXcdDO/YodipltBiePZpaf9h+7OCAiFgFExCJJjc1Wg4BnMs5rHFO4MX3fdH9OImKPzG1J+wBnZnFdnaRzSaqoq4CbImKmpLPS4y2Oc+xoIoLqWbUcPLwfXTtXtX6BmZUMJ49mlrv8C1/6SZqcsX1DRNyQ4702NaYwm7GGOYuIqZL2y/LcicDEJvuaTRoj4ov5R1e6Zi1aycIV67hw/Ihih2Jmm8nJo5nlJc9u67cjYsxmXlMraWDa6jiQ96a02dSYwvnp+6b7cyLpaxmbnYB9gPIueS6C6lmLkeDw3Tze0azcuGDGzMrNvcDp6fvTgb9l7D9FUpd0XOFw4Nm0i/tdSQemVdZfyLgmFz0yXl1IxkA2N1+jtaC6ppZ9hvShX/cuxQ7FzDaTWx7NLD8FHPMo6VaS4ph+kuYDlwE/BW6X9GVgLnAiQDp+8HZgFlAHnJMx5c3ZJJXb3UgKZXIqlkmrt7tHxDdzfSaDRSvWMn3BCi4+ardih2JmOXDyaGZ5KXC19ambOHTEJs6/HLi8mf2Tgd3ziUXSFmnRyz753MfgoZpkpIGn6DErT04ezSw/5btSzOZ6lmR84zRJ9wJ3AKsbD0bEXcUKrNxU19QytO9W7Ny/e7FDMbMcOHk0s9yV9zKDudoGWAocznvV3AE4eczC6vV1PDV7KV8YuyN5LPRjZkXk5NHMLDvbppXWM/jgFECVl0Ln6IlXl7ChvoFxowYUOxQzy5GTRzPLmWh+EsUOqgroToHnjezoHpy1mF7dOjNmxz6tn2xmJcnJo5nlp3LSpkUR8cNiB1HO6huCR15ezGG79meLKs8UZ1aunDyaWV4KWW1dYiqokbUwnp+7nGWrN7jL2qzM+b9+ZmbZaXZ6IMvegzW1dK4Sh4zoX+xQzCwPbnk0s/xUSMtjRCwrdgzlrnpWLQfu1JeeXTsXOxQzy4NbHs0sP5HHyyrGnCWreG3JasaNdJe1Wblzy6OZ5S4qasyj5aFxVZkjRnpVGbNy5+TRzPLj5NGy8GBNLSMH9mRwn62KHYqZ5cnd1mZmVlDLV29g8hvLGO9WR7MOwS2PBXLcl5dw9GeXIQX//HNf7r6xP1/45iLGHrmSCHjn7S244sIhLKv1wPFS09z37iv/s5ADx69k4wax6M0t+cVFQ1i9sqrYoZYEd1tbax55eTENgafoMesgCtbyKOkmSYslzSjUZ5SqHXddy9GfXcb5Hx/OWeN25YDxK9l+2Hru/M22nD1uV746flf+Xd2Tz11UW+xQrYlNfe+mPt6DMw7blbPH7cqCOV045Tx/7/7DBTPWiuqaWgb07MLu2/cqdihm1gYK2W19M3BUAe9fsoYMX0/N1K1Yv7YTDfXixae78+GjV7Bm1XstVV27NRD+x7PkbOp7N/WxHjTUJ3NE10zZmn4DNxY50tKhyP1lHd/6unoee3kJR4wcQKdOnmfdrCMoWPIYEY8DFTkv2hsvdWWPA1bRo08dXbo1sN/hK+m//QYAvnjxIv40eRaHf/odbvn5dkWO1Jpq6XvX6MhTl/Hcwz2LFKFZeXlmzjJWb6hnvKfoMeswPOaxAObN7srt123L/06Yw7rVnXh9Vjfq65L/cd/8s4Hc/LOBnHxuLZ/6r7f54xVOIEtJS987gFPPr6W+Dh6+q3fxgiwl7n62VlTPqqVb5yrG7ty32KGYWRsperW1pDMkTZY0eSPrix1Om5l0a1/OPXIE3/j0Lrz7ThULXu/yvuOP3N2HjxyzokjRWUs29b0bd+Iy9h+3kp+duyNe5jiDxzzaJkQED9XUcvDwfnTt7AIzs46i6MljRNwQEWMiYkxnurR+QZno1TcZE9d/0AY+fMwKHr2nN9sPey85PvDIFcyb3XGetyNp7ns35tCVnHTOYr7/xWGsX1v0H5uSITzm0TZt1qKVLFyxzlXWZh2Mu60L5NIb36RHnzrqN4pff2cQq1ZswUVXzGfwzutpaIDFC7bkmosHFztMa0Zz37tzLl9A5y7B/972GgAvTdmaay7x9w9wC6JtUvWsxUhw+G6e39GsIylY8ijpVuBQoJ+k+cBlEfH7Qn1eqfn68bt8YN+P/nto+wdim625792XPjyyCJGYlbfqmlr2GdKHft3dy2LWkRQseYyIUwt1bzMrHfKcU9aMRSvWMn3BCi4+ardih2Jmbczd1maWOxe+2CY8VLMYgPGj3GVt1tE4eTSzvLjwxZpTXVPL0L5bsXP/7sUOxczamMtGzSw/nqrHmli9vo6nZi9l3MgBSJ7WyqyjcfJoZmZt6olXl7ChvsFT9Jh1UO62NrO8uNvamnpw1mJ6devMmB37FDsUMysAJ49mlh8nj5ahviF4+KVaDt9tW7aocueWWUfk5NHMcueVYqyJqXOXs3zNRsaNdJe1WUfl/xaamVmbqZ5VS+cqcciIfsUOxcwKxC2PZpYftzxahgdrajlwp7706Nq52KGYWYG45dHMciaSbutcX9axzFmyijlLVrvL2qyDc8ujmeXHyxNaqnFVmSNGelUZs47MyaOZ5cUtiNbowZpaRg7syeA+WxU7FDMrIHdbm5lZ3pav3sDkN5Yx3q2OZh2eWx7NLHdeZtBSj7y8mIbAq8qYVQAnj2aWFzUUOwIrBdU1tQzo2YXdt+9V7FDMrMDcbW1m+Yk8XtYhrK+r57GXl3DEyAF06qRih2NmBeaWRzPLiwtm7Jk5y1i9oZ7xnqLHrCK45dHMzPJSPauWbp2rGLtz32KHYmbtwC2PZpa7wPM8VriIoLqmlkNG9KNr56pih2Nm7cAtj2aWF68wU9lmLlzJohXrvKqMWQVxy6OZ5cdJYEWrrqlFgsN38/yOZpXCLY9mZpaz6ppa9h3Sh77duxQ7FDNrJ04ezSxnwt3WlWzRirXMWLCSI9xlbVZR3G1tZrmLcMFMBXuoZjEA40e5y9qskrjl0czy4pbH7Ek6StLLkmZLuqSZ45+V9GL6ekrSXsWIM1vVNbUM7bsVO/fvXuxQzKwdOXk0s/x4hZmsSKoCrgWOBkYBp0oa1eS014GPRsSewI+AG9o3yuytXl/HU7OXMm7kACSvKmNWSZw8mpm1j/2B2RExJyI2ABOAYzNPiIinImJ5uvkMMLidY8zaE68uYUN9A+NGebyjWaVx8mhmeXG3ddYGAfMytuen+zbly8A/CxpRHh6ctZhe3TozZsc+xQ7FzNqZC2bMLHcBNFReFpij5vp2m/3iSTqMJHn8yCaOnwGcATBkyJC2ii9r9Q3Bwy/Vcvhu27JFldsgzCqNf+rNLD8e85it+cAOGduDgYVNT5K0J3AjcGxELG3uRhFxQ0SMiYgx/fv3L0iwLZk6dznL12z0qjJmFcrJo5nlxd3WWXsOGC5pmKQtgVOAezNPkDQEuAv4fES8UoQYs1I9q5bOVeKQEf2KHYqZFYG7rc3M2kFE1Ek6F5gEVAE3RcRMSWelx68HLgX6AtelFcx1ETGmWDFvyoM1tRy4U196dO1c7FDMrAicPJpZfjxJeNYiYiIwscm+6zPefwX4SnvHtTleW7KKOUtW88WDhhY7FDMrEiePZpaXCux+rmgP1dQCeElCswrm5NHMcleZhS8VrXrWYkYN7Mmg3t2KHYqZFYkLZszMLCvLV29g8pvLGDfSa1mbVTK3PJpZzgTIYx4rxiMvL6Yh8KoyZhXOyaOZ5aeh2AFYe6muqWVAzy7svn2vYodiZkXk5NHM8uKWx8qwvq6ex15ewrF7D6JTp+YWyzGzSuHk0cxy54KZivHMnGWs3lDPeFdZm1U8F8yYWUmT9Iak6ZKmSZqc7ttG0oOSXk3/7JNx/rclzZb0sqQjixd5x1I9q5ZunasYu3PfYodiZkXm5NHM8hDJJOG5vrJ3WESMzlht5RLgoYgYDjyUbiNpFMmyfx8CjiJZqaWq7Z63MkUE1TW1HDKiH107+8tpVumcPJpZXoq0tvWxwB/S938AjsvYPyEi1kfE68BsYP+8PsmYuXAli1asY5y7rM0MJ49mlq/CtzwG8ICkKZLOSPcNiIhFycfHIqBx4sFBwLyMa+en+ywP1TW1SHD4bp7f0cxcMGNm+QhQflP19Gscx5i6ISJuaHLOhyNioaRtgQclvdTC/ZorA3ZJT56qa2rZd0gf+nbvUuxQzKwEOHk0s2J6O2McY7MiYmH652JJd5N0Q9dKGhgRiyQNBBanp88Hdsi4fDCwsABxV4xFK9YyY8FKLjl6t2KHYmYlwt3WZpafAnZbS9paUo/G98DHgBnAvcDp6WmnA39L398LnCKpi6RhwHDg2TZ+4opSXZPk5R7vaGaN3PJoZvkpbKfwAOBuSZD8vvpLRNwv6TngdklfBuYCJwJExExJtwOzgDrgnIioL2iEHVz1rFqG9duanftvXexQzKxEOHk0s7wUcoWZiJgD7NXM/qXAEZu45nLg8oIFVUFWra/j6deW8oWxO5Im8GZm7rY2M7PmPfHKEjbUNzBulLuszew9JdXy+C7L366OO98sdhwF0g94u9hBWM46+vdvx5yv9NrWHVZ1zWJ6devMmB37tH6ymVWMkkoeI6J/sWMoFEmTW6sqtdLl798mBJDfVD1WouobgodfquXw3bZliyp3UpnZe0oqeTSz8iKioGMerXimzl3O8jUbXWVtZh/g5NHM8uPksUOqnlVL5ypxyIh+xQ7FzEqM+yLaT9NVM6y8+PtnFeXBmloO3KkvPbp2LnYoZlZinDy2k2aWXLMy4u9fCwq/trW1s9eWrGLOktWMd5W1mTXD3dZmljsXzHRID9XUAnCExzuaWTOcPJpZXlww0/FUz1rMqIE9GdS7W7FDMbMS5G7rdiDpKEkvS5ot6ZJix2PZk3STpMWSZhQ7lpLlbusOZdnqDUx+c5knBjezTXLyWGCSqoBrgaOBUcCpkkYVNyrbDDcDRxU7CLP28shLi2kIGO8uazPbBCePhbc/MDsi5kTEBmACcGyRY7IsRcTjwLJix1G68mh1dMtjSaquqWVAzy7sPqhnsUMxsxLl5LHwBgHzMrbnp/vMyl/g5LEDWbexnsdeWcIRIwcgqdjhmFmJcsFM4TX3G9j/alrH4WrrDuOZOUtZs6HeXdZm1iK3PBbefGCHjO3BwMIixWJmtkkP1SymW+cqxu7ct9ihmFkJc8tj4T0HDJc0DFgAnAKcVtyQzNqOp+rpGCKC6ppaDhnRj66dq4odjpmVMLc8FlhE1AHnApOAGuD2iJhZ3KgsW5JuBZ4GdpU0X9KXix1TyfGYxw5h5sKVLFqxjnHusjazVrjlsR1ExERgYrHjsM0XEacWO4aSFkCDk8COoLqmFgkO323bYodiZiXOyaOZ5cEtiB1FdU0t+w7pQ9/uXYodipmVOHdbm5lVuEUr1jJjwUqvKmNmWXHLo5nlxy2PZa+6ZjGAxzuaWVacPJpZfpw8lr3qWbUM67c1O/ffutihmFkZcLe1meWusWAm15cV3ar1dTz92lLGjdzWq8qYWVacPJYpSfWSpkmaIekOSVvlca+bJZ2Qvr9R0qgWzj1U0kE5fMYbkvplu7/JOas287O+L+kbmxuj5SIgGnJ/WdE98coSNtQ3uMvazLLm5LF8rY2I0RGxO7ABOCvzoKScZvmNiK9ExKwWTjkU2Ozk0cxK04M1tfTeqjP77tin2KGYWZlw8tgxPAHskrYKPiLpL8B0SVWSfi7pOUkvSjoTQIlfS5ol6T7gPxO7SXpU0pj0/VGSpkp6QdJDkoaSJKkXpa2eB0vqL+mv6Wc8J+nD6bV9JT0g6XlJv6X5Nb7fR9I9kqZIminpjCbHfpHG8pCk/um+nSXdn17zhKTd2uSraZvHk4SXrbr6Bh55aTGH7botW1T5nwMzy44LZsqcpC2Ao4H70137A7tHxOtpArYiIvaT1AX4l6QHgL2BXYE9gAHALOCmJvftD/wOOCS91zYRsUzS9cCqiLgiPe8vwJUR8aSkISQr6YwELgOejIgfSvo48L5kcBP+K/2MbsBzkv4aEUuBrYGpEfF1SZem9z4XuAE4KyJelXQAcB1weA5fRsuVJwkva1PnvsPyNRvdZW1mm8XJY/nqJmla+v4J4Pck3cnPRsTr6f6PAXs2jmcEegHDgUOAWyOiHlgo6eFm7n8g8HjjvSJi2SbiGAeMyhho31NSj/QzPp1ee5+k5Vk80/mSjk/f75DGuhRoAG5L9/8JuEtS9/R578j4bM9uXAxuQSxbD9XU0rlKHDKixWHHZmbv4+SxfK2NiNGZO9IkanXmLuC8iJjU5LxjSNqMWqIszoFk6MPYiFjbTCxZZxWSDiVJRMdGxBpJjwJdN3F6pJ/7TtOvgZll78GaWg7cqS89unYudihmVkY8yKVjmwScLakzgKQRkrYGHgdOScdEDgQOa+bap4GPShqWXrtNuv9doEfGeQ+QdCGTnjc6ffs48Nl039FAa6PxewHL08RxN5KWz0adgMbW09NIusNXAq9LOjH9DEnaq5XPsELwmMey9NqSVcxZsprxXlXGzDaTk8eO7UaS8YxTJc0AfkvS2nw38CowHfgN8FjTCyNiCck4xbskvcB73cZ/B45vLJgBzgfGpAU5s3iv6vsHwCGSppJ0n89tJdb7gS0kvQj8CHgm49hq4EOSppCMafxhuv+zwJfT+GYCx2bxNbE2lUfi6OSxqB6qqQXgCI93NLPNpPAvcDPLUa/O28ZB/U7M+fr737puSkSMacOQKs6YMWNi8uTJm33dSdc/zar1dUy84OACRGVm5U7SJn8/u+XRzPLjlseys2z1Bia/uYxx7rI2sxw4eTQzqzCPvLSYhoDx7rI2sxy42trM8uMWxLJTXVPLgJ5d2H1Qz2KHYmZlyC2PZpaHSCYJz/VVYdJVm16WNFvSJc0cl6Rr0uMvStqnrWNYt7Gex15ZwriRAxqn1DIz2yxueTSz3AVENBQ7irKQrjd/LTAemE+yitK9TdaSP5pkcvzhwAEksyEc0JZxPDNnKWs21Hu8o5nlzC2PZmbtY39gdkTMiYgNwAQ+OL3UscAtkXgG6J3Oxdpmqmtq2WrLKsbu1Lctb2tmFcTJo5nlx93W2RoEzMvYnp/u29xzkHSGpMmSJi9ZsmSzgui7dRc+s89gunau2qzrzMwaudvazPLjgplsNTfAsOkXL5tziIgbgBsgmedxc4K4aPyIzTndzOwDnDyaWe4ioMFjHrM0H9ghY3swsDCHc8zMisrd1maWH08Snq3ngOGShknaEjgFuLfJOfcCX0irrg8EVkTEovYO1MysJW55NDNrBxFRJ+lcYBJQBdwUETMlnZUevx6YCBwDzAbWAF8qVrxmZpvi5NHM8hLuts5aREwkSRAz912f8T6Ac9o7LjOzzeHk0czyUJHdz2ZmFc3Jo5nlLqjEKXfMzCqak0czy49XmDEzqyiutjYzMzOzrLnl0cxyFkC429rMrKI4eTSz3EW429rMrMI4eTSzvLjl0cyssnjMo5mZmZllzS2PZpYfd1ubmVUUhSf4NbMcSbof6JfHLd6OiKPaKp5KJGkJ8OZmXtYPeLsA4RSDn6X0dJTngMp+lh0jon9zB5w8mplVGEmTI2JMseNoC36W0tNRngP8LJviMY9mZmZmljUnj2ZmZmaWNSePZmaV54ZiB9CG/Cylp6M8B/hZmuUxj2ZmZmaWNbc8mpmZmVnWnDyamXVQko6S9LKk2ZIuaea4JF2THn9R0j7FiLM1WTzHZ9P4X5T0lKS9ihFnNlp7lozz9pNUL+mE9oxvc2TzLJIOlTRN0kxJj7V3jNnK4u9YL0l/l/RC+ixfKkacrZF0k6TFkmZs4nib/Mw7eTQz64AkVQHXAkcDo4BTJY1qctrRwPD0dQbwm3YNMgtZPsfrwEcjYk/gR5ToOLUsn6XxvJ8Bk9o3wuxl8yySegPXAZ+KiA8BJ7Z3nNnI8vtyDjArIvYCDgV+IWnLdg00OzcDLc2d2yY/804ezcw6pv2B2RExJyI2ABOAY5uccyxwSySeAXpLGtjegbai1eeIiKciYnm6+QwwuJ1jzFY23xOA84C/AovbM7jNlM2znAbcFRFzASKiVJ8nm2cJoIckAd2BZUBd+4bZuoh4nCS2TWmTn3knj2ZmHdMgYF7G9vx03+aeU2ybG+OXgX8WNKLctfoskgYBxwPXt2Ncucjm+zIC6CPpUUlTJH2h3aLbPNk8y6+BkcBCYDpwQURZrs3aJj/zXtvazKxjUjP7mk6vkc05xZZ1jJIOI0keP1LQiHKXzbNcBVwcEfVJI1fJyuZZtgD2BY4AugFPS3omIl4pdHCbKZtnORKYBhwO7Aw8KOmJiFhZ4NjaWpv8zDt5NDPrmOYDO2RsDyZpNdncc4otqxgl7QncCBwdEUvbKbbNlc2zjAEmpIljP+AYSXURcU+7RJi9bP9+vR0Rq4HVkh4H9gJKLXnM5lm+BPw0kvkNZ0t6HdgNeLZ9QmwzbfIz725rM7OO6TlguKRh6cD+U4B7m5xzL/CFtALzQGBFRCxq70Bb0epzSBoC3AV8vgRbtTK1+iwRMSwihkbEUOBO4KslmDhCdn+//gYcLGkLSVsBBwA17RxnNrJ5lrkkLahIGgDsCsxp1yjbRpv8zLvl0cysA4qIOknnklTsVgE3RcRMSWelx68HJgLHALOBNSStKyUly+e4FOgLXJe22NVFxJhixbwpWT5LWcjmWSKiRtL9wItAA3BjRDQ7hUwxZfl9+RFws6TpJF2/F0fE20ULehMk3UpSDd5P0nzgMqAztO3PvFeYMTMzM7OsudvazMzMzLLm5NHMzMzMsubk0czMzMyy5uTRzMzMzLLm5NHMzMzMsubk0czMbDNJqpc0LeM1tIVzV7XB590s6fX0s6ZKGpvDPW6UNCp9/50mx57KN8b0Po1flxmS/i6pdyvnj5Z0TFt8trUfT9VjZma2mSStiojubX1uC/e4GfhHRNwp6WPAFRGxZx73yzum1u4r6Q/AKxFxeQvnfxEYExHntnUsVjhueTQzM8uTpO6SHkpbBadLOraZcwZKejyjZe7gdP/HJD2dXnuHpNaSuseBXdJrv5bea4akC9N9W0u6T9IL6f6T0/2PShoj6adAtzSOP6fHVqV/3pbZEpi2eH5GUpWkn0t6TtKLks7M4svyNDAovc/+kp6S9Hz6567pai4/BE5OYzk5jf2m9HOeb+7raMXnFWbMzMw2XzdJ09L3rwMnAsdHxEpJ/YBnJN0b7+/eOw2YFBGXS6oCtkrP/R4wLiJWS7oY+BpJUrUpnwSmS9qXZIWQA0hWPfm3pMeAnYCFEfFxAEm9Mi+OiEsknRsRo5u59wTgZGBimtwdAZwNfJlkKbv9JHUB/iXpgYh4vbkA0+c7Avh9uusl4JB0NZdxwE8i4jOSLiWj5VHST4CHI+K/0i7vZyVVp+tjW4lw8mhmZrb51mYmX5I6Az+RdAjJUnyDgAHAWxnXPAfclJ57T0RMk/RRYBRJMgawJUmLXXN+Lul7wBKSZO4I4O7GxErSXcDBwP3AFZJ+RtLV/cRmPNc/gWvSBPEo4PGIWJt2le8p6YT0vF7AcJLEOVNjUj0UmAI8mHH+HyQNB4J0ybxmfAz4lKRvpNtdgSGU5prYFcvJo5mZWf4+C/QH9o2IjZLeIEl8/iMiHk+Ty48Df5T0c2A58GBEnJrFZ3wzIu5s3Ehb8D4gIl5JWyWPAf43bSFsqSUz89p1kh4FjiRpgby18eOA8yJiUiu3WBsRo9PWzn8A5wDXkKwN/UhEHJ8WFz26iesFfCYiXs4mXisOj3k0MzPLXy9gcZo4Hgbs2PQESTum5/yOpDt3H+AZ4MOSGscwbiVpRJaf+ThwXHrN1sDxwBOStgfWRMSfgCvSz2lqY9oC2pwJJN3hBwONyeIk4OzGaySNSD+zWRGxAjgf+EZ6TS9gQXr4ixmnvgv0yNieBJyntBlW0t6b+gwrHiePZmZm+fszMEbSZJJWyJeaOedQYJqk54HPAFdHxBKSZOpWSS+SJJO7ZfOBETEVuBl4Fvg3cGNEPA/sQTJWcBrwXeDHzVx+A/BiY8FMEw8AhwDVEbEh3XcjMAuYKmkG8Fta6b1MY3kBOAX4P5JW0H8BVRmnPQKMaiyYIWmh7JzGNiPdthLjqXrMzMzMLGtueTQzMzOzrDl5NDMzM7OsOXk0MzMzs6w5eTQzMzOzrDl5NDMzM7OsOXk0MzMzs6w5eTQzMzOzrDl5NDMzM7Os/X9fT5NTI9rH2QAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.82      0.89      2899\n",
+      "           1       0.15      0.50      0.23       185\n",
+      "\n",
+      "    accuracy                           0.80      3084\n",
+      "   macro avg       0.56      0.66      0.56      3084\n",
+      "weighted avg       0.91      0.80      0.85      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('logistic_model_under', logistic_model, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### SVM Classifiers"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### LinearSVC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.svm import LinearSVC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linearSVC_model = make_pipeline(StandardScaler(), LinearSVC(dual=False))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('linearsvc', LinearSVC(dual=False))])"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linearSVC_model.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7587000287604256\n",
+      "F1 Score: 0.6331438565806733\n",
+      "Recall Score: 0.6246764452113891\n",
+      "Precision Score: 0.6418439716312057\n",
+      "ROC AUC: 0.7251941328731665\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.81      0.83      0.82      2318\n",
+      "           1       0.64      0.62      0.63      1159\n",
+      "\n",
+      "    accuracy                           0.76      3477\n",
+      "   macro avg       0.73      0.73      0.73      3477\n",
+      "weighted avg       0.76      0.76      0.76      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('linearSVC_model_under', linearSVC_model, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8005836575875487\n",
+      "F1 Score: 0.23220973782771537\n",
+      "Recall Score: 0.5027027027027027\n",
+      "Precision Score: 0.15097402597402598\n",
+      "ROC AUC: 0.6611478328967118\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.82      0.89      2899\n",
+      "           1       0.15      0.50      0.23       185\n",
+      "\n",
+      "    accuracy                           0.80      3084\n",
+      "   macro avg       0.56      0.66      0.56      3084\n",
+      "weighted avg       0.91      0.80      0.85      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('linearSVC_model_under', linearSVC_model, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### SVC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.svm import SVC\n",
+    "from sklearn.model_selection import GridSearchCV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Polynomial kernel\n",
+    "poly_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='poly', degree=3, C=5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 219,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('svc', SVC(C=5, kernel='poly'))])"
+      ]
+     },
+     "execution_count": 219,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "poly_kernel_svm_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 220,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9180327868852459\n",
+      "F1 Score: 0.87027765134274\n",
+      "Recall Score: 0.8248490077653149\n",
+      "Precision Score: 0.9210019267822736\n",
+      "ROC AUC: 0.8947368421052633\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.92      0.96      0.94      2318\n",
+      "           1       0.92      0.82      0.87      1159\n",
+      "\n",
+      "    accuracy                           0.92      3477\n",
+      "   macro avg       0.92      0.89      0.91      3477\n",
+      "weighted avg       0.92      0.92      0.92      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('poly_kernel_svm_clf_under', poly_kernel_svm_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 221,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8206874189364461\n",
+      "F1 Score: 0.2244039270687237\n",
+      "Recall Score: 0.43243243243243246\n",
+      "Precision Score: 0.15151515151515152\n",
+      "ROC AUC: 0.638948192759852\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.85      0.90      2899\n",
+      "           1       0.15      0.43      0.22       185\n",
+      "\n",
+      "    accuracy                           0.82      3084\n",
+      "   macro avg       0.56      0.64      0.56      3084\n",
+      "weighted avg       0.91      0.82      0.86      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('poly_kernel_svm_clf_under', poly_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# RBF Kernel\n",
+    "rbf_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='rbf', gamma='auto'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('svc', SVC(gamma='auto'))])"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rbf_kernel_svm_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8668392292205924\n",
+      "F1 Score: 0.7902129587675577\n",
+      "Recall Score: 0.7523727351164797\n",
+      "Precision Score: 0.8320610687022901\n",
+      "ROC AUC: 0.8382226056945643\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.88      0.92      0.90      2318\n",
+      "           1       0.83      0.75      0.79      1159\n",
+      "\n",
+      "    accuracy                           0.87      3477\n",
+      "   macro avg       0.86      0.84      0.85      3477\n",
+      "weighted avg       0.87      0.87      0.87      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('rbf_kernel_svm_clf_under', rbf_kernel_svm_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8485732814526589\n",
+      "F1 Score: 0.28483920367534454\n",
+      "Recall Score: 0.5027027027027027\n",
+      "Precision Score: 0.1987179487179487\n",
+      "ROC AUC: 0.686673876359975\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.87      0.92      2899\n",
+      "           1       0.20      0.50      0.28       185\n",
+      "\n",
+      "    accuracy                           0.85      3084\n",
+      "   macro avg       0.58      0.69      0.60      3084\n",
+      "weighted avg       0.92      0.85      0.88      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('rbf_kernel_svm_clf_under', rbf_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### Grid Search Cv on RBF kernel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'C': [0.1, 1, 2, 3, 4, 5], \n",
+    "                   'gamma': ['scale', 'auto', 0.1, 0.01],\n",
+    "                   'kernel': ['rbf']}\n",
+    "\n",
+    "grid_search = GridSearchCV(estimator=SVC(), param_grid=grid_parameters, scoring='f1', cv=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=5, estimator=SVC(),\n",
+       "             param_grid={'C': [0.1, 1, 2, 3, 4, 5],\n",
+       "                         'gamma': ['scale', 'auto', 0.1, 0.01],\n",
+       "                         'kernel': ['rbf']},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'C': 3, 'gamma': 'auto', 'kernel': 'rbf'}"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.999712395743457\n",
+      "F1 Score: 0.9995684074233924\n",
+      "Recall Score: 0.999137187230371\n",
+      "Precision Score: 1.0\n",
+      "ROC AUC: 0.9995685936151855\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('rbf_kernel_svm_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8706225680933852\n",
+      "F1 Score: 0.10738255033557048\n",
+      "Recall Score: 0.12972972972972974\n",
+      "Precision Score: 0.0916030534351145\n",
+      "ROC AUC: 0.5238162274036713\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.92      0.93      2899\n",
+      "           1       0.09      0.13      0.11       185\n",
+      "\n",
+      "    accuracy                           0.87      3084\n",
+      "   macro avg       0.52      0.52      0.52      3084\n",
+      "weighted avg       0.89      0.87      0.88      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('rbf_kernel_svm_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Sigmoid Kernel\n",
+    "sigmoid_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='sigmoid', gamma='auto'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('svc', SVC(gamma='auto', kernel='sigmoid'))])"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sigmoid_kernel_svm_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.6850733390854185\n",
+      "F1 Score: 0.5135495335406486\n",
+      "Recall Score: 0.4987057808455565\n",
+      "Precision Score: 0.5293040293040293\n",
+      "ROC AUC: 0.6384814495254529\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.76      0.78      0.77      2318\n",
+      "           1       0.53      0.50      0.51      1159\n",
+      "\n",
+      "    accuracy                           0.69      3477\n",
+      "   macro avg       0.64      0.64      0.64      3477\n",
+      "weighted avg       0.68      0.69      0.68      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('sigmoid_kernel_svm_clf_under', sigmoid_kernel_svm_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7808041504539559\n",
+      "F1 Score: 0.2009456264775414\n",
+      "Recall Score: 0.4594594594594595\n",
+      "Precision Score: 0.12859304084720122\n",
+      "ROC AUC: 0.6303851281429756\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.80      0.87      2899\n",
+      "           1       0.13      0.46      0.20       185\n",
+      "\n",
+      "    accuracy                           0.78      3084\n",
+      "   macro avg       0.54      0.63      0.54      3084\n",
+      "weighted avg       0.91      0.78      0.83      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('sigmoid_kernel_svm_clf_under', sigmoid_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Grid Search CV on SVM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "svm_model = SVC()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'C': [0.1, 1, 2, 3, 4, 5], \n",
+    "                   'gamma': ['auto'],\n",
+    "                   'kernel': ['rbf', 'linear']}\n",
+    "\n",
+    "grid_search = GridSearchCV(estimator=svm_model, param_grid=grid_parameters, scoring='f1', cv=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=5, estimator=SVC(),\n",
+       "             param_grid={'C': [0.1, 1, 2, 3, 4, 5], 'gamma': ['auto'],\n",
+       "                         'kernel': ['rbf', 'linear']},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 214,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'C': 3, 'gamma': 'auto', 'kernel': 'rbf'}"
+      ]
+     },
+     "execution_count": 215,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 216,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.998849582973828\n",
+      "F1 Score: 0.9982728842832469\n",
+      "Recall Score: 0.997411561691113\n",
+      "Precision Score: 0.9991356957649092\n",
+      "ROC AUC: 0.9984900776531492\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('rbf_kernel_svm_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8660830090791181\n",
+      "F1 Score: 0.11940298507462688\n",
+      "Recall Score: 0.15135135135135136\n",
+      "Precision Score: 0.09859154929577464\n",
+      "ROC AUC: 0.5315225194148961\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.91      0.93      2899\n",
+      "           1       0.10      0.15      0.12       185\n",
+      "\n",
+      "    accuracy                           0.87      3084\n",
+      "   macro avg       0.52      0.53      0.52      3084\n",
+      "weighted avg       0.89      0.87      0.88      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('rbf_kernel_svm_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Decision Tree"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "decision_tree_clf = DecisionTreeClassifier(max_depth=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DecisionTreeClassifier(max_depth=2)"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "decision_tree_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.6899626114466494\n",
+      "F1 Score: 0.667283950617284\n",
+      "Recall Score: 0.9327006039689387\n",
+      "Precision Score: 0.5194617972128784\n",
+      "ROC AUC: 0.7506471095772217\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.57      0.71      2318\n",
+      "           1       0.52      0.93      0.67      1159\n",
+      "\n",
+      "    accuracy                           0.69      3477\n",
+      "   macro avg       0.73      0.75      0.69      3477\n",
+      "weighted avg       0.80      0.69      0.70      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('decision_tree_clf_under', decision_tree_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.606355382619974\n",
+      "F1 Score: 0.2217948717948718\n",
+      "Recall Score: 0.9351351351351351\n",
+      "Precision Score: 0.12581818181818183\n",
+      "ROC AUC: 0.7602547010618761\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.59      0.74      2899\n",
+      "           1       0.13      0.94      0.22       185\n",
+      "\n",
+      "    accuracy                           0.61      3084\n",
+      "   macro avg       0.56      0.76      0.48      3084\n",
+      "weighted avg       0.94      0.61      0.71      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('decision_tree_clf_under', decision_tree_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Grid Search CV on Decisoin Tree"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'criterion':['gini','entropy'], 'max_depth': np.arange(2, 21)}\n",
+    "grid_search = GridSearchCV(estimator=DecisionTreeClassifier(), param_grid=grid_parameters, cv=10, scoring='f1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=10, estimator=DecisionTreeClassifier(),\n",
+       "             param_grid={'criterion': ['gini', 'entropy'],\n",
+       "                         'max_depth': array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
+       "       19, 20])},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'criterion': 'gini', 'max_depth': 2}"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.6673315015814499"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_score_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.6899626114466494\n",
+      "F1 Score: 0.667283950617284\n",
+      "Recall Score: 0.9327006039689387\n",
+      "Precision Score: 0.5194617972128784\n",
+      "ROC AUC: 0.7506471095772217\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.57      0.71      2318\n",
+      "           1       0.52      0.93      0.67      1159\n",
+      "\n",
+      "    accuracy                           0.69      3477\n",
+      "   macro avg       0.73      0.75      0.69      3477\n",
+      "weighted avg       0.80      0.69      0.70      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('decision_tree_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.606355382619974\n",
+      "F1 Score: 0.2217948717948718\n",
+      "Recall Score: 0.9351351351351351\n",
+      "Precision Score: 0.12581818181818183\n",
+      "ROC AUC: 0.7602547010618761\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.59      0.74      2899\n",
+      "           1       0.13      0.94      0.22       185\n",
+      "\n",
+      "    accuracy                           0.61      3084\n",
+      "   macro avg       0.56      0.76      0.48      3084\n",
+      "weighted avg       0.94      0.61      0.71      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('decision_tree_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Random Forest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "random_forest_clf = RandomForestClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier()"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "random_forest_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 1.0\n",
+      "F1 Score: 1.0\n",
+      "Recall Score: 1.0\n",
+      "Precision Score: 1.0\n",
+      "ROC AUC: 1.0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('random_forest_clf_under', random_forest_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8651102464332037\n",
+      "F1 Score: 0.28522336769759454\n",
+      "Recall Score: 0.4486486486486487\n",
+      "Precision Score: 0.20906801007556675\n",
+      "ROC AUC: 0.6701677185982119\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.89      0.93      2899\n",
+      "           1       0.21      0.45      0.29       185\n",
+      "\n",
+      "    accuracy                           0.87      3084\n",
+      "   macro avg       0.59      0.67      0.61      3084\n",
+      "weighted avg       0.92      0.87      0.89      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('random_forest_clf_under', random_forest_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Grid Search CV on Random Forest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'criterion':['gini', 'entropy'], \n",
+    "                   'max_features': ['sqrt', 'log2'],  \n",
+    "                   'max_depth': np.arange(2, 21),\n",
+    "                   'n_estimators': [30]}\n",
+    "grid_search = GridSearchCV(estimator=random_forest_clf, param_grid=grid_parameters, cv=5, scoring='f1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=5, estimator=RandomForestClassifier(),\n",
+       "             param_grid={'criterion': ['gini', 'entropy'],\n",
+       "                         'max_depth': array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
+       "       19, 20]),\n",
+       "                         'max_features': ['sqrt', 'log2'],\n",
+       "                         'n_estimators': [30]},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'criterion': 'entropy',\n",
+       " 'max_depth': 18,\n",
+       " 'max_features': 'sqrt',\n",
+       " 'n_estimators': 30}"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.997986770204199\n",
+      "F1 Score: 0.9969762419006479\n",
+      "Recall Score: 0.9956859361518551\n",
+      "Precision Score: 0.9982698961937716\n",
+      "ROC AUC: 0.9974115616911131\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('random_forest_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8440337224383917\n",
+      "F1 Score: 0.26339969372128635\n",
+      "Recall Score: 0.4648648648648649\n",
+      "Precision Score: 0.18376068376068377\n",
+      "ROC AUC: 0.6665476445745504\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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332BmNxH0UywF3iBohj4WOMrdfwmMA35rZpMJflffRNDMmojpwA1m1pcg+fpVxQEz6w6MAN4CthE0f5dVcY0JwP+Z2XkEtXXfBwYBryQYEwDuXmBm3yGoCaysLVBKMDK7mZndCLSLOf4lcJyZZcU7otrM9gT+CBxJUDuab2avufv0xJ8i8zga+CIimenlGSv49QuzwOHeUUM5bWiv2k9qIvSnf8Tc/S7gOoJBMGsImlqvJhiBDEGCMwWYCcwCPg33JXKvN4GnwmtN5ZsJXxbBIJIVQDHwHYKawMrXKAJOCcsWEdTYneLuaxOJqdK1P3D3qmpVJwKvEUzf8wVBbW1sk3TFBOhFZvZpbfcJuwn8G/izu89w988JRmw/XjGSXUREpCpbdpTy82dm8NNx09ijWxsmXHN4RiWOEMx9F3UMIpKm+u/bxn///H4Jn3/hnh9Pdfe8egwp4+Tl5fmUKVOiDkMkI8wsXM8146fzRdEWrj5qD0YfM4Bm2U2zHs7Mqv18VrO1iCTMHa0UIyJNXnm5M/b9xdw5cT5d27Zg3I8PYsRunWs/sYlS8igiSTDKUZ9HEWm6Vm/cznVPz+CDhWsZuc8u3P79fenQqnnUYUVKyaOIJMxRzaOINF3/nfslv3xuJtt2lnH79/blnAP7pP261PVByaOIiIhIjO0lZfxpwjwe+/gLBvVox5hzh7FHtzpPodxkNarksUunbO/XJyfqMCRBny/oGHUIkqBtJRvYWbo1oT+nNV+jiDQl81dtYvS4acz/chOXHNafX44cSItmTWdd6vrQqJLHfn1yyJ/YJ+owJEEnHXt21CFIgj5e9EhC5zlGueZ5FJEmwN359ydf8MdX59E2txmPXnQgRw7sFnVYjVKjSh5FJP2o5lFE0l3xlp388tkZ/Hfeao4c2JU7zhxC17aa9rc6Sh5FJGEOWqNaRNLahwvX8rOnprN+awm/O2UQFx3Sj6wmvC51fVDyKCIiIhlnZ2k5d725gL+/t4jdurTmnxcdyD4920cdVlpQ8igiSTDKNM+jiKSZgrVbuGb8NGYWbuDc4X353Sl706q5UqJ46SslIglTs7WIpBN357lPl3PTf2aTk53Fgz/cn5GDe0QdVtpR8igiSVHNo4ikg43bS/jNC7N5ecYKRvTvxN3nDKVnh5ZRh5WWlDyKiIhIkzb1i2KuGT+dlRu28/Pj9+TKI/cgW4NiEqbkUUQS5m5qthaRRqus3Pnb/xYy5n+f07NDLs9ccTD799WCFslS8igiSdHa1iLSGC1fv42fjZ9O/pJiThvak1tPH0y7XK1iVx+UPIpIwhwoV59HEWlkJsxayY3PzaSs3Lnr7CF8b//eUYfUpCh5FJEkmGoeRaTR2LqzlFtensv4ycsY0qcDY0YNZdfOraMOq8lR8igiIiJpb/byDYweN42Coi385Mjd+dlxe5KTrT9uU0HJo4gkLJjnUc3WIhKd8nLnkQ8L+PPrn9GpdXOeuGQEh+zRJeqwmjSl5CKSlDKyEn7Vxsz6mNnbZjbPzOaY2TXh/k5m9qaZfR7+2zHmnF+Z2UIzm29mJ8TsP8DMZoXHxpiZsl6RNLd603YufHQyf3x1HkcN7Mbr1xyhxLEBKHkUkYQ5Rrkn/opDKXC9u+8NHARcZWaDgBuBt9x9APBWuE14bBSwDzASuN/MssNrPQBcBgwIXyPr7yshIg3t7c9Wc+I97zNpcRF/PH0wf//RAXRs3TzqsDKCmq1FJCnlKfwb1N1XAivD95vMbB7QCzgNODIs9i/gHeCGcP94d98BFJjZQmC4mS0B2rn7xwBm9hhwOvBayoIXkZTYXlLGn1//jH9+uIS9dmnL+MsOYkD3tlGHlVGUPIpIlLqY2ZSY7bHuPraqgmbWDxgGTAK6h4kl7r7SzLqFxXoBn8ScVhjuKwnfV94vImlk4epN/HTcdOat3MiFh/TjxhP3Ijcnu/YTpV4peRSRhLlDWXIDZta6e15thcysDfAccK27b6yhu2JVB7yG/Q3KzEYC9wLZwEPufnul4+2BfwN9CT6f73T3fzZ0nCKNjbvzZP5Sbn1lLq2aN+ORC/M4eq/uUYeVsZQ8ikhSUj3a2sxyCBLHJ9z9+XD3l2bWI6x17AGsDvcXAn1iTu8NrAj3965if4MJ+17eBxwXxjPZzF5y97kxxa4C5rr7qWbWFZhvZk+4+86GjFWkMVm3ZSc3Pj+TiXO+5PABXfjrWUPo1i436rAymgbMiEjCggEzWQm/ahOOiH4YmOfud8Ucegm4IHx/AfCfmP2jzKyFmfUnGBiTHzZxbzKzg8Jrnh9zTkMZDix098VhMjieoI9mLAfahjG2AYoJBg2JZKSPFxVx4r3v87/PVvObk/bmXxcNV+LYCKjmUUQas0OBHwGzzGx6uO/XwO3A02Z2CbAUOAvA3eeY2dPAXIKk6yp3LwvPuxJ4FGhJMFCmoQfL9AKWxWwXAiMqlfkbQQK8AmgLnOPu5Q0TnkjjUVJWzj3/XcD97yyif+fWPHTBoQzu1T7qsCSk5FFEklKWwrWt3f0Dqu6vCHBMNefcBtxWxf4pwOD6i67O4ul3eQIwHTga2B1408zed/eN37iQ2WUE0w7Rt2/f+o9UJEJLi7Yyevw0pi9bzzl5fbjp1EG0bqF0pTHRd0NEEqYVZuqkuv6YsS4Cbnd3BxaaWQGwF5AfWygckT4WIC8vr8EH/oikygvTCvndi3Mwg7+dN4xT9usZdUhSBSWPIpIEi6vvogAwGRgQ9sVcTjCZ+XmVyiwlqFF938y6AwOBxQ0apUgENm0v4ab/zOGFacs5sF9H7j5nKL07too6LKmGkkcRSUp5CputmxJ3LzWzq4GJBFP1PBL20bwiPP4gcCvwqJnNImjmvsHd10YWtEgDmLZ0HdeMn07huq387Ng9ueqo3WmWrT9KGzMljyIiDcTdJwATKu17MOb9CuD4ho5LJApl5c6D7y7irjcXsEu7XJ6+/GDy+nWKOiyJg5JHEUlYPUwSLiIZaOWGbfzsqel8sriYU/brwW1n7Ev7ljlRhyVxUvIoIklRn0cRqYvXZ6/ixudnsrO0nDvO3I8zD+hNDatGSSOk5FFEEhZMEq4PfRGp3badZdz66lyenLSUfXu1Z8y5w+jfpXXUYUkClDyKSFI0YEZEajN3xUZGj5/GwtWbufyI3bj++IE0b6ZWi3Sl5FFERERSwt159KMl/L8Jn9GhVQ7/vmQEhw3oEnVYkiQljyKSME0SLiLVWbt5B794ZgZvz1/DsXt348/f34/ObVpEHZbUAyWPIpIUDZgRkcreXbCG65+ewcbtJdxy2j786KBdNSimCVHyKCKJcw2YEZGv7Sgt447X5/PQBwXs2b0N/750OHvt0i7qsKSeKXkUERGRpC1as5nR46YxZ8VGzj94V3590t7k5mRHHZakgJJHEUmYo9HWIpnO3Xlq8jL+8PJccnOy+Mf5eRw3qHvUYUkKKXkUkaSo2Vokc23YWsKvXpjJhFmrOGT3ztx19lB2aZ8bdViSYkoeRSRhGm0tkrnyC4q5dvw0Vm/awY0n7sVlh+9GVpY+DzKBkkcRSYqSR5HMUlpWzpj/LeRv//ucvp1a8dyVhzCkT4eow5IGpORRRERE4rKseCvXjJ/Gp0vX8/39e/OH0/ahTQulEplG33ERSZjWthbJHC/NWMFvnp8FwL2jhnLa0F4RRyRRUfIoIknRaGuRpm3zjlJ+/9Icnp1ayP59O3DvqGH06dQq6rAkQkoeRSRxrj6PIk3ZjGXruWb8NJYWb2X00Xsw+pgBNMvWqlKZTsmjiCRMo61Fmqbycmfs+4u5c+J8urVtwbgfH8SI3TpHHZY0EkoeRURE5CtfbtzOdU9P58OFRZy07y78vzP2o32rnKjDkkZEyaOIJEU1jyJNx5tzv+SXz85ge0k5f/7+vpyd1wcz/YzLNyl5FJGEabS1SNOwvaSM216dx+OffMGgHu0Yc+4w9ujWJuqwpJFS8igiSXEljyJpbf6qTYweN435X27i0sP684uRA2nRLDvqsKQRU/IoIiKSgdydxz/5gj++Oo92uTn86+LhfGfPrlGHJWlAyWOCVi/P4Y5r+rJudQ6W5Zz0wyLOuHQtj9+5C6892Yn2ncoAuOhXKxh+zCY2Fmdz62X9WDC9FcedXczVf1oOwNbNWVx/+oCvrrt2ZQ5Hf38dV96yPJLnykQ5OWX85e63yckpJzvb+eC93jzx2D7stvt6rr52Kjk5ZZSXZXHfmP1ZML8Tw/b/kgsvnUlOTjklJVk8MnYIM6Z3i/oxIqN5HkXST/GWnfzy2Rn8d95qjhzYlTvPGkKXNi2iDkvSREqTRzMbCdwLZAMPufvtqbxfQ8pu5lx20woG7LeNrZuzuHrknux/xCYAzvjxGs66cs03yjfPdS74xSqWzM9lyWe5X+1v1aacB/47/6vtq07Yk8NOWt8gzyCBkpIsfvXzI9m+vRnZ2eXcec/bTJm8Cz+6YA5PPjaIKZN7kDd8JRdfNpMbrz+SDRub84ffHUZxUUt27beBW29/j/NHnRr1Y0TCNc+jSNr54PO1XPf0dNZvLeGmUwZx0aH9NChG6iRlyaOZZQP3AccBhcBkM3vJ3eem6p4NqXP3Ujp3LwWCBLDPHjtYu7L6qQxyW5UzeMQWViyp/i+75Yubs35tMwaP2FLv8UpNjO3bgx+FZs3KyW5WDh7MYdiqdfA9bt26hOKiIOlfvLDjV2d+saQdzZuX0yynjNKSzOwjpD6PIulhZ2k5f31zPmPfW8zuXdvw6EXDGdSzXdRhSRpKZc3jcGChuy8GMLPxwGlAk0geY61a1pxFs1uy1/5bmTu5DS//sytvPduJAftt5bKbV9C2Q1lc13n7xY5857vr0R+ADS8ry7n3/jfp2Wszr/xnD+Z/1pmx9w/l1tvf45LLZmBZzs9HH/2t8w49fDmLFnbI2MQRjbYWSQsFa7dwzfhpzCzcwHkj+vK7kwfRsnmmfm5JslK5xlAvYFnMdmG4r0nZtiWLWy/txxW3LKd123JOuWAt//x4Lve/OZ9O3UsY+4eecV/r3f905Kgz1qUwWqlOebnx0yuO5/xRp7DnXsXs2m8DJ526iH88MJQLzjuFfzwwlGt+PuUb5/TddQMX/3gm/3f3ARFFLSJSM3fnmSnLOHnM+3xRtJUHf7g/fzpjXyWOkpRUJo9VVUf4twqZXWZmU8xsypqi+GroGovSErj10n4c/b11HHbSBgA6di0lOxuysuDEHxQzf3p8i8cvmpNLWRkM2G9bKkOWWmzZ0pxZM7pywIGrOPb4JXz4fvD3zvvv9mbgwOKvynXuspXf/eEj/vrn4axamdlzoblbwi8RSZ0N20oYPX46v3h2Jvv1bs/r1x7OyME9og5LmoBUJo+FQJ+Y7d7AisqF3H2su+e5e17Xzunzl5A73HV9X/oM2MH3L/96cEzRl1/3BPjotfb0G7g9ruu982JHjjxtfX2HKXFo134HrVvvBKB58zKG7r+awqVtKVrbkn2HBN/bIcNWs3x5kCS2br2TP9z2AY8+vC9z53SJLO7GoGJt60RfIpIaU78o5qR732fCrJX84oSBPHHpQfRo3zLqsKSJSGWfx8nAADPrDywHRgHnpfB+DWpOfmveerYT/ffexpXHDgSCaXneebEji+a0xAy6997J6L983XJ//vBBbNmcRelO4+OJ7fnTuEXsuucOAN57uQO3Pr44kmfJdJ06beP6GyaTleWYOe+/24f8ST3ZvKU5l/9kGtnZTsnObP7v7jwATj19IT17bmbUD+Yy6gdBF97f3ngEG9bn1nSbpsmDP6REpHEoLSvnvrcXce9bC+jVsSXPXnEww/p2rP1EkTowT+Env5mdBNxDMFXPI+5+W03l84bkev7EPjUVkUbspGPPjjoESdDHix5hw7aVda4KbD2gh+815uKE7/vpSX+a6u55CV9AyMvL8ylTptReUJq85eu3ce34aUxeso7Th/bk1tMH0za3+llARGpiZtV+Pqd0nkd3nwBMSOU9REREMt2EWSu58bmZlDvcfc4QzhjWO+qQpAnTCjMikjBH8zyKRGnrzlL+8NJcnpqyjCF9OjBm1FB27dw66rCkiVPyKCJJ0MAXkajMXr6B0eOmUVC0hauO2p1rj92TnOxUjoMVCSh5FJGkaMCMSMMqL3ce/qCAv0z8jM6tW/DkpQdx8O6dow5LMoiSRxERkTSxetN2rn96Bu9/vpbjB3Xnz9/fj46tm0cdlmQYJY8ikhT1eRRpGP/77Et+8cxMtuws5bYzBnPe8L6Y1rOVCCh5FJGEuSt5FEm17SVl3P7aZzz60RL22qUt4889iAHd20YdlmQwJY8ikhQNmBFJnc+/3MRPx03js1WbuOjQftwwci9yc9JnNTZpmpQ8ikhSNGBGpP65O09MWsqtr8ylTYtm/PPCAzlqr25RhyUCKHkUEUmImbV29y1RxyFNz7otO7nhuZm8MfdLDh/Qhb+ePYRubTNw+VNptJQ8ikhSMq3Po5kdAjwEtAH6mtkQ4HJ3/0m0kUlT8NGitVz31AyKtuzgtyfvzcWH9icrK7N+xqTxU/IoIglzLOOSR+Bu4ATgJQB3n2FmR0QbkqS7krJy7n5zAQ+8u4j+XVrz0AWHMrhX+6jDEqmSkkcRSUomdnl092WVpkgpiyoWSX9fFG1h9PjpzFi2nnPy+nDzdwfRqrl+PUvjpf+dIpK4zJyqZ1nYdO1m1hwYDcyLOCZJUy9MK+R3L84hy+C+8/bn5P16RB2SSK2UPIqI1M0VwL1AL6AQeANQf0epk03bS/jdi7N5cfoKhvfrxN2jhtKrQ8uowxKJi5JHEUlO5rVbD3T3H8TuMLNDgQ8jikfSzKdL13HN+GmsWL+d647bk6uO2oNsDYqRNKLkUUSSkoHN1v8H7B/HPpFvKCt3HnhnIXf/93N2aZfL05cfxAG7doo6LJE6U/IoIknJlEnCzexg4BCgq5ldF3OoHaAlP6RGKzds42dPTeeTxcWcOqQnfzx9MO1b5kQdlkhClDyKiMSnOcHcjs2A2IWFNwJnRhKRpIXXZ6/khudmUVJWzp1nDeH7+/ei0mh9kbSi5FFEEuZkTrO1u78LvGtmj7r7F4lcw8xGEgy2yQYecvfbqyhzJHAPkAOsdffvJBqzRGvbzjJueWUu4/KXsl/v9tw7ahj9u7SOOiyRpCl5FJHEOZAhyWOMrWZ2B7AP8NWace5+dE0nmVk2cB9wHMEo7clm9pK7z40p0wG4Hxjp7kvNTIsZp6m5Kzby03GfsmjNFi7/zm5cf9xAmjfLijoskXqh5FFEkpIpfR5jPAE8BZxCMG3PBcCaOM4bDix098UAZjYeOA2YG1PmPOB5d18K4O6r6zFuaQDuzj8/XMLtr31Gh1Y5/PuSERw2oEvUYYnUK/0ZJCLJ8SRetTCzR8xstZnNjtn3ezNbbmbTw9dJMcd+ZWYLzWy+mZ0Qs/8AM5sVHhtjyXU46+zuDwMl7v6uu18MHBTHeb2AZTHbheG+WHsCHc3sHTObambnV3UhM7vMzKaY2ZQ1a+LJW6UhrNm0g4sencwtr8zliD278Pq1RyhxlCZJNY8i0pg9CvwNeKzS/rvd/c7YHWY2CBhF0JzcE/ivme3p7mXAA8BlwCfABGAk8FqCMZWE/640s5OBFUDvOM6rKmGtnEI3Aw4AjgFaAh+b2SfuvuAbJ7mPBcYC5OXlZV7dbyP07oI1XP/0DDZuL+GW0/bhRwftqkEx0mQpeRSRJFhKB8y4+3tm1i/O4qcB4919B1BgZguB4Wa2BGjn7h8DmNljwOkknjz+0czaA9cTzO/YDrg2jvMKgT4x270JEs/KZda6+xZgi5m9BwwBFiCN0o7SMu54fT4PfVDAwO5teeLSEQzcpW3tJ4qkMSWPIpKc5Oq9upjZlJjtsWGtWm2uDpt0pwDXu/s6gibgT2LKVDQLl4TvK+9PiLu/Er7dABwFX60wU5vJwAAz6w8sJ6glPa9Smf8AfzOzZgRTA40A7k40Vkmthas3M3rcNOau3Mj5B+/Kr0/am9wcTfkpTZ+SRxFJnCc9Vc9ad8+r4zkPALcGd+dW4K/AxVTfLBxPc3GtwtHSZxMknq+7+2wzOwX4NUET87Caznf3UjO7GphIMFXPI+4+x8yuCI8/6O7zzOx1YCZQTjCdz+zqrypRcHeemryMP7w8l9ycLB46P49jB3WPOiyRBqPkUUTSirt/WfHezP4BVNQEVtcsXMg3+yRW1Vwcj4fD6+cDY8zsC+Bg4EZ3fzHO2CcQ9LmM3fdgpe07gDsSiE8awIatJfzqhZlMmLWKQ/fozF1nD6V7u9zaTxRpQpQ8ikhyGni4hpn1cPeV4eYZQEXN3EvAk2Z2F8GAmQFAvruXmdkmMzsImAScT9BXsa7ygP3cvdzMcoG1wB7uviqZ55H0MWlxET97ajqrN+3gVyfuxY8P342sLA2Kkcyj5FFEkpS6X55mNg44kqBvZCFwM3CkmQ0lSFuXAJcDhE3ATxPMm1gKXBWOtAa4kmDkdkuCgTKJDJbZ6e7l4b22m9kCJY6ZobSsnHvf+pz73l5I306teP4nh7Bf7w5RhyUSmWqTRzP7P2qoU3D30SmJSETSSwprHt393Cp2P1xD+duA26rYPwUYnGQ4e5nZzPC9AbuH2xbcwvdL8vrSCC0r3so146fx6dL1nHlAb37/3X1o00L1LpLZavoJmFLDMRGRQObMMrh31AFIw/rP9OX89oWgV8SYc4fx3SE9I45IpHGoNnl093/FbptZ63DuMRGRjOPuX0QdgzSMzTtKufk/c3ju00IO2LUj95wzlD6dWkUdlkijUWvdu5kdTNBM1Aboa2ZDgMvd/SepDk5EGjkHUjhJuEhDm7FsPaPHT2NZ8VZGHzOA0UfvQbNsreQrEiuejhv3ACcQjGTE3WeY2RGpDEpE0odnTrO1NGHl5c7f31vMX9+YT7e2LRh/2cEM798p6rBEGqW4ev26+7JKa3SWVVdWRDJMBiaPZtYS6Ovu86OORZK3asN2rnt6Oh8tKuLkfXvwpzP2pX2rnKjDEmm04kkel5nZIYCbWXNgNDAvtWGJSNrIsGZrMzsVuJNg+cD+4bRBt7j7dyMNTBLyxpxV3PDcTLaXlPPn7+/L2Xl9qFRZIiKVxJM8XgHcS7Ak13KCpbWuSmVQIiKN2O+B4cA7AO4+3cz6RRiPJGB7SRm3vTqPxz/5gn16tmPMucPYvWubqMMSSQu1Jo/uvhb4QQPEIiJpyDKv2brU3Teodip9fbZqI6PHTWPBl5v58eH9+fkJA2nRLDvqsETSRjyjrXcjqHk8iKB308fAz9x9cYpjE5HGzsnEPo+zzew8INvMBhB05fko4pgkDu7OYx9/wW0T5tEuN4fHLh7OEXt2jToskbQTz/wDTwJPAz0I1ot9BhiXyqBEJF1Y0Ocx0Vd6+imwD7CD4PNxA3BtlAFJ7Yo27+DSf03h5pfmcOjunXn92sOVOIokKJ4+j+buj8ds/9vMrk5VQCIijdxAd/8N8JuoA5H4fPD5Wq57ejrrt5Zw86mDuPCQfhoUI5KEmta2rpjg6m0zuxEYT9BAdQ7wagPEJiLpIPOare8ysx4ErTDj3X1O1AFJ1XaWlvPXN+bz9/cWs0e3Nvzr4uHs3aNd1GGJpL2aah6nEvxaqPjz7PKYYw7cmqqgRCSNZFjy6O5HmdkuwNnAWDNrBzzl7n+MODSJsXjNZq4ZP51ZyzfwgxF9+e3Jg2jZXINiROpDTWtb92/IQEQkTWVY8gjg7quAMWb2NvBL4CZAyWMj4O48M7WQ3780h+bNsnjwhwcwcvAuUYcl0qTEtcKMmQ0GBgG5Ffvc/bFUBSUiaSID17Y2s70Juu+cCRQRdOm5PtKgBIAN20r4zQuzeGXmSg7arRN3nzOUHu1bRh2WSJMTz1Q9NwNHEiSPE4ATgQ8AJY8ikon+STDjxPHuviLqYCQwZUkx14yfzqqN2/nFCQO54ju7k52VWX/YiDSUeGoezwSGANPc/SIz6w48lNqwRCRdZNok4e5+UNQxyNdKy8r529sLGfPW5/Tu2IpnrziYYX07Rh2WSJMWT/K4zd3Lzaw07Bi+GtgtxXGJSLrIkOTRzJ5297PNbBbffGoD3N33iyi0jFW4bis/e2o6k5es43vDevGH0/ahbW5O1GGJNHnxJI9TzKwD8A+CEdibgfxUBiUi0ghdE/57SqRRCACvzFzBr56fhTvcc85QTh/WK+qQRDJGPGtb/yR8+6CZvQ60c/eZqQ1LRNJFpjRbu/vK8O1P3P2G2GNm9mfghm+fJfVty45S/vDyHJ6eUsjQPh0YM2oYfTu3ijoskYxS0yTh+9d0zN0/re9gFsxsxQm9htX3ZaWh+IKoI5AEue+IOoR0chzfThRPrGKf1LPZyzcwetw0Coq2cPVRe3DNsQPIyY5nlV0RqU811Tz+tYZjDhxdz7GISDrKkKl6zOxK4CfAbmYW2/rSFvgwmqgyQ3m58/AHBfxl4md0bt2CJy89iIN37xx1WCIZq6ZJwo9qyEBEJA05GTNgBngSeA34f8CNMfs3uXtxNCE1fas3buf6Z2bw/udrOWGf7vz5+/vRoVXzqMMSyWhxTRIuIlKtzEke3d2XmNlVlQ+YWSclkPXvf599yc+fmcnWnaX86Yx9OXd4H8wyo6ZbpDFT8igiEp8nCUZaTyVImWOzGEdTmNWb7SVl3P7aZzz60RL27tGO/zt3KHt0axt1WCISUvIoIknJoNHWp4T/9o86lqZswZebGD1uGp+t2sTFh/bnlyMHkpuTHXVYIhIjnuUJDfgBsJu732JmfYFd3F1zPYpIJjVbA2BmhwLT3X2Lmf0Q2B+4x92XRhxaWnN3/j1pKX98ZS5tWjTjnxceyFF7dYs6LBGpQjxzHNwPHAycG25vAu5LWUQikl48iVd6egDYamZDgF8CXwCPRxtSelu3ZSeXPz6V3704m+H9O/HatYcrcRRpxOJpth7h7vub2TQAd19nZhrqJiKYZ06zdYxSd3czOw24190fNrMLog4qXX20aC0/e2o6xVt28tuT9+biQ/uTlaVBMSKNWTzJY4mZZRPWE5hZV6A8pVGJiDRem8zsV8CPgMPDz0ctqFxHJWXl3P3mAh54dxH9u7Tm4QsOZHCv9lGHJSJxiCd5HAO8AHQzs9uAM4HfpjQqEUkfGTJJeIxzgPOAi919VdgP/I6IY0orG7eX8KOH85mxbD2jDuzDTacOolVzjd8USRfxrG39hJlNBY4hmJridHefl/LIRCQ9ZFizdZgwPgEcaGanAPnu/ljUcaWT12etYsay9dx9zhDOGNY76nBEpI5qHTAT/lW9FXgZeAnYEu4TEfmq32Mir3RkZmcD+cBZwNnAJDM7M9qo0sukgmI6tW7O6UN7RR2KiCQgnnaCV/l6QtxcoD8wH9gnhXGJSLpI0yQwCb8BDnT31fBVP/D/As9GGlUayV9SxPB+nbRajEiaiqfZet/YbTPbH7g8ZRGJiDRuWRWJY6iI+KY9E2DF+m0sK97GRYdornWRdFXnHsru/qmZHZiKYEQkzaRx83MSXjezicC4cPscYEKE8aSVyUuCJcCH9+8UcSQikqh4Vpi5LmYzi2A1hTUpi0hE0kuGJY/u/gsz+x5wGEF3nrHu/kLEYaWNSQXFtM1txt492kUdiogkKJ6ax9jV6EsJ+kA+l5pwRCTtZEjyaGYDgDuB3YFZwM/dfXm0UaWf/IJiDuzXiWxNBC6StmpMHsPJb9u4+y8aKB4RkcbqEeAx4D3gVOD/gO9FGlGaWbt5BwtXb+bMAzQ9j0g6qzZ5NLNm7l4aDpAREalSBvV5bOvu/wjfzzezTyONJg1NLlB/R5GmoKaax3yC/o3Tzewl4BlgS8VBd38+xbGJiDQmuWY2jKCfI0DL2G13VzJZi0kFxbTMyWZwTy1DKJLO4unz2IlgKoqj+Xq+RweUPIpIxvR5BFYCd8Vsr4rZdoLPSKlBfkEx++/agebNNLORSDqrKXnsFo60ns3XSWOFzPl1ISLVy6Cpetz9qKhjSGcbtpUwb9VGrj1mz6hDEZEk1ZQ8ZgNt+GbSWCFDfl2IiEh9mPpFMe7q7yjSFNSUPK5091saLBIRSU/6U1LiMKmgmJxsY1jfDlGHIiJJqil51CRcIlI7JY8Sh/yCYob07kBuTnbUoYhIkmrqtXxMg0UhImnJCPo8JvpKRxb4oZndFG73NbPhUcfVmG3dWcqswg1qshZpIqpNHt29uCEDEZE05Um80tP9wMHAueH2JuC+eE40s5FmNt/MFprZjTWUO9DMyszszOTDjd60pespLXcljyJNhOZLEBGpmxHufhWwHcDd1wHNazspXLHrPuBEYBBwrpkNqqbcn4GJ9Rl0lCYVFJNlcMCuHaMORUTqgZJHEUlcEk3W6dpsDZSECZ4DmFlXoDyO84YDC919sbvvBMYDp1VR7qfAc8Dqeoo3cvkFRezTsz1tc3OiDkVE6oGSRxFJTuY1W48BXiCYC/c24APgT3Gc1wtYFrNdGO77ipn1As4AHqzpQmZ2mZlNMbMpa9asqUvsDW5HaRnTlq5Xk7VIExLPCjMiItVL3yQwIe7+hJlNJRhUaMDp7j4vjlPjmTP3HuAGdy8zq37CC3cfC4wFyMvLa9TfgVmFG9hRWs4IJY8iTYaSRxGROjCzvsBW4OXYfe6+tJZTC4E+Mdu9gRWVyuQB48PEsQtwkpmVuvuLycYdlUkFwdjLA/speRRpKpQ8ikhS0rjvYqJe5eslW3OB/sB8YJ9azpsMDDCz/sByYBRwXmwBd+9f8d7MHgVeSefEEYLkcWD3tnRsXeuYIhFJE0oeRSQ5GZY8uvu+sdtmtj9weRznlZrZ1QSjqLOBR9x9jpldER6vsZ9jOiotK2fqkmK+t3/vqEMRkXqk5FFEEpfeA1/qhbt/amYHxll2AjCh0r4qk0Z3vzD56KI1d+VGtuws02AZkSZGyaOIJCXTmq3N7LqYzSxgf6BxD3mOSH7Y31HJo0jTouRRRKRu2sa8LyXoA/lcRLE0apMKiunXuRXd2+VGHYqI1CMljyKSnBTWPJrZI8ApwGp3Hxzu6wQ8BfQDlgBnh6u8YGa/Ai4ByoDR7j4x3H8A8CjQkqDZ+Bp3r3Pk4eTgbdz9F0k9WAYoL3cmLynm+EHdow5FROqZJgkXkaSkeIWZR4GRlfbdCLzl7gOAt8JtwqX+RhGMeh4J3B8mewAPAJcBA8JX5WvW/pxmzdy9jKCZWmrx+erNrN9awvD+naMORUTqmZJHEUlOCleYcff3gOJKu08D/hW+/xdwesz+8e6+w90LgIXAcDPrAbRz94/D2sbHYs6pi/zw3+lm9pKZ/cjMvlfxSuB6TVp+QRGAJgcXaYLUbC0iiUt+tHUXM5sSsz02XD2lJt3dfSWAu680s27h/l7AJzHlKpb/KwnfV96fqE5AEXA0X8/36MDzSVyzyZlUUEyP9rn07tgy6lBEpJ4peRSRKK1197x6ulZ1y//FsyxgPLqFI61nV3HdDBtzXjN3J7+gmIN370xNyyyKSHpS8igiCTOqzsxS7Esz6xHWOvYAVof7q1v+rzB8X3l/XWUDbai/ZLTJ+qJoK6s37dAUPSJNlJJHEUlOw6dNLwEXALeH//4nZv+TZnYX0JNgYEy+u5eZ2SYzOwiYBJwP/F8C913p7rckHX0GqJjfUf0dRZomJY8ikpRUThJuZuOAIwn6RhYCNxMkjU+b2SXAUuAsgHCpv6eBuQTzL14Vjo4GuJKvp+p5LXzVOZzEnySzTCoopnPr5uzetU3UoYhICih5FJFGy93PrebQMdWUvw24rYr9U4DBSYZT5T3l2/KXFDG8fyf1dxRpojRVj4gkJ4VT9TQm7l55yiCpwor121hWvE39HUWaMNU8ikhy0iwJlNTSetYiTZ+SRxFJXPwrxUiGmFRQTNvcZuy1S7uoQxGRFFHyKCLJUfIoMfILijiwXyeys9TfUaSpUp9HERGpF2s372DRmi1qshZp4lTzmCKnX7KGE88rwgxee7ITLzzUjd0GbeOnty+jZatyvixszp+v3pWtm7OjDlUqOePHwffO3Sj4LJe//qwPJTuy+O7Fa/juRUWUl8Kkt9rx8B97Rh1qo6Bma6kwWf0dRTJCypJHM3sEOAVY7e7JTpGRVnYduI0Tzyti9Ml7UlJi/OmJRUx6qz3X3rGUf9zai1mftOH4c4o488rVPHZHj6jDlRiddynh9EvW8uMjB7Jzexa/eXAJR562ntWFzTnkhI1cecyelOzMon3nkqhDbTyUPEpoUkExLXOyGdyzfdShiEgKpbLZ+lFgZAqv32j1HbCDeZ+2Ysf2LMrLjJmftOHQkevpvfsOZn3SGoBp77flsJPWRxuoVCm7mdMit5ysbKdFy3KKvszhlPPX8tTfulGyM/iR2VCUE3GUjYd54i9pWvILitl/1w40b6YeUSJNWcp+wt39PSAj50Vb8lku+x60hbYdS2mRW86BR2+ka88Svpify8HHbwTg8FPW07Wnaq8am6JVOTz7QFcenzyPcdPnsGVTNp++25Zeu+9g8Igt3PvK59zx3EL2HLI16lBFGpUN20qYt2ojw/t1jjoUEUkx/XmYAssW5vL0fd34f+MWcdsTiyiY25KyMuOu6/py6oVr+dtr82nZupzSEo1GbGzatC/l4BM2csGIvTlv2D7ktirn6O+tIzsb2rQv45pT9uChW3vym79/gdprSW6CcH35mpSpXxTjrv6OIpkg8gEzZnYZcBlALq0ijqb+TBzfmYnjg7/AL7pxBWtWNmfZolx+fd7uAPTabTsjjtkYZYhShWGHb2bVsuZsKA5+ND6c0J5BeVtYuzKHDye0B4z501tRXg7tO5V9VS6jKQkUgv6OOdnGsL4dog5FRFIs8ppHdx/r7nnunpdDi6jDqTcVAyq69tzJoSdu4J0XO3y1z8w575oveeVxNe80NquX57D3/lto0bIccIYetpmlC1vw0evtGHrYZgB67baDnObOhmKNlDfU51EC+QXFDOndgdwc/VyINHWqNkmRm/6xhLYdSykrNf72m95s3tCM0y9Zw6kXrgWCGq03nlLzTmMzf1pr3n+1A/dNXEBZqbFwdkte+3dn3OG6u5bx9//Np6TEuOOaPgSpk6jmUbbuLGVW4QYu/85uUYciIg0glVP1jAOOBLqYWSFws7s/nKr7NTbXf2/At/a9+HBXXny4awTRSF08fucuPH7nLt/a/5ef7hpBNCKN37Sl6yktd4b3V2uKSCZIWfLo7uem6toi0niYq+ox001aXESWwQG7dow6FBFpAGq2FpHEadS0EAyWGdyrPW1a6FeKSCaIfMCMiKQ3DZjJbDtKy5i2bD3D+6kPt0im0J+JIpIcJYEZbWbhBnaWlmt+R5EMoppHERFJWH5BsJDYgap5FMkYqnkUkaSo+TmzTSooZmD3tnRs3TzqUESkgajmUUSSo+UJM1ZpWTlTlxSryVokw6jmUUQSp4EvGW3uyo1s2Vmm5FEkw6jmUUREElLR31HJo0hmUc2jiCRHNY8Za1JBMf06t6J7u9yoQxGRBqSaRxFJmKF5HjNVebkzWf0dRTKSah5FJDlanjAjfb56M+u3lmg9a5EMpORRRJKiGsTMlF9QBMAI1TyKZBw1W4uISJ1NKiimZ/tcendsGXUoItLAVPMoIonTfI0Zyd2ZVFDMobt3xsyiDkdEGpiSRxFJipVHHYE0tCVFW1mzaYf6O4pkKCWPIpIc1TxmnIr+jhppLZKZlDyKSFI0YCbzTCoopnPr5uzetXXUoYhIBDRgRkRE6iS/IJjfUf0dRTKTkkcRSZwTzPOY6EvSzvL12yhct01N1iIZTM3WIpIUNVtnlslaz1ok4yl5FJHkKHnMKJMKimmb24y9dmkXdSgiEhE1W4uISNzyC4o4sF8nsrPU31EkUyl5FJGEGUGzdaIvSS9rN+9g0ZotarIWyXBqthaRxGngS0ZRf0cRAdU8ikiSVPMYPzMbaWbzzWyhmd1YxfEfmNnM8PWRmQ2JIs7qTCoopmVONvv2ah91KCISIdU8ikhyMjAJTISZZQP3AccBhcBkM3vJ3efGFCsAvuPu68zsRGAsMKLho61afkExB+zakZxs1TuIZDJ9AoiINIzhwEJ3X+zuO4HxwGmxBdz9I3dfF25+AvRu4BirtWFbCfNWbVSTtYgoeRSR5KjZOm69gGUx24XhvupcAryW0ojqYMqSYtzV31FE1GwtIslwoDzzssAEVTW3TZVfPDM7iiB5PKya45cBlwH07du3vuKrUX5BMc2zsxjap0OD3E9EGi/VPIpIcjyJV2YpBPrEbPcGVlQuZGb7AQ8Bp7l7UVUXcvex7p7n7nldu3ZNSbCVTSooZkif9uTmZDfI/USk8VLyKCJJUbN13CYDA8ysv5k1B0YBL8UWMLO+wPPAj9x9QQQxVmnLjlJmL9+gJmsRAdRsLSLSINy91MyuBiYC2cAj7j7HzK4Ijz8I3AR0Bu43M4BSd8+LKuYK05aup7TcGd6/c9ShiEgjoORRRJKjScLj5u4TgAmV9j0Y8/5S4NKGjqs2+QVFZBkcsGvHqEMRkUZAyaOIJCUDm58zzqSCYgb3ak+bFvqVISLq8ygiyUhmsIySzrSwo7SMacvWM7yf+juKSEDJo4iIVGtm4QZ2lpZrsIyIfEVtECKSMANMfR6btPyCYgAOVM2jiISUPIpIcsqjDkBSaVJBMQO7t6Vj6+ZRhyIijYSarUUkKeae8Esat9KycqYuKVaTtYh8g2oeRSRxGvjSpM1duZEtO8sYsZuSRxH5mmoeRUSkShX9HTXSWkRiqeZRRJLgmiS8CftkcTH9u7SmW7vcqEMRkUZENY8ikhStbd00lZc7k5cUq9ZRRL5FyaOIJMc98VcczGyJmc0ys+lmNiXc18nM3jSzz8N/O8aU/5WZLTSz+WZ2QoqeuslbsHoTG7aVaLCMiHyLkkcRSZyDlSf+qoOj3H2ou+eF2zcCb7n7AOCtcBszGwSMAvYBRgL3m1l2vT1vBvmqv6OSRxGpRMmjiKSj04B/he//BZwes3+8u+9w9wJgITC84cNLf5MKiunZPpfeHVtGHYqINDJKHkUkOck1W3cxsykxr8uqugPwhplNjTne3d1XBrf3lUC3cH8vYFnMuYXhPqkDdye/IJjf0cyiDkdEGhmNthaR5CQ38GVtTFN0dQ519xVm1g1408w+q6FsVZmOhubU0ZKirazZtIPh/TtHHYqINEJKHkUkKaleKcbdV4T/rjazFwiaob80sx7uvtLMegCrw+KFQJ+Y03sDK1IaYBOUX1AEqL+jiFRNzdYi0miZWWsza1vxHjgemA28BFwQFrsA+E/4/iVglJm1MLP+wAAgv2GjTn+TCorp3Lo5u3dtHXUoItIINaqax02sW/vf8me+iDqOFOkCrI06CElYU//+7ZrwmamteewOvBD2u2sGPOnur5vZZOBpM7sEWAqcFYTic8zsaWAuUApc5e5lqQywKVJ/RxGpSaNKHt29a9QxpIqZTYmjb5c0Uvr+VcOBuk25U7fLuy8GhlSxvwg4pppzbgNuS11UTdvy9dsoXLeNSw7rH3UoItJINarkUUTSi+Ep7/MoDWuy5ncUkVooeRSR5Ch5bFImFRTTLrcZe+3SLupQRKSR0oCZhjM26gAkKfr+SUbILyjiwH6dyM5Sf0cRqZqSxwbi7ko+0pi+fzVI8drW0nDWbNrBojVb1GQtIjVSs7WIJC7FA2akYU1eov6OIlI7JY8ikhQNmGk68guKaZmTzeBe7aMORUQaMTVbNwAzG2lm881soZndGHU8Ej8ze8TMVpvZ7KhjabTUbN1kTCoo5oBdO5KTrV8NIlI9fUKkmJllA/cBJwKDgHPNbFC0UUkdPAqMjDoIkVTbsLWEz1ZtVJO1iNRKyWPqDQcWuvtid98JjAdOizgmiZO7vwcURx1H45VEraNqHhuVKV8U467+jiJSOyWPqdcLWBazXRjuE0l/jpLHJiK/oJjm2VkM7dMh6lBEpJHTgJnUq2qyNP3WlKZDo62bhEkFxQzp057cnOyoQxGRRk41j6lXCPSJ2e4NrIgoFhGRb9myo5TZyzeoyVpE4qKax9SbDAwws/7AcmAUcF60IYnUH03Vk/6mLV1PabkzvH/nqEMRkTSgmscUc/dS4GpgIjAPeNrd50QblcTLzMYBHwMDzazQzC6JOqZGR30e015+QRFZBgfs2jHqUEQkDajmsQG4+wRgQtRxSN25+7lRx9CoOVCuJDDdTSooZnCv9rRpoV8JIlI71TyKSBI0VU+621FaxrRl6xmh/o4iEicljyIiGWxm4QZ2lparv6OIxE1tFCKSHNUgprVJi4sAOLCf+juKSHyUPIpIcpQ8prVJBcXstUtbOrRqHnUoIpIm1GwtIomrGDCT6EsiVVpWztQv1ml+RxGpEyWPacrMysxsupnNNrNnzKxVEtd61MzODN8/ZGaDaih7pJkdksA9lphZl3j3VyqzuY73+r2Z/byuMUoiHLw88ZdEas6KjWzdWabkUUTqRMlj+trm7kPdfTCwE7gi9qCZJbTGmLtf6u5zayhyJFDn5FFEGp/8gmIAhvdT8igi8VPy2DS8D+wR1gq+bWZPArPMLNvM7jCzyWY208wuB7DA38xsrpm9CnSruJCZvWNmeeH7kWb2qZnNMLO3zKwfQZL6s7DW83Az62pmz4X3mGxmh4bndjazN8xsmpn9narX+P4GM3vRzKaa2Rwzu6zSsb+GsbxlZl3Dfbub2evhOe+b2V718tWUutFUPWlrUkEx/bu0plu73KhDEZE0ogEzac7MmgEnAq+Hu4YDg929IEzANrj7gWbWAvjQzN4AhgEDgX2B7sBc4JFK1+0K/AM4IrxWJ3cvNrMHgc3ufmdY7kngbnf/wMz6EqykszdwM/CBu99iZicD30gGq3FxeI+WwGQze87di4DWwKfufr2Z3RRe+2pgLHCFu39uZiOA+4GjE/gySqI0SXjaKi93Ji8pZuQ+u0QdioikGSWP6aulmU0P378PPEzQnJzv7gXh/uOB/Sr6MwLtgQHAEcA4dy8DVpjZ/6q4/kHAexXXcvfiauI4Fhhk9lXFYjszaxve43vhua+a2bo4nmm0mZ0Rvu8TxloElANPhfv/DTxvZm3C530m5t4t4riH1DfVIKalBas3sWFbifo7ikidKXlMX9vcfWjsjjCJ2hK7C/ipu0+sVO4kgjqjmlgcZSDo+nCwu2+rIpa4swozO5IgET3Y3bea2TtAdW1pHt53feWvgYjE56v+jkoeRaSO1OexaZsIXGlmOQBmtqeZtQbeA0aFfSJ7AEdVce7HwHfMrH94bsVvmE1A25hybxA0IROWGxq+fQ/4QbjvRKC2GYjbA+vCxHEvgprPCllARe3peQTN4RuBAjM7K7yHmdmQWu4hqaA+j2lpUkExPdvn0rtjy6hDEZE0o+SxaXuIoD/jp2Y2G/g7QW3zC8DnwCzgAeDdyie6+xqCforPm9kMvm42fhk4o2LADDAayAsH5Mzl61HffwCOMLNPCZrPl9YS6+tAMzObCdwKfBJzbAuwj5lNJejTeEu4/wfAJWF8c4DT4viaSL3S2tbpyN3JLyhmeP9OFa0EIiJxM9cHuIgkqH1ONz+ky1kJn//6qvununtePYaUcfLy8nzKlCl1Oqdg7RaOuvMd/nTGvpw3om+KIhORdGZm1X4+q8+jiCRHf4CmnfyCYD3rEbupv6OI1J2arUVEMsykgmK6tGnObl1aRx2KiKQh1TyKSHJU85h2Ji1Wf0cRSZxqHkUkCR5MEp7oK8OEqzbNN7OFZnZjFcfNzMaEx2ea2f71HUPhuq0sX79NSxKKSMJU8ygiiXNwL486irQQrjd/H3AcUEiwitJLldaSP5FgcvwBwAiC2RBG1Gcck5dUzO/YuT4vKyIZRDWPIiINYziw0N0Xu/tOYDzfnl7qNOAxD3wCdAjnYq03+QXFtMttxsBd2tZeWESkCkoeRSQ5araOVy9gWcx2YbivrmUws8vMbIqZTVmzZk2dgujaNpfvDu1Jdpb6O4pIYtRsLSLJ0YCZeFWVrVX+4sVTBncfC4yFYJ7HugRx3XF71qW4iMi3KHkUkcS5Q7n6PMapEOgTs90bWJFAGRGRSKnZWkSSo+UJ4zUZGGBm/c2sOTAKeKlSmZeA88NR1wcBG9x9ZUMHKiJSE9U8iog0AHcvNbOrgYlANvCIu88xsyvC4w8CE4CTgIXAVuCiqOIVEamOkkcRSYqr2Tpu7j6BIEGM3fdgzHsHrmrouERE6kLJo4gkISObn0VEMpqSRxFJnJOJU+6IiGQ0JY8ikhytMCMiklE02lpERERE4qaaRxFJmAOuZmsRkYyi5FFEEueuZmsRkQyj5FFEkqKaRxGRzKI+jyIiIiISN9U8ikhy1GwtIpJRzDXBr4gkyMxeB7okcYm17j6yvuLJRGa2Bviijqd1AdamIJwo6Fkan6byHJDZz7Kru3et6oCSRxGRDGNmU9w9L+o46oOepfFpKs8BepbqqM+jiIiIiMRNyaOIiIiIxE3Jo4hI5hkbdQD1SM/S+DSV5wA9S5XU51FERERE4qaaRxERERGJm5JHEZEmysxGmtl8M1toZjdWcdzMbEx4fKaZ7R9FnLWJ4zl+EMY/08w+MrMhUcQZj9qeJabcgWZWZmZnNmR8dRHPs5jZkWY23czmmNm7DR1jvOL4P9bezF42sxnhs1wURZy1MbNHzGy1mc2u5ni9/MwreRQRaYLMLBu4DzgRGASca2aDKhU7ERgQvi4DHmjQIOMQ53MUAN9x9/2AW2mk/dTifJaKcn8GJjZshPGL51nMrANwP/Bdd98HOKuh44xHnN+Xq4C57j4EOBL4q5k1b9BA4/MoUNPcufXyM6/kUUSkaRoOLHT3xe6+ExgPnFapzGnAYx74BOhgZj0aOtBa1Poc7v6Ru68LNz8BejdwjPGK53sC8FPgOWB1QwZXR/E8y3nA8+6+FMDdG+vzxPMsDrQ1MwPaAMVAacOGWTt3f48gturUy8+8kkcRkaapF7AsZrsw3FfXMlGra4yXAK+lNKLE1fosZtYLOAN4sAHjSkQ835c9gY5m9o6ZTTWz8xssurqJ51n+BuwNrABmAde4p+XarPXyM6+1rUVEmiarYl/l6TXiKRO1uGM0s6MIksfDUhpR4uJ5lnuAG9y9LKjkarTieZZmwAHAMUBL4GMz+8TdF6Q6uDqK51lOAKYDRwO7A2+a2fvuvjHFsdW3evmZV/IoItI0FQJ9YrZ7E9Sa1LVM1OKK0cz2Ax4CTnT3ogaKra7ieZY8YHyYOHYBTjKzUnd/sUEijF+8/7/WuvsWYIuZvQcMARpb8hjPs1wE3O7B/IYLzawA2AvIb5gQ6029/Myr2VpEpGmaDAwws/5hx/5RwEuVyrwEnB+OwDwI2ODuKxs60FrU+hxm1hd4HvhRI6zVilXrs7h7f3fv5+79gGeBnzTCxBHi+//1H+BwM2tmZq2AEcC8Bo4zHvE8y1KCGlTMrDswEFjcoFHWj3r5mVfNo4hIE+TupWZ2NcGI3WzgEXefY2ZXhMcfBCYAJwELga0EtSuNSpzPcRPQGbg/rLErdfe8qGKuTpzPkhbieRZ3n2dmrwMzgXLgIXevcgqZKMX5fbkVeNTMZhE0/d7g7msjC7oaZjaOYDR4FzMrBG4GcqB+f+a1woyIiIiIxE3N1iIiIiISNyWPIiIiIhI3JY8iIiIiEjcljyIiIiISNyWPIiIiIhI3JY8iIiJ1ZGZlZjY95tWvhrKb6+F+j5pZQXivT83s4ASu8ZCZDQrf/7rSsY+SjTG8TsXXZbaZvWxmHWopP9TMTqqPe0vD0VQ9IiIidWRmm929TX2XreEajwKvuPuzZnY8cKe775fE9ZKOqbbrmtm/gAXuflsN5S8E8tz96vqORVJHNY8iIiJJMrM2ZvZWWCs4y8xOq6JMDzN7L6Zm7vBw//Fm9nF47jNmVltS9x6wR3judeG1ZpvZteG+1mb2qpnNCPefE+5/x8zyzOx2oGUYxxPhsc3hv0/F1gSGNZ7fN7NsM7vDzCab2UwzuzyOL8vHQK/wOsPN7CMzmxb+OzBczeUW4JwwlnPC2B8J7zOtqq+jRE8rzIiIiNRdSzObHr4vAM4CznD3jWbWBfjEzF7ybzbvnQdMdPfbzCwbaBWW/S1wrLtvMbMbgOsIkqrqnArMMrMDCFYIGUGw6skkM3sX2A1Y4e4nA5hZ+9iT3f1GM7va3YdWce3xwDnAhDC5Owa4EriEYCm7A82sBfChmb3h7gVVBRg+3zHAw+Guz4AjwtVcjgX+5O7fN7ObiKl5NLM/Af9z94vDJu98M/tvuD62NBJKHkVEROpuW2zyZWY5wJ/M7AiCpfh6Ad2BVTHnTAYeCcu+6O7Tzew7wCCCZAygOUGNXVXuMLPfAmsIkrljgBcqEiszex44HHgduNPM/kzQ1P1+HZ7rNWBMmCCOBN5z921hU/l+ZnZmWK49MIAgcY5VkVT3A6YCb8aU/5eZDQCccMm8KhwPfNfMfh5u5wJ9aZxrYmcsJY8iIiLJ+wHQFTjA3UvMbAlB4vMVd38vTC5PBh43szuAdcCb7n5uHPf4hbs/W7ER1uB9i7svCGslTwL+X1hDWFNNZuy5283sHeAEghrIcRW3A37q7hNrucQ2dx8a1na+AlwFjCFYG/ptdz8jHFz0TjXnG/B9d58fT7wSDfV5FBERSV57YHWYOB4F7Fq5gJntGpb5B0Fz7v7AJ8ChZlbRh7GVme0Z5z3fA04Pz2kNnAG8b2Y9ga3u/m/gzvA+lZWENaBVGU/QHH44UJEsTgSurDjHzPYM71kld98AjAZ+Hp7THlgeHr4wpugmoG3M9kTgpxZWw5rZsOruIdFR8igiIpK8J4A8M5tCUAv5WRVljgSmm9k04PvAve6+hiCZGmdmMwmSyb3iuaG7fwo8CuQDk4CH3H0asC9BX8HpwG+AP1Zx+lhgZsWAmUreAI4A/uvuO8N9DwFzgU/NbDbwd2ppvQxjmQGMAv5CUAv6IZAdU+xtYFDFgBmCGsqcMLbZ4bY0MpqqR0RERETipppHEREREYmbkkcRERERiZuSRxERERGJm5JHEREREYmbkkcRERERiZuSRxERERGJm5JHEREREYmbkkcRERERidv/B3YIWiJZGjCnAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.87      0.91      2899\n",
+      "           1       0.18      0.46      0.26       185\n",
+      "\n",
+      "    accuracy                           0.84      3084\n",
+      "   macro avg       0.57      0.67      0.59      3084\n",
+      "weighted avg       0.92      0.84      0.87      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('random_forest_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'criterion':['gini', 'entropy'], \n",
+    "                   'max_features': ['sqrt', 'log2'],  \n",
+    "                   'max_depth': np.arange(2, 21),\n",
+    "                   'n_estimators': [35],\n",
+    "                   'class_weight': ['balanced', 'balanced_subsample']}\n",
+    "grid_search = GridSearchCV(estimator=random_forest_clf, param_grid=grid_parameters, cv=10, scoring='f1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=10, estimator=RandomForestClassifier(),\n",
+       "             param_grid={'class_weight': ['balanced', 'balanced_subsample'],\n",
+       "                         'criterion': ['gini', 'entropy'],\n",
+       "                         'max_depth': array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
+       "       19, 20]),\n",
+       "                         'max_features': ['sqrt', 'log2'],\n",
+       "                         'n_estimators': [35]},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'class_weight': 'balanced_subsample',\n",
+       " 'criterion': 'gini',\n",
+       " 'max_depth': 10,\n",
+       " 'max_features': 'sqrt',\n",
+       " 'n_estimators': 35}"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8625251653724475\n",
+      "F1 Score: 0.8250366032210835\n",
+      "Recall Score: 0.9723899913718723\n",
+      "Precision Score: 0.7164653528289892\n",
+      "ROC AUC: 0.8899913718723037\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.81      0.89      2318\n",
+      "           1       0.72      0.97      0.83      1159\n",
+      "\n",
+      "    accuracy                           0.86      3477\n",
+      "   macro avg       0.85      0.89      0.86      3477\n",
+      "weighted avg       0.89      0.86      0.87      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('random_forest_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7159533073929961\n",
+      "F1 Score: 0.2512820512820513\n",
+      "Recall Score: 0.7945945945945946\n",
+      "Precision Score: 0.14923857868020304\n",
+      "ROC AUC: 0.7527646998499016\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.71      0.82      2899\n",
+      "           1       0.15      0.79      0.25       185\n",
+      "\n",
+      "    accuracy                           0.72      3084\n",
+      "   macro avg       0.57      0.75      0.54      3084\n",
+      "weighted avg       0.93      0.72      0.79      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('random_forest_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Extra Trees"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import ExtraTreesClassifier\n",
+    "extra_trees_clf = ExtraTreesClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ExtraTreesClassifier()"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "extra_trees_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 1.0\n",
+      "F1 Score: 1.0\n",
+      "Recall Score: 1.0\n",
+      "Precision Score: 1.0\n",
+      "ROC AUC: 1.0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('extra_trees_clf_under', extra_trees_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8615434500648509\n",
+      "F1 Score: 0.29187396351575456\n",
+      "Recall Score: 0.4756756756756757\n",
+      "Precision Score: 0.21052631578947367\n",
+      "ROC AUC: 0.6809216598454266\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.89      0.92      2899\n",
+      "           1       0.21      0.48      0.29       185\n",
+      "\n",
+      "    accuracy                           0.86      3084\n",
+      "   macro avg       0.59      0.68      0.61      3084\n",
+      "weighted avg       0.92      0.86      0.89      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('extra_trees_clf_under', extra_trees_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Grid Search CV on Extra Tree"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'criterion':['gini', 'entropy'], \n",
+    "                   'max_features': ['sqrt', 'log2'],  \n",
+    "                   'max_depth': np.arange(2, 21),\n",
+    "                   'n_estimators': [35],\n",
+    "                   'class_weight': ['balanced', 'balanced_subsample']}\n",
+    "grid_search = GridSearchCV(estimator=extra_trees_clf, param_grid=grid_parameters, cv=10, scoring='f1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=10, estimator=ExtraTreesClassifier(),\n",
+       "             param_grid={'class_weight': ['balanced', 'balanced_subsample'],\n",
+       "                         'criterion': ['gini', 'entropy'],\n",
+       "                         'max_depth': array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
+       "       19, 20]),\n",
+       "                         'max_features': ['sqrt', 'log2'],\n",
+       "                         'n_estimators': [35]},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'class_weight': 'balanced_subsample',\n",
+       " 'criterion': 'gini',\n",
+       " 'max_depth': 13,\n",
+       " 'max_features': 'sqrt',\n",
+       " 'n_estimators': 35}"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9344262295081968\n",
+      "F1 Score: 0.9095955590800953\n",
+      "Recall Score: 0.9896462467644521\n",
+      "Precision Score: 0.8415260454878943\n",
+      "ROC AUC: 0.9482312338222605\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.91      0.95      2318\n",
+      "           1       0.84      0.99      0.91      1159\n",
+      "\n",
+      "    accuracy                           0.93      3477\n",
+      "   macro avg       0.92      0.95      0.93      3477\n",
+      "weighted avg       0.94      0.93      0.94      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('extra_trees_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.75810635538262\n",
+      "F1 Score: 0.26862745098039215\n",
+      "Recall Score: 0.7405405405405405\n",
+      "Precision Score: 0.16407185628742516\n",
+      "ROC AUC: 0.7498839301529884\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.76      0.86      2899\n",
+      "           1       0.16      0.74      0.27       185\n",
+      "\n",
+      "    accuracy                           0.76      3084\n",
+      "   macro avg       0.57      0.75      0.56      3084\n",
+      "weighted avg       0.93      0.76      0.82      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('extra_trees_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### KNN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "knn_clf = make_pipeline(StandardScaler(), KNeighborsClassifier())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('kneighborsclassifier', KNeighborsClassifier())])"
+      ]
+     },
+     "execution_count": 101,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "knn_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8559102674719585\n",
+      "F1 Score: 0.793742280773981\n",
+      "Recall Score: 0.8317515099223468\n",
+      "Precision Score: 0.7590551181102362\n",
+      "ROC AUC: 0.8498705780845556\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.91      0.87      0.89      2318\n",
+      "           1       0.76      0.83      0.79      1159\n",
+      "\n",
+      "    accuracy                           0.86      3477\n",
+      "   macro avg       0.84      0.85      0.84      3477\n",
+      "weighted avg       0.86      0.86      0.86      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('knn_clf_under', knn_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7908560311284046\n",
+      "F1 Score: 0.23668639053254442\n",
+      "Recall Score: 0.5405405405405406\n",
+      "Precision Score: 0.15151515151515152\n",
+      "ROC AUC: 0.673685240949815\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.81      0.88      2899\n",
+      "           1       0.15      0.54      0.24       185\n",
+      "\n",
+      "    accuracy                           0.79      3084\n",
+      "   macro avg       0.56      0.67      0.56      3084\n",
+      "weighted avg       0.92      0.79      0.84      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('knn_clf_under', knn_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Naive Bayes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Gaussian NB\n",
+    "from sklearn.naive_bayes import GaussianNB\n",
+    "gaussian_nb_clf = make_pipeline(StandardScaler(),  GaussianNB())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('gaussiannb', GaussianNB())])"
+      ]
+     },
+     "execution_count": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gaussian_nb_clf.fit(x_under, y_under)   "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.6931262582686224\n",
+      "F1 Score: 0.6589964844998402\n",
+      "Recall Score: 0.8895599654874892\n",
+      "Precision Score: 0.5233502538071066\n",
+      "ROC AUC: 0.7422346850733391\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.92      0.59      0.72      2318\n",
+      "           1       0.52      0.89      0.66      1159\n",
+      "\n",
+      "    accuracy                           0.69      3477\n",
+      "   macro avg       0.72      0.74      0.69      3477\n",
+      "weighted avg       0.78      0.69      0.70      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('gaussian_nb_clf_under', gaussian_nb_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.6215953307392996\n",
+      "F1 Score: 0.21414141414141416\n",
+      "Recall Score: 0.8594594594594595\n",
+      "Precision Score: 0.12230769230769231\n",
+      "ROC AUC: 0.732937732489302\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.61      0.75      2899\n",
+      "           1       0.12      0.86      0.21       185\n",
+      "\n",
+      "    accuracy                           0.62      3084\n",
+      "   macro avg       0.55      0.73      0.48      3084\n",
+      "weighted avg       0.93      0.62      0.72      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('gaussian_nb_clf_under', gaussian_nb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Bernoulli NB\n",
+    "from sklearn.naive_bayes import BernoulliNB\n",
+    "ber_nb_clf = make_pipeline(StandardScaler(), BernoulliNB())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('bernoullinb', BernoulliNB())])"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ber_nb_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7411561691113029\n",
+      "F1 Score: 0.6137339055793992\n",
+      "Recall Score: 0.6169111302847282\n",
+      "Precision Score: 0.6105892399658411\n",
+      "ROC AUC: 0.7100949094046592\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.81      0.80      0.81      2318\n",
+      "           1       0.61      0.62      0.61      1159\n",
+      "\n",
+      "    accuracy                           0.74      3477\n",
+      "   macro avg       0.71      0.71      0.71      3477\n",
+      "weighted avg       0.74      0.74      0.74      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('ber_nb_clf_under', ber_nb_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7801556420233463\n",
+      "F1 Score: 0.23303167420814475\n",
+      "Recall Score: 0.5567567567567567\n",
+      "Precision Score: 0.1473533619456366\n",
+      "ROC AUC: 0.675584311458751\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.79      0.87      2899\n",
+      "           1       0.15      0.56      0.23       185\n",
+      "\n",
+      "    accuracy                           0.78      3084\n",
+      "   macro avg       0.56      0.68      0.55      3084\n",
+      "weighted avg       0.92      0.78      0.83      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('ber_nb_clf_under', ber_nb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### AdaBoost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import AdaBoostClassifier\n",
+    "ada_clf = AdaBoostClassifier(n_estimators=500, learning_rate=0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "AdaBoostClassifier(learning_rate=0.5, n_estimators=500)"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ada_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7958009778544722\n",
+      "F1 Score: 0.6847246891651865\n",
+      "Recall Score: 0.6652286453839517\n",
+      "Precision Score: 0.7053979871912168\n",
+      "ROC AUC: 0.763157894736842\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.84      0.86      0.85      2318\n",
+      "           1       0.71      0.67      0.68      1159\n",
+      "\n",
+      "    accuracy                           0.80      3477\n",
+      "   macro avg       0.77      0.76      0.77      3477\n",
+      "weighted avg       0.79      0.80      0.79      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('ada_clf_under', ada_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8174448767833982\n",
+      "F1 Score: 0.2442953020134228\n",
+      "Recall Score: 0.4918918918918919\n",
+      "Precision Score: 0.1625\n",
+      "ROC AUC: 0.6650559838900646\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.84      0.90      2899\n",
+      "           1       0.16      0.49      0.24       185\n",
+      "\n",
+      "    accuracy                           0.82      3084\n",
+      "   macro avg       0.56      0.67      0.57      3084\n",
+      "weighted avg       0.91      0.82      0.86      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('ada_clf_under', ada_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Grid Search CV on AdaBoost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'n_estimators':[300, 500, 700, 1000],\n",
+    "                   'learning_rate':[0.5, 1, 1.5, 2, 2.5]}\n",
+    "\n",
+    "grid_search = GridSearchCV(estimator=AdaBoostClassifier(), param_grid=grid_parameters, cv=10, scoring='f1') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=10, estimator=AdaBoostClassifier(),\n",
+       "             param_grid={'learning_rate': [0.5, 1, 1.5, 2, 2.5],\n",
+       "                         'n_estimators': [300, 500, 700, 1000]},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'learning_rate': 2, 'n_estimators': 300}"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.6899626114466494\n",
+      "F1 Score: 0.667283950617284\n",
+      "Recall Score: 0.9327006039689387\n",
+      "Precision Score: 0.5194617972128784\n",
+      "ROC AUC: 0.7506471095772217\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.57      0.71      2318\n",
+      "           1       0.52      0.93      0.67      1159\n",
+      "\n",
+      "    accuracy                           0.69      3477\n",
+      "   macro avg       0.73      0.75      0.69      3477\n",
+      "weighted avg       0.80      0.69      0.70      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('ada_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.606355382619974\n",
+      "F1 Score: 0.2217948717948718\n",
+      "Recall Score: 0.9351351351351351\n",
+      "Precision Score: 0.12581818181818183\n",
+      "ROC AUC: 0.7602547010618761\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.59      0.74      2899\n",
+      "           1       0.13      0.94      0.22       185\n",
+      "\n",
+      "    accuracy                           0.61      3084\n",
+      "   macro avg       0.56      0.76      0.48      3084\n",
+      "weighted avg       0.94      0.61      0.71      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('ada_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Gradient Boosting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import GradientBoostingClassifier\n",
+    "gb_clf = GradientBoostingClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GradientBoostingClassifier()"
+      ]
+     },
+     "execution_count": 122,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gb_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8472821397756687\n",
+      "F1 Score: 0.7643142476697736\n",
+      "Recall Score: 0.7428817946505608\n",
+      "Precision Score: 0.7870201096892139\n",
+      "ROC AUC: 0.8211820534943918\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.87      0.90      0.89      2318\n",
+      "           1       0.79      0.74      0.76      1159\n",
+      "\n",
+      "    accuracy                           0.85      3477\n",
+      "   macro avg       0.83      0.82      0.83      3477\n",
+      "weighted avg       0.85      0.85      0.85      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('gb_clf_under', gb_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8394941634241245\n",
+      "F1 Score: 0.2857142857142857\n",
+      "Recall Score: 0.5351351351351351\n",
+      "Precision Score: 0.19488188976377951\n",
+      "ROC AUC: 0.6970260015103064\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.86      0.91      2899\n",
+      "           1       0.19      0.54      0.29       185\n",
+      "\n",
+      "    accuracy                           0.84      3084\n",
+      "   macro avg       0.58      0.70      0.60      3084\n",
+      "weighted avg       0.92      0.84      0.87      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('gb_clf_under', gb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### XG Boost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from xgboost import XGBClassifier\n",
+    "xgb_clf = XGBClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
+       "              predictor=None, random_state=None, ...)"
+      ]
+     },
+     "execution_count": 126,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xgb_clf.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.999137187230371\n",
+      "F1 Score: 0.9987074536837569\n",
+      "Recall Score: 1.0\n",
+      "Precision Score: 0.9974182444061962\n",
+      "ROC AUC: 0.9993528904227782\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('xgb_clf_under', xgb_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8424124513618677\n",
+      "F1 Score: 0.2852941176470588\n",
+      "Recall Score: 0.5243243243243243\n",
+      "Precision Score: 0.19595959595959597\n",
+      "ROC AUC: 0.6935178020379814\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.86      0.91      2899\n",
+      "           1       0.20      0.52      0.29       185\n",
+      "\n",
+      "    accuracy                           0.84      3084\n",
+      "   macro avg       0.58      0.69      0.60      3084\n",
+      "weighted avg       0.92      0.84      0.87      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('xgb_clf_under', xgb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Grid Search Cv on XG Boost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'n_estimators':[300, 500],\n",
+    "                   'learning_rate':[0.5, 1, 1.5],\n",
+    "                   'max_depth': np.arange(2, 16)}\n",
+    "\n",
+    "grid_search = GridSearchCV(estimator=XGBClassifier(), param_grid=grid_parameters, cv=10, scoring='f1') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=10,\n",
+       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
+       "                                     callbacks=None, colsample_bylevel=None,\n",
+       "                                     colsample_bynode=None,\n",
+       "                                     colsample_bytree=None,\n",
+       "                                     early_stopping_rounds=None,\n",
+       "                                     enable_categorical=False, eval_metric=None,\n",
+       "                                     feature_types=None, gamma=None,\n",
+       "                                     gpu_id=None, grow_policy=None,\n",
+       "                                     importance_type=None,\n",
+       "                                     interaction_constraints=None,\n",
+       "                                     learning_rate=None...\n",
+       "                                     max_cat_to_onehot=None,\n",
+       "                                     max_delta_step=None, max_depth=None,\n",
+       "                                     max_leaves=None, min_child_weight=None,\n",
+       "                                     missing=nan, monotone_constraints=None,\n",
+       "                                     n_estimators=100, n_jobs=None,\n",
+       "                                     num_parallel_tree=None, predictor=None,\n",
+       "                                     random_state=None, ...),\n",
+       "             param_grid={'learning_rate': [0.5, 1, 1.5],\n",
+       "                         'max_depth': array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15]),\n",
+       "                         'n_estimators': [300, 500]},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'learning_rate': 1, 'max_depth': 13, 'n_estimators': 300}"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.999137187230371\n",
+      "F1 Score: 0.9987074536837569\n",
+      "Recall Score: 1.0\n",
+      "Precision Score: 0.9974182444061962\n",
+      "ROC AUC: 0.9993528904227782\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('xgb_clf_under', xgb_clf, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8424124513618677\n",
+      "F1 Score: 0.2852941176470588\n",
+      "Recall Score: 0.5243243243243243\n",
+      "Precision Score: 0.19595959595959597\n",
+      "ROC AUC: 0.6935178020379814\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.86      0.91      2899\n",
+      "           1       0.20      0.52      0.29       185\n",
+      "\n",
+      "    accuracy                           0.84      3084\n",
+      "   macro avg       0.58      0.69      0.60      3084\n",
+      "weighted avg       0.92      0.84      0.87      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('xgb_clf_under', xgb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Training Model with Over Sampling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(23194, 31) (23194,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "over_sampler = SMOTE()\n",
+    "x_over, y_over = over_sampler.fit_resample(x_train, y_train)\n",
+    "print(x_over.shape, y_over.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    11597\n",
+       "1    11597\n",
+       "Name: FraudFound_P, dtype: int64"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_over.value_counts()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Logistic Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "logistic_model = make_pipeline(StandardScaler(), LogisticRegression())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('logisticregression', LogisticRegression())])"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "logistic_model.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8386220574286454\n",
+      "F1 Score: 0.8453625284032225\n",
+      "Recall Score: 0.8822109166163663\n",
+      "Precision Score: 0.8114689086294417\n",
+      "ROC AUC: 0.8386220574286454\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.87      0.80      0.83     11597\n",
+      "           1       0.81      0.88      0.85     11597\n",
+      "\n",
+      "    accuracy                           0.84     23194\n",
+      "   macro avg       0.84      0.84      0.84     23194\n",
+      "weighted avg       0.84      0.84      0.84     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('logistic_model_over', logistic_model, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7733463035019456\n",
+      "F1 Score: 0.2224694104560623\n",
+      "Recall Score: 0.5405405405405406\n",
+      "Precision Score: 0.1400560224089636\n",
+      "ROC AUC: 0.6643716845510568\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.79      0.87      2899\n",
+      "           1       0.14      0.54      0.22       185\n",
+      "\n",
+      "    accuracy                           0.77      3084\n",
+      "   macro avg       0.55      0.66      0.54      3084\n",
+      "weighted avg       0.91      0.77      0.83      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('logistic_model_over', logistic_model, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### SVM Classifiers"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### LinearSVC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linearSVC_model = make_pipeline(StandardScaler(), LinearSVC(dual=False))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('linearsvc', LinearSVC(dual=False))])"
+      ]
+     },
+     "execution_count": 148,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linearSVC_model.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8385358282314391\n",
+      "F1 Score: 0.8467738635898695\n",
+      "Recall Score: 0.8922997326894887\n",
+      "Precision Score: 0.805668016194332\n",
+      "ROC AUC: 0.8385358282314391\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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DqzvVuY9sot1ENhH+saRZEXG7pP+m627rf0niWAYHTAn+MPBQkhg/AbwDON6JY98E8oQZq2gtrW08vXnHAQniE+u3sX3PvvGIE8YMZ05dDS+ZN61jG745dTXUTxhNlRfRtjLj5DFdk4GNvXQrvxG4JCLWAyQtiv/HvuRxL/BfyT1uk7QNOBL4RwHxtAHHSnomItYAa7qo8zLg8Yj4XnL8Q0nvB14BXJeUfTciHkvivRl4ZU8fGhF/lzRJ0pHAm8kmk6M71fl+zuFXJH2K7HMu7uHW10XEw+0HuQPGI2KHpDcBt5MdZ3pJRGR6itPMKtfOPa08sSG7s0pua+JTm7azt3Xf75zTx49iztQazl84c79FtCePHeFJKzZkOHlM1yZgiqRhPSSQBwNP5xw/nZR13KPTtTuAmr4GEhHbJb2ebCvhdyT9DfhwRPyzl3jaY6rPOV5bQDzfA94HnAG8nWzrZQdJHwbemXx+AOOAKb3cc2VPJyPiXkkrgKlkhwNYAdo8YcaGkKYde1m+ofmAMYmZLTtp75eoEhw6eSyz62o48+hpHQni7Lqx1I7yIto29Dl5TNfdwC7gPOAn3dRZTXbiS3sL2iEc2KWbr+3AmJzjg3JPRsQdwB3JEj+fB74NPK+beHIdQrYFrxjfA5YDNyStgh0nJD2P7JjOM4GHI6JN0hb2dUV319XcYxe0pIuBkWSf6WPA/xT1BBXI6zxaOYoI1m3dnSSHzR1L3yxfv52N23Z31Bs5rIrD62o4fuZEXnvivpbEWVPGMHKYF9G2yuXkMUUR0STp02QnirQAvyXbDf0i4IyI+BjZcYWfknQf2f+rP012kkwhHgI+LukQsmMHP9F+QtI04FnA74GdwDayE3A6uw34RrK80M3Aa4B5ZCe9FCwinpT0AmBFF6drgRayM7OHSbqUbMtju3XAiyVV5TujWtIRZBPk08m2jt4r6TcR8VDhT1F5AnnCjJWs1rZgZft4xA3beHxd9uuK9dto3r2vw6Z21DDmTK3hjCPrOhLEuVNrqZ84mmqPRzQ7gJPHlEXEVyWtIzsJ5kay4+/uBy5LqnyebKLUkBz/OCkr5LPulPSj5F4byc7ibh+PWEV2Esn3yCapDwHv7eIemyS9nOxs62+RbS18eQ+zqfsSX3dLE91BduLNY2RbT/+X/bukfwy8Cdgk6cmIOLGnz5E0jGwC/sWIWJyUfRL4nqSFEbG7p+vNrDT9adl6HnymsWPCyoqN29nTsu/3yam1I5kztYZXnVi/304rdbUjPR7RrA/kyaVmVqjDjquJz94yv+Dr33rE3fdHxMJ+DKniLFy4MBYtWpR2GKl7etN2XvClPyHBzIlj9pus0r5f8/jRHo9oli9J3f777JZHMytYBN5hxkrCQysbAbj14udy3Izx6QZjNsQ5eTSzIoi2A5bQNBt8i1c2MXJYFUdNr007FLMhz8mjmRUscMujlYaGTCPHHDzOu7KYDQL/lJmZWVlraW1j6eom5s+YkHYoZhWhpFoeaycNjyn1I9MOwwq0+YlxvVeykrRzTyN7WnYU1P/sdR4tbcs3bGPX3jYWzPRYR7PBUFLJ45T6kfzXLcemHYYV6Puve0naIViB/rHsmoKuC0Sb13m0lDWsbAJwy6PZICmp5NHMyo9bHi1tizON1I4cxmGTx6YdillFcPJoZgULvLe1pa8h08Sx9eOp8m4wZoPC/+qbmVnZ2t3Syj/XbmW+xzuaDRq3PJpZEUSr13m0FP1zTTN7W4MFHu9oNmicPJpZwdxtbWlryDQCMN+7ypgNGiePZlYUtzxamhZnmpg0dgT1E0anHYpZxXCTgZmZla2GTCPzZ4xH8i8xZoPFLY9mVrAIudvaUrN9dwvL12/j7GOnpx2KWUVx8mhmRfHe1paWpauaaAtY4PGOZoPKyaOZFSyANo95tJQsWeWdZczS4OTRzIogtzxaahZnmjh4/CjqakemHYpZRfG/+mZmVpYaMo0c5y5rs0Hn5NHMCpZd51EFv8wK1bhjD09v2uEua7MUuNvazIrS6t9BLQUNmex4R+8sYzb4nDyaWcECtyBaOtony7jb2mzwOXk0s6K0ueXRUrB4ZSOHTRnL+NHD0w7FrOL4X30zMys7DZkmjqt3q6NZGpw8mlnBIqA1VPCr0kg6W9IyScslXdrF+fGSfilpsaSHJb0tjThL3fqtu1i7dRfz3WVtlgp3W5tZUTzmMT+SqoErgBcDGeA+SbdGxCM51S4GHomIV0iqA5ZJujEi9qQQcsla3D5ZZuaEdAMxq1BOHs2sYNkJM+7AyNMpwPKIWAEg6SbgXCA3eQygVpKAGmAz0DLYgZa6hkwjVYJjDh6XdihmFcn/6puZDY56YGXOcSYpy/VN4GhgNbAE+EBEtA1OeOWjIdPEEdNqGTPC7R9maXDyaGZFaUUFvypMVw8cnY7PAh4CDgaOB74p6YDmNUkXSVokadGGDRv6O86SFhE0ZBo93tEsRU4ezaxg3mGmTzLAzJzjGWRbGHO9DbglspYDTwJHdb5RRFwdEQsjYmFdXd2ABVyKMlt2smXHXo7z4uBmqXHyaGZFyI55LPRVYe4D5ko6TNII4ALg1k51ngHOBJA0DTgSWDGoUZa4xZlGABa45dEsNR4wYmZFaau87ueCRESLpPcBdwDVwLUR8bCkdyfnrwI+B1wnaQnZbu6PR8TG1IIuQQ2ZJkZUV3HUQZ4sY5YWJ49mZoMkIm4DbutUdlXO+9XASwY7rnLSkGnk6Om1jBhWcS3XZiXDyaOZFax9kXCzwdDWFixdtZVXndB5krqZDSb/6mZmRRnoMY+S/i3ZbWWppB9KGiVpkqQ7JT2efJ2YU/8TyQ4uyySdlVN+kqQlybnLk7UUrYys2LiNbbtbOM7jHc1S5eTRzAqWXSR84GZbS6oH3g8sjIhjyY4VvAC4FPh9RMwFfp8cI2lecv4Y4GzgymRnF4BvARcBc5PX2f35vbCBt3hlsrOMZ1qbpcrJo5kVpQ0V/MrTMGC0pGHAGLLL25wLXJ+cvx44L3l/LnBTROyOiCeB5cApkqYD4yLi7ogI4Iaca6xMNGQaGTOimjlTa9IOxayiOXk0s5IVEauAL5NdwmYN0BQRvwWmRcSapM4aYGpySXe7uNQn7zuXWxlZnGni2IPHU13lEQdmaXLyaGYF64dFwqe075SSvC7KvX8ylvFc4DCyu66MlfSmHkLqbheXfHZ3sRK2t7WNR9Zs9c4yZiXAs63NrChFLva9MSIW9nD+RcCTEbEBQNItwLOBdZKmR8SapEt6fVK/u11cMsn7zuVWJpatbWZPSxvzZ05IOxSziueWRzMrXBGtjnluT/gMcKqkMcns6DOBR8nuzPKWpM5bgF8k728FLpA0UtJhZCfG3Jt0bTdLOjW5z5tzrrEy0JDJTpaZX++WR7O0ueXRzEpWRNwj6SfAA0AL8CBwNVAD3CzpHWQTzPOT+g9Luhl4JKl/cUS0Jrd7D3AdMBr4TfKyMtGQaWT86OEcOnlM2qGYVTwnj2ZWsGDgtyeMiM8An+lUvJtkD+gu6l8GXNZF+SLg2H4P0AbF4kwT82eMx8tzmqXPyaOZFSXP7mezgu3a28pj65p54VGHpx2KmeHk0cyK0D7b2mwgPbx6K61twXwvDm5WEpw8mllRnDzaQGvINALeWcasVHi2tZmZlbSGTBN1tSOZNm5k2qGYGW55NLMitO9tbTaQFmcaWeDJMmYlwy2PZlaUQdjb2irY1l17WbFhu8c7mpUQtzyaWeHCYx5tYC1dlSwO7m0JzUqGk0czK5hnW9tA69hZxi2PZiXD3dZmZlayGjKNzJg4mkljR6Qdipkl3PJoZkVxy6MNpMUrmzh+5oS0wzCzHG55NLOCtc+2LvRl1pNN23azqnGnxzualRi3PJpZUcJJoA2QhlUe72hWitzyaGZmJalhZRMSHOeWR7OS4pbHIjx6fQ2P/7iGCJh7/jbmvXUbT/1mNIu/OZ6mJ4bx0h+vY8pxezvqL/m/Wpb/ZCyqgpM/1Uj983YB8OD/jueJn49hz9Yq3vDgqrQep6JMmbKdj3zkHiZO3EUE/OY3s/nFL47sOP+a1/yTd77zIV7/+lexdetIhg1r5ZJLFjF37mYixFVXncCSJdMAGDaslfe+936OO24DEXD99fP5299mpvVog87rNdpAacg0MruuhpqR/q/KrJQM6E+kpLOBrwPVwDUR8YWB/LzBtOWx4Tz+4xpe+uN1VA0PfvfOOmacvosJR+zl9G9s5B+fmbhf/cblw3jq12N45a/XsmNdNXe+bSrn3bGGqmqYccZOjnxjMz8/a3pKT1N5Wlur+Pa3j+eJJyYxevReLr/8tzz44EE888x4pkzZzgknrGXdujEd9c8+ewUA733vOYwfv4vPfe7PfOADLyFCXHDBIzQ2juJf//VlSEFt7Z60HmvQhdd5tAESESzONPH8uVPSDsXMOhmwbmtJ1cAVwDnAPOBCSfMG6vMGW9MTw5iyYDfDRgdVw+Cgk3fzzJ2jmTC7hfGHtxxQf+XvRzPrZTuoHgG1M1upPXQvmxqyS0/UHb+HMVPbBvsRKtqWLaN54olJAOzcOZyVK8cxefJOAN71rgf5zncW7Ff/kEOaeOihbEtjU9Motm8fzty5mwF4yUtW8KMfZf9qR4itWytr/90IFfwy686apl1s3Lbbk2XMStBAjnk8BVgeESsiYg9wE3DuAH7eoJpwxF7WLRrJri1VtOwUmbtGsX1tdbf1d6yrZuxBrR3HY6e1smNd9/Vt8Eyduo3Zs7ewbNlknvWsVWzcOIYnn9y/5fjJJydw2mmrqKpqY9q0bcyZs4W6uh2MHZttZXzzm5fwjW/cwSc/+TcmTNiVxmOkxLOtbWA0ZBoBmO9lesxKzkAmj/XAypzjTFI2JEyY3cKx72zmd2+v43fvnMKkI/dS1VMuGF2U+f/O1I0atZdPfepv/N//nUBrq7jggof53veOPaDeHXcczsaNo7n88t/yrnc9yKOPTqG1VVRXB3V1O3nkkSlccslZPProZN75zgdTeBKzoaUh08SwKjFv+ri0QzGzTgZyzGNXqdEBKZSki4CLACYfXF47CMw9fztzz98OwANfHc+Yaa3d1h1zUOt+LZPb11UzZmr39W3gVVe38alP/Y0//vFQ/v73mcya1chBB23nyitvB2DKlJ184xt38MEPvpgtW0Zz9dUndlz7la/cyerVtWzdOoJdu6r5+99nAPCXv8zkrLNWpPI8aXH3sw2EhkwTRx5Uy6jh7qExKzUD2fKYAXKnnM4AVneuFBFXR8TCiFhYO2n4AIbT/3Zuyn77tq2u5pnfjuawl2/vtu7MF+7kqV+PoXUPNK+spvmp4UyeXzkTK0pP8MEP3svKleP42c+OAuCppyZw4YWv4q1vfSVvfesr2bhxNJdcchZbtoxm5MgWRo7MjmU94YS1tLZW8cwz4wFxzz31zJ+/HoDjj1+XlFeG9r2t3W1t/SkiaMg0eryjWYkayJbH+4C5kg4DVgEXAG8YwM8bdH++ZAq7G6uoGhY86zNbGDk+eObO0dz7uQns2lzNH95Vx8Sj9/Di72xkwtwWDj1nB7946XSqqoNnfXpLRzf3/f9vPE/+agwtO8VPnj+dOedv5/hLtqb7cEPcMcds5EUveoonnxzPN7+ZbWm8/vr53HffwV3WHz9+F5dd9mfa2sSmTaP58pdP7Th37bUL+MhH/sG73vUATU0j+epXnzUoz1ASIjvj2qw/PbVpB1t3tXhxcLMSNWDJY0S0SHofcAfZpXqujYiHB+rz0nD2D9YfUHbIi3dyyIt3dll//nuamf+e5gPKT/pYEyd9rKnf47PuPfxwHeecc0GPdd761ld2vF+/voZ//deXdVlv/fqxfOxjZ/ZrfOXE6zxaf+uYLOOWR7OSNKDrPEbEbcBtA/kZZmY2tDRkmhg5rIojptWmHYqZdcHL9ptZwQJPmLH+15Bp5JiDxzG82jvompUi/2SaWRG8zqP1r5bWNpau2urxjmYlzC2PZlYUT5ix/rR8wzZ27m31eEezEuaWRzMzKxkNK7OTB93yaFa63PJoZkXxmEfrT4szjdSOHMbhU8amHYqZdcPJo5kVLMLJo/WvJauaOLZ+PFVV/ntlVqrcbW1mRfGEGesvu1taeXTNVubP9HhHs1LmlkczK4onzFh/+eeaZva2Bgs83tGspLnl0cysAJI8KK+fte8sc1y9Wx7NSpmTRzMrSoQKfpUjSc+W9AjwaHK8QNKVKYc1JCzONDFp7AhmTByddihm1gMnj2ZWsKDwxLFck0fgf4GzgE0AEbEYeH6qEQ0RSzJNzJ8xHqls/26YVQQnj2ZWlCjiVa4iYmWnotZUAhlCduxp4fH1zV7f0awMeMKMmRWuMpfqWSnp2UBIGgG8n6QL2wq3dNVW2gIWeGcZs5Lnlkczs755N3AxUA9kgOOB96YZ0FDQMVnGyaNZyXPLo5kVp5z7nwtzZES8MbdA0nOAv6UUz5CwONPE9PGjmFo7Ku1QzKwXbnk0s6JU4ISZb+RZZn2wJNPIfLc6mpUFtzyaWVEqZZFwSacBzwbqJH0o59Q4oDqdqIaGph17eWrTDs5fODPtUMwsD04ezczyMwKoIfvvZm1O+VbgtalENEQ0rGoE8M4yZmXCyaOZFSyonNnWEfFn4M+SrouIpwu5h6Szga+Tbam8JiK+0EWd04GvAcOBjRHxgkJjLhcNmSbAO8uYlQsnj2ZWuAAqJHnMsUPSl4BjgI7ZHRHxwp4uklQNXAG8mOws7fsk3RoRj+TUmQBcCZwdEc9ImjoA8ZecxSsbmTV5DOPHDE87FDPLgyfMmFlRIgp/lakbgX8ChwH/CTwF3JfHdacAyyNiRUTsAW4Czu1U5w3ALRHxDEBErO+voEtZQ6bJi4OblREnj2ZWnMrbYmZyRHwH2BsRf46ItwOn5nFdPZC7M00mKct1BDBR0p8k3S/pzV3dSNJFkhZJWrRhw4ZCnqFkrN+6i7Vbd3mmtVkZcbe1mVnf7E2+rpH0MmA1MCOP67rq3++cQg8DTgLOBEYDd0v6R0Q8tt9FEVcDVwMsXLiwfNNw9o13XDBzQrqBmFnenDyaWRHKer3GQn1e0njgw2TXdxwHfDCP6zJA7lo0M8gmnp3rbIyI7cB2SXcBC4DHGKIaMo1UCY45eFzaoZhZntxtbWbFqbBu64j4VUQ0RcTSiDgjIk4CNudx6X3AXEmHJXtiXwDc2qnOL4DnSRomaQzwLIb4vtmLM03MnVrLmBFuyzArF/5pNbPCReUs1ZPMln4d2XGKt0fEUkkvBz5Jtov5hJ6uj4gWSe8D7iC7VM+1EfGwpHcn56+KiEcl3Q40AG1kl/NZOnBPla6IoCHTyIuOnpZ2KGbWB04ezczy8x2y3c73ApdLeho4Dbg0In6ezw0i4jbgtk5lV3U6/hLwpf4IuNRltuxky469zPd4R7Oy4uTRzIpTpt3PBVgIzI+INkmjgI3AnIhYm3JcZatjsoxnWpuVFSePZlakyui2BvZERBtAROyS9JgTx+I0ZBoZUV3FUQd5soxZOek2eZT0DXpoU4iI9w9IRGZWXiqn5fEoSQ3JewGzk2MBERHz0wutPC3ONHL09FpGDPPcTbNy0lPL46JBi8LMylflJI9Hpx3AUNLWFixdtZXzTjg47VDMrI+6TR4j4vrcY0ljk7XHzMwqTkQ8nXYMQ8mKjdvYtrvF2xKalaFe+woknSbpEZK1xiQtkHTlgEdmZqUvgFDhL6tY+ybLTEg3EDPrs3wGmnwNOAvYBBARi4HnD2BMZlZGIgp/WeVqyDQxZkQ1c6bWpB2KmfVRXqOUI2Jlp6LWAYjFzMpRhe0wAyBptKQj046jnC3ONHLsweOprnILtFm5ySd5XCnp2UBIGiHpIwzx7bLMrA8qrNta0iuAh4Dbk+PjJXXeZtB6sLe1jUdWb+U4r+9oVpbySR7fDVxMdkuuVcDxybGZWSX6LHAK0AgQEQ8Bs1KLpgwtW9vM7pY25jt5NCtLvS4SHhEbgTcOQixmVoZUxt3PBWqJiCapPFtOS8GSVZ4sY1bO8pltfbikX0raIGm9pF9IOnwwgjOzElfMeMfyTTqXSnoDUC1pbrKhwt/TDqqcNGQaGT96OIdOHpN2KGZWgHy6rX8A3AxMBw4Gfgz8cCCDMrNyUcR4xzId8whcAhwD7Cb772MT8ME0Ayo3i1c2MX/GeNx6a1ae8kkeFRHfi4iW5PV9yrnNwMzKiqQJkn4i6Z+SHk3Wnp0k6U5JjydfJ+bU/4Sk5ZKWSTorp/wkSUuSc5er8MzlyIj494g4OXl9KiJ2Ff2gFWLX3laWrWv2eEezMtZt8pj84zwJ+KOkSyXNknSopI8Bvx68EM2spA18t/XXgdsj4ihgAdnVHi4Ffh8Rc4HfJ8dImgdcQLZl8GzgSknVyX2+BVwEzE1eZxf4xF9NEtnPSTqmwHtUrIdXb6W1LTiufkLaoZhZgXqaMHM/2X/e2387f1fOuQA+N1BBmVkZGcB+CEnjyG5K8FaAiNgD7JF0LnB6Uu164E/Ax4FzgZsiYjfwpKTlwCmSngLGRcTdyX1vAM4DftPXmCLiDEkHAa8Drk5i/FFEfL6wp6wsDZlGABbMdMujWbnqaW/rwwYzEDMrU8Ulj1MkLco5vjoirs45PhzYAHxX0gKyv9R+AJgWEWsAImKNpKlJ/XrgHznXZ5Kyvcn7zuUFiYi1wOWS/gh8DPg04OQxD0syTdTVjuSgcaPSDsXMCtTrUj0Ako4F5gEdP+0RccNABWVmZaJ9b+vCbYyIhT2cHwacCFwSEfdI+jpJF3U3ugomeijvM0lHA68HXkt229abgA8Xcq9KtDjTyAJPljEra70mj5I+Q7Z7aB5wG3AO8FfAyaOZDbQMkImIe5Ljn5BNHtdJmp60Ok4H1ufUn5lz/QxgdVI+o4vyQnyX7IoTL4mIQu9RkZp37WXFxu2ce3zBjb5mVgLymW39WuBMYG1EvI3sgPWRAxqVmZUNReGv3iTdwytz9pE+E3gEuBV4S1L2FuAXyftbgQskjZR0GNmJMfcmXdzNkk5NZlm/OeeaPomIUyPi604c+27JqiYi8ExrszKXT7f1zohok9SSDAxfT3YckpnZYCzcdQlwo6QRwArgbWR/8b1Z0juAZ4DzASLiYUk3k00wW4CLI6I1uc97gOuA0WQnyvRpsoykmyPidZKWsP9TK/vRMb/A56sYDZnszjLzvbOMWVnLJ3lcJGkC8G2yg9W3AfcOZFBmZu2SvaO7Ghd5Zjf1LwMu66J8EXBsEaF8IPn68iLuUdGWZJqYMXE0k8aOSDsUMytCPntbvzd5e5Wk28kud9EwsGGZWbmolL2t22d3A++NiI/nnpP0RbJLBVkPspNlJqQdhpkVqdvkUdKJPZ2LiAf6O5hNS0dww5Eze69oJemO1d61slydctbmtEMoJy/mwETxnC7KLMembbvJbNnJv5x6aNqhmFmRemp5/EoP5wJ4YT/HYmblqHz3qO4TSe8B3gscLim396UW+Fs6UZWPhlUe72g2VPS0SPgZgxmImZWhvm0zWO5+QHaSzf+w/1qTzRHhptteNKxsQoJj68elHYqZFSmvRcLNzLpVOcljRMRTki7ufELSJCeQPWvINHL4lLHUjhqedihmViQnj2Zm+fkB2ZnW93PgrjWBlzDrVkTQsKqJ582ZknYoZtYPnDyaWVEqaLb1y5Ovh6UdS7lZu3UXG5p3e3FwsyGi1x1mlPUmSZ9Ojg+RdMrAh2ZmZSGKeJUhSc+RNDZ5/yZJX5V0SNpxlbLFK5PJMjMnpBuImfWLfLYnvBI4DbgwOW4GrhiwiMysvFRY8gh8C9ghaQHwMeBp4HvphlTaGjKNDKsS86Z7sozZUJBP8visiLgY2AUQEVsAbw9gZkXta13G3d0tERHAucDXI+LrZJfrsW40ZJo4Yloto4ZXpx2KmfWDfJLHvZKqSdoJJNUBbQMalZlZ6WqW9AngX4BfJ/8+egpxNyKChkwjC2Z6vKPZUJFP8ng58DNgqqTLgL8C/z2gUZlZ+QgV/ipPrwd2A2+PiLVAPfCldEMqXU9v2sHWXS1eHNxsCMlnb+sbJd0PnEl2aYrzIuLRAY/MzMpD+XY/FyQi1kq6EThZ0suBeyPihrTjKlWLM40AnmltNoTkM9v6EGAH8EvgVmC7ZxaaWbtKG/Mo6XXAvcD5wOuAeyS9Nt2oSldDpomRw6o4YpqHhZoNFfms8/hr9i2IOwo4DFgGHDOAcZlZuSjTJLAI/w6cHBHroWMc+O+An6QaVYlqyDQy7+BxDK/OZ5SUmZWDfLqtj8s9lnQi8K4Bi8jMrLRVtSeOiU3kN3684rS0trF01VZef/LMtEMxs37U5x1mIuIBSScPRDBmVmbKuPu5CLdLugP4YXL8euC2FOMpWU9s2M7Ova0e72g2xPSaPEr6UM5hFXAisGHAIjKz8lJhyWNEfFTSq4Hnkh3Oc3VE/CzlsErSvskyE1KNw8z6Vz4tj7mjnFvIjoH86cCEY2Zlp0KSR0lzgS8Ds4ElwEciYlW6UZW2hkwjtSOHcfiUsWmHYmb9qMfkMVn8tiYiPjpI8ZiZlaprgRuAu4BXAN8AXp1qRCWuIdPEsfXjqaoq2zU9zawL3SaPkoZFREsyQcbMrEsVNOaxNiK+nbxfJumBVKMpcbtbWnl0zVbe/pzD0g7FzPpZTy2P95Id3/iQpFuBHwPb209GxC0DHJuZWSkZJekEsuMcAUbnHkeEk8kcy9Y2s7c1PN7RbAjKZ8zjJLJLUbyQfes9BuDk0cwqZswjsAb4as7x2pzjIPtvpCUWZ5oA7yxjNhT1lDxOTWZaL2Vf0tiucv67MLPuVdBSPRFxRtoxlJOGlY1MGjuCGRNHpx2KmfWznpLHaqCG/ZPGdhXy34WZmRWiIdPE/BnjkTxZxmyo6Sl5XBMR/zVokZhZefKvktbJjj0tPL6+mbOOPSjtUMxsAPSUPPrXRTPrnZNH62Tpqq20Bcyv93hHs6Gop/1Yzxy0KMysLInsmMdCX+VIWW+S9Onk+BBJp6QdVylpaN9ZZqaTR7OhqNvkMSI2D2YgZlamoohXeboSOA24MDluBq7I50JJZ0taJmm5pEt7qHeypFZJry0+3MHXkGli+vhRTK0dlXYoZjYAemp5NDOzAz0rIi4GdgFExBZgRG8XJTt2XQGcA8wDLpQ0r5t6XwTu6M+gB1NDptFL9JgNYU4ezaxwRXRZl2u3NbA3SfACQFId0JbHdacAyyNiRUTsAW4Czu2i3iXAT4H1/RTvoGrasZenNu3w4uBmQ5iTRzMrTuV1W18O/IzsWriXAX8F/juP6+qBlTnHmaSsg6R64FXAVT3dSNJFkhZJWrRhw4a+xD7gGlY1Al4c3Gwoy2eHGTOz7pVvEliQiLhR0v1kJxUKOC8iHs3j0nzWzP0a8PGIaO1pfcSIuBq4GmDhwoUl9SfQ0L6zTP2EdAMxswHj5NHMrA8kHQLsAH6ZWxYRz/RyaQaYmXM8A1jdqc5C4KYkcZwCvFRSS0T8vNi4B0tDppFZk8cwfszwtEMxswHi5NHMilLGYxcL9Wv2bdk6CjgMWAYc08t19wFzJR0GrAIuAN6QWyEiDmt/L+k64FfllDhCtuXx5FmT0g7DzAaQk0czK06FJY8RcVzusaQTgXflcV2LpPeRnUVdDVwbEQ9LendyvsdxjuVgffMu1jTt8nhHsyHOyaOZFa68J770i4h4QNLJeda9DbitU1mXSWNEvLX46AZXw8rseMcFMyekG4iZDSgnj2ZWlErrtpb0oZzDKuBEoLSmPKekYVUTVYJjDh6XdihmNoCcPJqZ9U1tzvsWsmMgf5pSLCWlIdPI3Km1jBnh/1rMhjL/hJtZcSqo5TFZHLwmIj6adiylJiJoyDRx5lFT0w7FzAaYk0czK0qldFtLGpZMejkx7VhKUWbLTjZv38N8j3c0G/KcPJpZcSokeQTuJTu+8SFJtwI/Bra3n4yIW9IKrBS0Lw6+wDOtzYY8J49mVrjKnG09CdgEvJB96z0GUOHJYyPDq8WRB9X2XtnMypqTRzOz/ExNZlovZV/S2K7yUuhOGjJNHD19HCOHVacdipkNMCePZlYw0fWGzUNUNVBDfntUV5S2tmDpqibOPeHgtEMxs0Hg5NHMilM5adOaiPivtIMoRSs2bqd5dwvzZ0xIOxQzGwROHs2sKJUy25qKamTtm4ZMIwALnDyaVYSqtAMwMysTZ6YdQKlqyDQxeng1c6bWpB2KmQ0CtzyaWXEqpOUxIjanHUOpasg0cmz9OKqr3DhrVgnc8mhmxYkiXlb29ra28fDqrR7vaFZB3PJoZoWLihrzaF14bF0zu1vamO/Fwc0qhpNHMyuOk8eKtm9nmQnpBmJmg8bd1mZmVrCGTCPjRg3j0Mlj0g7FzAaJk8cifOirz/Cjhof5vz8s6yh753+s5pq7/sm3freMT3/nScaOa93vmrr6Pfz88SW89t3rO8pe8MotfOt3y7j6j//kHZ9aPWjxV5Kv/NtMXnfcMVx0xpH9cr87b57I255zNG97ztHcefPEA85f8e/1nDvnuH75rFKnKPxl5W/xyibmz5iA5MkyZpViwJJHSddKWi9p6UB9Rtp++6NJ/PsbD9uv7IG7arnojCN5z4uOZNWKkVxwybr9zr/7s6u57w/79n6tndjCO/9jDZe+bjYXnXEUE6e0cPxzmwcl/kryktdv5rIbV/T5uo++Zg5rV47Yr2zrlmq+/9WD+PqvHuPyXz/G9796EM2N+7Zke2zxaLZvraAt2jxhpmLt2tvKY+uaPd7RrMIMZMvjdcDZA3j/1C29p4bmLfsPG33gz7W0tWZ/A3/0/rFMmb6349xpZzex5pkRPP3YqI6y6YfsYdWKkTRtzt7nwb/U8NyXNg1C9JXluFO3Uztx/1bg1U+N4JNvOJyLzzqCD503h2ceH5nXve7/Uy0nPr+ZcRNbqZ3QyonPb2bRH7O/ELS2wrc/d3BFtSC75bFyPbJmKy1t4ZnWZhVmwJLHiLgLqOh10c66cDP3/WEcACNHt/K6967n+1+Ztl+d1U+NYMbs3UybsYeq6uDZZ2+lrn5vV7ezfvb1j83k4s9nuOKOx7jo06v55idn5HXdxrXDqTt435/RlOl72bh2OAC3fncKp71kK5OntQxIzGalpGFlIwALZrrl0aySeLb1ALnw/etobYE/3DIBgDd/dB0/+3Ydu3bs3525rWkY3/hEPZ+86mna2uDRRWM56NDdKURcWXZur+KRRWP5/EX7hh3s3ZNtMb7jpkn8/Jo6IJvc/8ebDmfY8OCgQ3bzmWuf6rK7VYJNa4fxl19O4Es/XT4Yj1Aa3P1c0RoyTdTVjuSgcaN6r2xmQ0bqyaOki4CLAEYxNGbrvej8zZzyoq1c+vrZtG+He9QJO3juyxp5x6dWUzOulWgTe3ZXcet3p3DPneO5587sb+7nvHETrW0pBl8h2tqgZlwr3/rdsgPOnXXBZs66INto/tHXzOHDX3uGg2bu6Tg/ZfpeGu7etw3bxjXDmX/aNpYvHcPqp0bytmfPA2D3zire+uyjue7vjw7w06TMyWPFWpxpZMGM8Z4sY1ZhUk8eI+Jq4GqAcZpU9v8NLTx9K6+7eD0fffUcdu/cNyrgw6+a0/H+TR9ey67t2cQRYPzkvTRtGk7N+BZe8daNXPauWYMddsUZW9vGtJl7uOuX43n+K5qIgBWPjGL2Mbt6vfak05v57hemd0ySuf/PtbztE2sYN7GVmxY/3FHv3DnHDfnEUXjsYqVq3rWXFRu388oF9WmHYmaDLPXksZxdeuXTzD9tG+MntfD9RY/wva9M44L3rWf4yOB/fvQEAP+8fyyXX9rzWLr3fG41h8/bCcCN/zuNVSvym7hh+fuf9xxKw901NG0exhtPmse/fHgtl17xNJdfOoMffP0gWveKF5y7Ja/kcdzEVt74wXVc8tIjAHjjv61jXKfJOBXFyWNFWrpqKxEw3+MdzSrOgCWPkn4InA5MkZQBPhMR3xmoz0vDF9576AFld/xwcq/Xff8rB/V6H+tfn/jW012W//cPel6+p7vxi2dduJmzLux5Ptgvli/JLzizMtSQaQS8s4xZJRqw5DEiLhyoe5tZ6VC46bESNWSamDFxNJPGjui9spkNKd5hxswKV8wC4XnmnJKqJT0o6VfJ8SRJd0p6PPk6MafuJyQtl7RM0lk55SdJWpKcu1ye4VG07GSZCWmHYWYpcPJoZkUZhEXCPwDkzjy6FPh9RMwFfp8cI2kecAFwDNkNCq6U1L421rfIruowN3kN6Q0MBtqmbbvJbNnpnWXMKpSTRzMrzgC2PEqaAbwMuCan+Fzg+uT99cB5OeU3RcTuiHgSWA6cImk6MC4i7o6IAG7IucYKsGRVdhes45w8mlUkJ49mlqYpkhblvC7qdP5rwMeA3NVPp0XEGoDk69SkvB5YmVMvk5TVJ+87l1uBGjJNSHBcvZNHs0rkpXrMrChFrvO4MSIWdnlf6eXA+oi4X9Lp+YTSRVn0UG4Fasg0cviUsdSOGp52KGaWAiePZlacgUvDngO8UtJLgVHAOEnfB9ZJmh4Ra5Iu6fVJ/QwwM+f6GcDqpHxGF+VWgIhgcaaJ582ZknYoZpYSd1ubWeGKmCzTW4tlRHwiImZExCyyE2H+EBFvAm4F3pJUewvwi+T9rcAFkkZKOozsxJh7k67tZkmnJrOs35xzjfXR2q272NC825NlzCqYWx7NrNx8AbhZ0juAZ4DzASLiYUk3A48ALcDFEdG+9c97gOuA0cBvkpcVoCHTPllmQrqBmFlqnDyaWXEGYfRgRPwJ+FPyfhNwZjf1LgMu66J8EXDswEVYORoyjQyrEsccPC7tUMwsJU4ezaxgougJM1ZmGjJNHDGtllHDq3uvbGZDksc8mllxIgp/WVmJCBoyTSyY6fGOZpXMLY9mVhS3PFaOpzftoGnnXuZ7vKNZRXPLo5mZ5WVxphHAM63NKpxbHs2scHluM2hDw5JMEyOHVXHEtNq0QzGzFDl5NLOiqK33OjY0NGSamHfwOIZXu9PKrJL5XwAzK04U8bKy0doWLF3dxAKPdzSreG55NLOieMJMZVi+fhs79rR6vKOZueXRzMx6t2+yzIRU4zCz9Lnl0cwKF3i9xgqxJNNEzchhHD5lbNqhmFnKnDyaWVHcbV0ZGjKNHFs/jqoqpR2KmaXM3dZmVhxPmBny9rS08eiaZk+WMTPAyaOZmfXin2u3sqe1zeMdzQxwt7WZFUG427oSLM40Ad5ZxsyynDyaWeEiPGGmAjSsbGTS2BHMmDg67VDMrAS429rMiqIo/FVpJJ0taZmk5ZIu7eL8GyU1JK+/S1qQRpydLVnVxHH145E8WcbMnDyaWbE8YSYvkqqBK4BzgHnAhZLmdar2JPCCiJgPfA64enCjPNCOPS08tq6ZBe6yNrOEk0czs8FxCrA8IlZExB7gJuDc3AoR8feI2JIc/gOYMcgxHuDh1VtpCy8Obmb7OHk0s6K42zpv9cDKnONMUtaddwC/GdCI8rB4ZSMA82e65dHMsjxhxswKF0Bb5WWBBepqwGCX3zxJZ5BNHp/bzfmLgIsADjnkkP6Kr0sNmSamjx/F1NpRA/o5ZlY+3PJoZsXxmMd8ZYCZOcczgNWdK0maD1wDnBsRm7q6UURcHRELI2JhXV3dgATbrn2yjJlZOyePZlYUd1vn7T5grqTDJI0ALgBuza0g6RDgFuBfIuKxFGLcT9POvTy5cTsLZk5IOxQzKyHutjYzGwQR0SLpfcAdQDVwbUQ8LOndyfmrgE8Dk4Erk2VxWiJiYVoxL/Hi4GbWBSePZlYcLxKet4i4DbitU9lVOe/fCbxzsOPqzuJMIwDz6yekGoeZlRYnj2ZWlArsfq4YDZlGZk0ew/gxw9MOxcxKiJNHMytcZU58qRgNmSZOnjUp7TDMrMR4woyZmR1gffMu1jTt8nhHMzuAWx7NrGAC5DGPQ9K+yTIT0g3EzEqOk0czK05b2gHYQFicaaJKcGz9uLRDMbMS4+TRzIrilsehqSHTyNyptYwZ4f8mzGx/HvNoZoUrZncZ55wlKyJoyDR5vKOZdcnJo5mZ7WdV4042b9/DfO8sY2ZdcH+EmRUhvEj4ENTQPlnGe1qbWRecPJpZUbxI+NCzONPI8Gpx1PTatEMxsxLk5NHMiuOWxyGnYWUTR08fx8hh1WmHYmYlyGMezaxwAWor/GWlp60tWLrKk2XMrHtOHs3MrMOKjdtp3t3ixcHNrFvutjaz4rjbekhZsqoRwC2PZtYtJ49mVhznjkPK4pVNjB5ezZy6mrRDMbMS5eTRzIriHWaGloZMI8fWj2NYtUc1mVnX/K+DmZkBsLe1jYdXb/V4RzPrUUm1PDazZePv4idPpx3HAJkCbEw7iIFUPT3tCAbUUP/zO7TgK93yOGQ8tq6Z3S1tHu9oZj0qqeQxIurSjmGgSFoUEQvTjsMK4z+/bgTgJXeGjCXJzjIL3PJoZj0oqeTRzMqLCI95HEIWZ5oYN2oYh04ek3YoZlbCnDyaWXGcPA4ZDZlG5s+YgKS0QzGzEuYJM4Pn6rQDsKL4z8+GtF17W1m2ttnjHc2sV255HCQR4eSjjPnPrwdueRwSHlmzlZa28ExrM+uVk0czK5wnzAwZHZNlZrrl0cx65uTRzIriCTNDw+JMI1NqRnLQuFFph2JmJc5jHgeBpLMlLZO0XNKlacdj+ZN0raT1kpamHUvJiij8ZSWjIdPEghnjPVnGzHrl5HGASaoGrgDOAeYBF0qal25U1gfXAWenHYTZQNq2u4UnNmzzeEczy4uTx4F3CrA8IlZExB7gJuDclGOyPEXEXcDmtOMoXUW0OrrlsWQsyTQRAfM93tHM8uDkceDVAytzjjNJmVn5C5w8DgENmUbAO8uYWX48YWbgdTWAyP9r2tDh2dZlr2FVEzMmjmbS2BFph2JmZcAtjwMvA8zMOZ4BrE4pFjOzA2R3lnGXtZnlx8njwLsPmCvpMEkjgAuAW1OOyazfKKLgl6Vv8/Y9rNy805NlzCxvTh4HWES0AO8D7gAeBW6OiIfTjcryJemHwN3AkZIykt6Rdkwlx2Mey1r7eEe3PJpZvjzmcRBExG3AbWnHYX0XERemHUNJC6DNSWA5a8g0IcFx9U4ezSw/Th7NrAhuQSx3DZkmDp8yltpRw9MOxczKhLutzcwqWEOm0Uv0mFmfuOXRzIrjlseytbZpF+ubd3OcxzuaWR84eTSz4jh5LFuLOybLTEg1DjMrL+62NrPCtU+YKfTVC0kzJf1R0qOSHpb0gaR8kqQ7JT2efJ2Yc80nJC2XtEzSWTnlJ0lakpy7XFJXC/hXlIZMI8OqxDEHj0s7FDMrI04ey5SkVkkPSVoq6ceSxhRxr+skvTZ5f42keT3UPV3Sswv4jKckTcm3vFOdbX38rM9K+khfY7RCBERb4a/etQAfjoijgVOBi5O/n5cCv4+IucDvk2OScxcAxwBnA1dKqk7u9S3gImBu8jq7/74P5akh08QR02oZNby698pmZgknj+VrZ0QcHxHHAnuAd+eezPkPs08i4p0R8UgPVU4H+pw8mhUiItZExAPJ+2aya6XWA+cC1yfVrgfOS96fC9wUEbsj4klgOXCKpOnAuIi4OyICuCHnmooUETRkmlgw0+MdzaxvnDwODX8B5iStgn+U9ANgiaRqSV+SdJ+kBknvAlDWNyU9IunXwNT2G0n6k6SFyfuzJT0gabGk30uaRTZJ/bek1fN5kuok/TT5jPskPSe5drKk30p6UNL/0fUe3/uR9HNJ9yfdkxd1OveVJJbfS6pLymZLuj255i+SjuqX76b1zSAtEp78/TsBuAeYFhFrsh8fa9j3d7geWJlzWSYpq0/edy6vWM9s3kHTzr0cVz8h7VDMrMx4wkyZkzQMOAe4PSk6BTg2Ip5MErCmiDhZ0kjgb5J+S/Y/4COB44BpwCPAtZ3uWwd8G3h+cq9JEbFZ0lXAtoj4clLvB8D/RsRfJR1Cdiedo4HPAH+NiP+S9DKy3YW9eXvyGaOB+yT9NCI2AWOBByLiw5I+ndz7fcDVwLsj4nFJzwKuBF5YwLfRClX8IuFTJC3KOb46Iq7uXElSDfBT4IMRsbWH4YpdnYgeyivW4kwT4J1lzKzvnDyWr9GSHkre/wX4Dtnu5HuT7jqAlwDz28czAuPJjvV6PvDDiGgFVkv6Qxf3PxW4q/1eEbG5mzheBMzL+c98nKTa5DNenVz7a0lb8nim90t6VfJ+ZhLrJqAN+FFS/n3gliSZeDbw45zPHpnHZ1h/K2629caIWNhTBUnDySaON0bELUnxOknTI2JN0iW9PinPkP27024GsDopn9FFecVqWNnIyGFVHHlQbdqhmFmZcfJYvnZGxPG5BUkStT23CLgkIu7oVO+l9N7qojzqQHbow2kRsbOLWPLOKiSdTjYRPS0idkj6EzCqm+qRfG5j5++BDS3JjOjvAI9GxFdzTt0KvAX4QvL1FznlP5D0VeBgsr+A3BsRrZKaJZ1Kttv7zcA3BukxSlJDpol5B49jeLVHL5lZ3/hfjaHtDuA9ScsNko6QNBa4C7ggGRM5HTiji2vvBl4g6bDk2klJeTOQ21TxW7JdyCT1jk/e3gW8MSk7B5hIz8YDW5LE8SiyLZ/tqoD21tM3kO0O3wo8Ken85DMkaUEvn2EDYWDHPD4H+Bfghck424eSX36+ALxY0uPAi5NjIuJh4GayQzFuBy5OWtgB3gNcQ3YSzRPAb/rxu1BWWtuCpaubvLOMmRXELY9D2zXALOCBpAVnA9kZpj8jOzZwCfAY8OfOF0bEhmTM5C2Sqsh2C74Y+CXwE0nnApcA7weukNRA9u/TXWQn1fwn8ENJDyT3f6aXWG8H3p3cZxnwj5xz24FjJN0PNAGvT8rfCHxL0qeA4cBNwOK8vjPWTwZ2b+uI+CvdT7Y6s5trLgMu66J8EXBs/0VXvp7YsI0de1o93tHMCqLw7hBmVqDxw6fGs6ecX/D1t6+98v7exjxazxYuXBiLFi3qvWKOHy9ayUd/0sDvPvR85kz1mEczO5Ckbv99dsujmRXHv4CWnYZMEzUjh3H4lJq0QzGzMuQxj2ZmFaYh08ix9eOoqqr4HRrNrABOHs2sOIO0SLj1jz0tbTy6ptmTZcysYE4ezawIkV0kvNBXhUl2bVomabmkS7s4L0mXJ+cbJJ3Y3zEsW9vMntY25jt5NLMCecyjmRUuIKIt7SjKgrL7zV9BdtWCDNldlG7ttJf8OWTXppwLPAv4VvK13yzONALeWcbMCueWRzOzwXEKsDwiVkTEHrJLS53bqc65wA2R9Q9gQrIWa79pyDQyccxwZkwc3Z+3NbMK4uTRzIrjbut81QMrc44zSVlf6yDpIkmLJC3asGFDn4I4aPxoXjZ/evsuUGZmfeZuazMrjie+5KurbK3zNy+fOkTE1cDVkF3nsS9BfOjFR/SlupnZAZw8mlnhIqDNYx7zlAFm5hzPAFYXUMfMLFXutjaz4nipnnzdB8yVdJikEcAFwK2d6twKvDmZdX0q0BQRawY7UDOznrjl0cxsEEREi6T3AXcA1cC1EfGwpHcn568CbgNeCiwHdgBvSyteM7PuOHk0s6KEu63zFhG3kU0Qc8uuynkfwMWDHZeZWV84eTSzIlRk97OZWUVz8mhmhQsqcckdM7OK5uTRzIrjHWbMzCqKZ1ubmZmZWd7c8mhmBQsg3G1tZlZRnDyaWeEi3G1tZlZhnDyaWVHc8mhmVlk85tHMzMzM8uaWRzMrjrutzcwqisIL/JpZgSTdDkwp4hYbI+Ls/oqnEknaADzdx8umABsHIJw0+FlKz1B5DqjsZzk0Iuq6OuHk0cyswkhaFBEL046jP/hZSs9QeQ7ws3THYx7NzMzMLG9OHs3MzMwsb04ezcwqz9VpB9CP/CylZ6g8B/hZuuQxj2ZmZmaWN7c8mpmZmVnenDyamQ1Rks6WtEzSckmXdnFeki5PzjdIOjGNOHuTx3O8MYm/QdLfJS1II8589PYsOfVOltQq6bWDGV9f5PMskk6X9JCkhyX9ebBjzFcef8fGS/qlpMXJs7wtjTh7I+laSeslLe3mfL/8zDt5NDMbgiRVA1cA5wDzgAslzetU7RxgbvK6CPjWoAaZhzyf40ngBRExH/gcJTpOLc9naa/3ReCOwY0wf/k8i6QJwJXAKyPiGOD8wY4zH3n+uVwMPBIRC4DTga9IGjGogebnOqCntXP75WfeyaOZ2dB0CrA8IlZExB7gJuDcTnXOBW6IrH8AEyRNH+xAe9Hrc0TE3yNiS3L4D2DGIMeYr3z+TAAuAX4KrB/M4Poon2d5A3BLRDwDEBGl+jz5PEsAtZIE1ACbgZbBDbN3EXEX2di60y8/804ezcyGpnpgZc5xJinra5209TXGdwC/GdCICtfrs0iqB14FXDWIcRUinz+XI4CJkv4k6X5Jbx606Pomn2f5JnA0sBpYAnwgoiz3Zu2Xn3nvbW1mNjSpi7LOy2vkUydtecco6QyyyeNzBzSiwuXzLF8DPh4RrdlGrpKVz7MMA04CzgRGA3dL+kdEPDbQwfVRPs9yFvAQ8EJgNnCnpL9ExNYBjq2/9cvPvJNHM7OhKQPMzDmeQbbVpK910pZXjJLmA9cA50TEpkGKra/yeZaFwE1J4jgFeKmkloj4+aBEmL98/35tjIjtwHZJdwELgFJLHvN5lrcBX4js+obLJT0JHAXcOzgh9pt++Zl3t7WZ2dB0HzBX0mHJwP4LgFs71bkVeHMyA/NUoCki1gx2oL3o9TkkHQLcAvxLCbZq5er1WSLisIiYFRGzgJ8A7y3BxBHy+/v1C+B5koZJGgM8C3h0kOPMRz7P8gzZFlQkTQOOBFYMapT9o19+5t3yaGY2BEVEi6T3kZ2xWw1cGxEPS3p3cv4q4DbgpcByYAfZ1pWSkudzfBqYDFyZtNi1RMTCtGLuTp7PUhbyeZaIeFTS7UAD0AZcExFdLiGTpjz/XD4HXCdpCdmu349HxMbUgu6GpB+SnQ0+RVIG+AwwHPr3Z947zJiZmZlZ3txtbWZmZmZ5c/JoZmZmZnlz8mhmZmZmeXPyaGZmZmZ5c/JoZmZmZnlz8mhmZtZHklolPZTzmtVD3W398HnXSXoy+awHJJ1WwD2ukTQvef/JTuf+XmyMyX3avy9LJf1S0oRe6h8v6aX98dk2eLxUj5mZWR9J2hYRNf1dt4d7XAf8KiJ+IuklwJcjYn4R9ys6pt7uK+l64LGIuKyH+m8FFkbE+/o7Fhs4bnk0MzMrkqQaSb9PWgWXSDq3izrTJd2V0zL3vKT8JZLuTq79saTekrq7gDnJtR9K7rVU0geTsrGSfi1pcVL++qT8T5IWSvoCMDqJ48bk3Lbk649yWwKTFs/XSKqW9CVJ90lqkPSuPL4tdwP1yX1OkfR3SQ8mX49MdnP5L+D1SSyvT2K/NvmcB7v6Plr6vMOMmZlZ342W9FDy/kngfOBVEbFV0hTgH5Jujf27994A3BERl0mqBsYkdT8FvCgitkv6OPAhsklVd14BLJF0EtkdQp5FdteTeyT9GTgcWB0RLwOQND734oi4VNL7IuL4Lu59E/B64LYkuTsTeA/wDrJb2Z0saSTwN0m/jYgnuwoweb4zge8kRf8Enp/s5vIi4L8j4jWSPk1Oy6Ok/wb+EBFvT7q875X0u2R/bCsRTh7NzMz6bmdu8iVpOPDfkp5Pdiu+emAasDbnmvuAa5O6P4+IhyS9AJhHNhkDGEG2xa4rX5L0KWAD2WTuTOBn7YmVpFuA5wG3A1+W9EWyXd1/6cNz/Qa4PEkQzwbuioidSVf5fEmvTeqNB+aSTZxztSfVs4D7gTtz6l8vaS4QJFvmdeElwCslfSQ5HgUcQmnuiV2xnDyamZkV741AHXBSROyV9BTZxKdDRNyVJJcvA74n6UvAFuDOiLgwj8/4aET8pP0gacE7QEQ8lrRKvhT4n6SFsKeWzNxrd0n6E3AW2RbIH7Z/HHBJRNzRyy12RsTxSWvnr4CLgcvJ7g39x4h4VTK56E/dXC/gNRGxLJ94LR0e82hmZla88cD6JHE8Azi0cwVJhyZ1vk22O/dE4B/AcyS1j2EcI+mIPD/zLuC85JqxwKuAv0g6GNgREd8Hvpx8Tmd7kxbQrtxEtjv8eUB7sngH8J72ayQdkXxmlyKiCXg/8JHkmvHAquT0W3OqNgO1Ocd3AJcoaYaVdEJ3n2HpcfJoZmZWvBuBhZIWkW2F/GcXdU4HHpL0IPAa4OsRsYFsMvVDSQ1kk8mj8vnAiHgAuA64F7gHuCYiHgSOIztW8CHg34HPd3H51UBD+4SZTn4LPB/4XUTsScquAR4BHpC0FPg/eum9TGJZDFwA/D+yraB/A6pzqv0RmNc+YYZsC+XwJLalybGVGC/VY2ZmZmZ5c8ujmZmZmeXNyaOZmZmZ5c3Jo5mZmZnlzcmjmZmZmeXNyaOZmZmZ5c3Jo5mZmZnlzcmjmZmZmeXNyaOZmZmZ5e3/A1Hn92MKKIT4AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.88      0.78      0.83     11597\n",
+      "           1       0.81      0.89      0.85     11597\n",
+      "\n",
+      "    accuracy                           0.84     23194\n",
+      "   macro avg       0.84      0.84      0.84     23194\n",
+      "weighted avg       0.84      0.84      0.84     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('linearSVC_model_over', linearSVC_model, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7688067444876784\n",
+      "F1 Score: 0.22584147665580892\n",
+      "Recall Score: 0.5621621621621622\n",
+      "Precision Score: 0.14130434782608695\n",
+      "ROC AUC: 0.6720779765622815\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.78      0.86      2899\n",
+      "           1       0.14      0.56      0.23       185\n",
+      "\n",
+      "    accuracy                           0.77      3084\n",
+      "   macro avg       0.55      0.67      0.54      3084\n",
+      "weighted avg       0.92      0.77      0.83      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('linearSVC_model_over', linearSVC_model, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### SVC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Polynomial kernel\n",
+    "poly_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='poly', degree=3, C=3))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('svc', SVC(C=3, kernel='poly'))])"
+      ]
+     },
+     "execution_count": 152,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "poly_kernel_svm_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9412348021039925\n",
+      "F1 Score: 0.9430873940456804\n",
+      "Recall Score: 0.9737863240493231\n",
+      "Precision Score: 0.914264896373057\n",
+      "ROC AUC: 0.9412348021039925\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.91      0.94     11597\n",
+      "           1       0.91      0.97      0.94     11597\n",
+      "\n",
+      "    accuracy                           0.94     23194\n",
+      "   macro avg       0.94      0.94      0.94     23194\n",
+      "weighted avg       0.94      0.94      0.94     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('poly_kernel_svm_clf_over', poly_kernel_svm_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8488975356679637\n",
+      "F1 Score: 0.25796178343949044\n",
+      "Recall Score: 0.43783783783783786\n",
+      "Precision Score: 0.18284424379232506\n",
+      "ROC AUC: 0.6564835963939103\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.88      0.92      2899\n",
+      "           1       0.18      0.44      0.26       185\n",
+      "\n",
+      "    accuracy                           0.85      3084\n",
+      "   macro avg       0.57      0.66      0.59      3084\n",
+      "weighted avg       0.91      0.85      0.88      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('poly_kernel_svm_clf_over', poly_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# RBF Kernel\n",
+    "rbf_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='rbf', gamma='auto'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('svc', SVC(gamma='auto'))])"
+      ]
+     },
+     "execution_count": 156,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rbf_kernel_svm_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9402000517375183\n",
+      "F1 Score: 0.9415827822937287\n",
+      "Recall Score: 0.9638699663706131\n",
+      "Precision Score: 0.9203029804050716\n",
+      "ROC AUC: 0.9402000517375184\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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LRNwOPE5Slby8hBitF93RUPbD6l9rLu8Fws0yxr+9a+tWYA3rFyzuzRKSiS8Fs9m4S7dU7cD4ouOXFb8YEQsi4iBgBkk18cclxFOI6ZkyYyr4GfAx4Jq0KrhOOr7xCyRjIadGxBSS7utCV3RfXc39dkFLOomkgrkE+HzZkWdYYZ3Hch9W/9rSMY9mlh3+7V1DEbGCZFLL2ZLeKWm8pCZJh0r6TnrapcCXJG2WTjw5naSbtRx3A6+XNDudrHNa4QVJW0h6Rzr2cS1J93dXL/e4BtheyfJCYyS9D5gL/L7MmABIdwR5A8kYz54mAp0kM7PHSDodmFT0+nPANoOZUS1pe+DrJF3XHwA+L2m38qLPrqD8yTKlTJixka/NlUezzHHyWGMR8X2SWZ5fIkmOnibpvr0yPeXrwELgXuA+4K60rZz3ugH4ZXqvO9kw4WsgmUSyhGSduzeQVAJ73uMF4G3puS+QVOzeFhEV78gREbdERG9V1QUkE28eJekiX8OGXdKFBdBfkHTXQO+TDhP4OfDtiLgnIh4jmbH9s8JMdjMb2Jp8F6vzXa48mmWMPLnUzMq17as2ia9csUvZ139o+1vvjIh5QxhS5sybNy8WLlw48IlV8OyKNezzzRv5xrtexdF7z65JDGZWHZL6/P3spXrMrGwRVLJTjNW59bvLuNvaLEucPJpZBUR3r9tDWxYUkkd3W5tli5NHMytb4MpjlrXlkuVTp05w5dEsS/xb38zMyrK+29qVR7MsGVGVx2nTGmLmrMZah2FleuqhKbUOwcq0uuslOrrXlNX/7PUas6tQeZzc4sqjWZaMqORx5qxGrvzDQJuG2Eh10u7vqHUIVqZb264o67pAdHu9xsxqbe+gpamR5ib/p98sS0ZU8mhm9ceVx+zy1oRm2eTk0czKFuA9qjPMWxOaZZN/65uZWVlacx2eaW2WQa48mlkFRJfXecystlyeGVNaah2GmQ0zJ49mVjZ3W2dba67DYx7NMsjJo5lVxJXHbOruDlasznuNR7MMcsnAzMwGbeWaPN3hrQnNssiVRzMrW4TcbZ1RrYWtCd1tbZY5Th7NrCLe2zqbvDWhWXY5eTSzsgXQ7TGPmdSWJo9TXHk0yxwnj2ZWAbnymFGt7YVua1cezbLGv/XNzGzQ3G1tll2uPJpZ2ZJ1Ht1tnUVtuTwNgonN/mfELGv8U29mFelyB0Ymtab7Wjc0+D8PZlnj5NHMyhbIlceMasvlPVnGLKOcPJpZRbpdecykZGtCj3c0yyL/1jczs0FrzeW9QLhZRjl5NLOyRUBXqOxH1kg6RNIjkhZJOrWX1ydLulrSPZIekPThWsRZirZ0zKOZZY+7rc2sIh7zWBpJjcDZwEHAYuAOSVdFxINFp50EPBgRb5e0GfCIpEsioqMGIferzZVHs8xy8mhmZUsmzLgDo0R7AYsi4nEASZcBhwHFyWMAEyUJ2AR4Eegc7kAHsibfxep8lyuPZhnl3/pmZsNjJvB00fHitK3Yj4BXAkuA+4BPRET38IRXuracd5cxyzInj2ZWkS5U9iNjevvA0eP4YOBuYEtgN+BHkiZtdCPpeEkLJS18/vnnhzrOAa3fXcbd1mZZ5OTRzMpW2GGm3EfGLAa2KjqeRVJhLPZh4IpILAKeAHbseaOImB8R8yJi3mabbVa1gPtSSB7dbW2WTU4ezawCyZjHch8ZcwcwR9K2ksYCRwJX9TjnKeBAAElbADsAjw9rlCVY1209wZVHsyzyhBkzq0h39rqfyxIRnZJOBhYAjcAFEfGApBPS188DvgZcKOk+km7uL0TE8poF3Yf13dauPJplkZNHM7NhEhHXANf0aDuv6PkS4M3DHddgFSqPk1tceTTLIiePZla2wiLhli2t7R20NDXS3NRY61DMrAacPJpZRTI4djHzvDWhWbY5eTSzsiWLhLvymDXemtAs25w8mllFPGEme1pzHZ5pbZZh7m8yM7NBacvlXXk0yzBXHs2sbIVFwi1bWnMdHvNolmFOHs2sIp4wky3d3cGK1Xmv8WiWYU4ezax82dxmMNNWrsnTHd6a0CzLXDIwM7OStRa2JnS3tVlmufJoZmULPNs6a7w1oZk5eTSzirjbOlva0uRxiiuPZpnl5NHMyubZ1tnT2l7otnbl0SyrnDyaWUWcPGaLu63NzBNmzMysZG25PA2Cic2uPZhllZNHMytbYW/rch+lkPQpSQ9Iul/SpZKaJU2TdIOkx9KvU4vOP03SIkmPSDq4qH0PSfelr50lySXTMrSm+1o3NPjbZ5ZVTh7NrCLdqOzHQCTNBD4OzIuInYFG4EjgVODGiJgD3JgeI2lu+vpOwCHAOZIa09udCxwPzEkfhwzl9yErkq0JPVnGLMucPJpZ+YKqVx5Jxma3SBoDjAeWAIcBF6WvXwS8M31+GHBZRKyNiCeARcBekmYAkyLi1ogI4OKia2wQkq0JPd7RLMucPJpZ2QqzrStIHqdLWlj0OH6D+0c8A3wPeApYCqyIiOuBLSJiaXrOUmDz9JKZwNNFt1icts1Mn/dst0FqzeW9QLhZxnnEs5nV0vKImNfXi+lYxsOAbYE24FeS3t/P/XorZ0Y/7TZIbbkOdtpyUq3DMLMacvJoZhWp8lI9bwKeiIjnASRdAewHPCdpRkQsTbukl6XnLwa2Krp+Fkk39+L0ec92G6Sk29qVR7Msc7e1mZVtGGZbPwXsI2l8Ojv6QOAh4Crg2PScY4Hfpc+vAo6UNE7StiQTY25Pu7ZfkrRPep8PFl1jJVqT72JNvpspHvNolmmuPJpZRaKKlceI+IekXwN3AZ3AP4H5wCbA5ZKOI0kwj0jPf0DS5cCD6fknRURXersTgQuBFuDa9GGD0Jbz7jJm5uTRzEa4iPgy8OUezWtJqpC9nX8GcEYv7QuBnYc8wAxZv7uMu63NsszJ4yBd/Nk53PenqUzcNM/pN/wTgPa2Mfz4pB14YXEzm85aw/8752EmTE6KHYsfGs8lp72CNasaUQOcdtXdRIj5J+7I808109AQ7PKmF3nXqU8C8MLicVz8uTmserGJ8VM6+ciZjzB1RkfNPm9WHHbM0xz8nqVIwXW/2ZLf/TwZNvf2oxfz9iMX09Ul7rh5Uy74wStoHNPNJ77yCK+Y+xINjcGfrnoZl/9k6xp/gtopZb1GGx0KyaO7rc2yrarJo6RDgB+SLOx7fkR8q5rvNxz2PeI59j92CRd+evt1bdedM4sdX7OCQz72ANedM4sF52zFu0/7N12d8NNP7sCHf/Aos+a2s6p1DI1NQWeHOOj4Z9hhvxV0dogzj96Z+/88lZ0PaOU3Z2zLPu9Zxr6HL+Phv03mym9vw4fPfLSGn3j02/oVqzj4PUv51NF7kM+Lr513L3fcvCnTt1jLPgcs52Pv2YvOfAOTpyX/cL7uzc/TNLabj717L8Y1d3Helbdz07Wbs2xJS40/yfCL8N7WWbKu23qCK49mWVa1CTPprg5nA4cCc4Gj0t0f6tqcvVcyfkrnBm333jCNfd/zHAD7vuc57rl+GgAP3jyVmTu2M2tuOwCbTO2koRHGtnSzw34rABgzNthq53Zan03+J7/0sRZ2fE0bADvst4J7bpg2HB8r07baLscj905i7ZpGursauH/hFPY78Hne+r5n+NVPZtOZT35MVryY/BlFQHNLFw2N3Ywd101nXuRWZbeIH6GyH1Zf1ndbu/JolmXVnG29F7AoIh6PiA7gMpL12kadlcvHMnmL5H/kk7fI89Ly5BfrsidakOCsD+zEGW/ZjQXnbbwmcW5FI/f9cdq6hHHWK9u569rpANx93aasWTWGVa3ZTUyGw5OPTWDnPdqYODnPuOYu5r3uBaa/bC1bbr2anXZfwQ8uWci3f3oXc3ZaCcAtN2zGmtWNXPKnv3PR9X/nNxfNZtXKrFZiqr+3tY0chcrj5Jas/n03M6hut3VvOz3sXcX3G3G6OsWiOyZx2tV3M7almx8ctTNb77yKHV+7In0dfnLKDhzw4SVsNnstAO/50r+57L+247Zfbc4r9l7JlJetpbHRaxlX09NPTOBXF8zmjPl3s2Z1I088sgldXaKxMdhkUp5PHbMH2+/8Eqd97wE+cug+7LDzSrq7xfsP3I9NJnXy3Qvv4u7bpvLs4ux1W1u2tLZ30NLUSHNT48Anm9moVc3ksaQdHdLtyI4H2HJmfS47OWl6Byuea2LyFnlWPNfExOlp186MtczZZwWbTEu6uXc+oJWn7t9kXfJ4yalz2HzbNRx43Pq1iqds0cEJ8x8GYE17A/+8dlNaJnVh1XX9b7fk+t9uCcCxH/8Xy59rZqttc/z9j5sB4tH7JxEBk6bm2f+ty7jzlml0dTaw4sWxPHj3ZObs9FJmk0d3P2eHtyY0M6hut3VfOz1sICLmR8S8iJg3bVp9Jo+7vOlFbv3NFgDc+pst2OWgFwGY+4ZWnnloAh2rG+jqhMf+MZkZc3IA/O67s1n9UiNHfPnxDe616sUxdHcnz687eyv2e+9zw/dBMqwwGWazl61hvzct5y/Xbs5tf5rOrnu3AjBz6xxjmoKVrU0sWzoubQ/GtXSx4y4refqJ8TWMvnaGYG9rqyNtuQ7PtDazqlYe7wDmpLs8PAMcCRxdxfcbFuefsgOP3jqZVa1jOHXvPXn7p57i4I8t5scf25G//XILpm25luPPTSqHEyZ38aaPPsM3374rEux0QCuvOrCV1qVjufZHs3nZy3N84627AbD/B5fy2qOe45FbJ3Pld7ZBgjl7reDIr/2rhp82O774/fuZNCVPZ6c454w5rFrZxPW/ncEnv/Yw51xxO5158f0vvhIQv790Jp/6+sOc+9vbkeCGK2fw70c3qfVHqI1IJhBZNrTmOjzT2syqlzxGRKekk4EFJEv1XBARD1Tr/YbLR//3kV7bP3Xp/b227/3u59n73c9v0DZ1RgfnPXlLr+fv8dYX2OOtL1QWpA3a5z+0+0ZtnZ0NfO+0jRcIWLN6DN/8jNeaLvA6j9nRlsszY0o2h2eY2XpVncYbEdcA11TzPczMbHi05jo85tHMvMOMmZUv8ISZrOjuDlasznuNRzNz8mhmlfDEl6xYuSZPd3hrQjNz8mhmFfKEmWxoLWxN6G5rs8yrz7VxzMxsWHlrQjMrcOXRzCriMY/Z0JYmj1NceTTLPCePZla2CCePWdHaXui2duXRLOucPJpZRTxhJhvcbW1mBU4ezawinjCTDW25PA2Cic3+Z8Ms6zxhxsysDJIm1DqG4dSa7mvd0OBKs1nWOXk0s4pEqOxHPZK0n6QHgYfS410lnVPjsKquLZf3ZBkzA5w8mlkFgvITx3pNHoEfAAcDLwBExD3A62sa0TBItib0eEczc/JoZhWKCh71KiKe7tHUVZNAhlFrLu8Fws0McPJoZpWI7HVbA09L2g8ISWMlfZa0C3s0a0vHPJqZOXk0MxucE4CTgJnAYmA34GO1DGg4JN3WrjyamZfqMbNK1XP/c3l2iIhjihskvQb4W43iqbo1+S7W5LtdeTQzwJVHM6tQBrut/7fEtlGjLefdZcxsPVcezawiWVkkXNK+wH7AZpI+XfTSJKCxNlENj/W7y7jb2sycPJqZlWossAnJ782JRe0rgcNrEtEwKSSP7rY2M3DyaGYVCKjn7udBiYi/AH+RdGFEPFnOPSQdAvyQpFJ5fkR8q5dz9gfOBJqA5RHxhnJjHirruq0nuPJoZk4ezawSAWQkeSySk/RdYCegudAYEW/s7yJJjcDZwEEks7TvkHRVRDxYdM4U4BzgkIh4StLmVYh/0NZVHltceTQzT5gxswpFlP+oU5cADwPbAv8N/Bu4o4Tr9gIWRcTjEdEBXAYc1uOco4ErIuIpgIhYNlRBV6JQefT2hGYGTh7NrFLZ22Jm04j4CZCPiL9ExEeAfUq4biZQvDPN4rSt2PbAVEk3SbpT0gd7u5Gk4yUtlLTw+eefL+czDEprewctTY00N43qeUFmViJ3W5uZDU4+/bpU0luBJcCsEq7rrX+/Zwo9BtgDOBBoAW6VdFtEPLrBRRHzgfkA8+bNq3oa7q0JzayYk0czq0Bdr9dYrq9Lmgx8hmR9x0nAJ0u4bjGwVdHxLJLEs+c5yyOiHWiXdDOwK/AoNeStCc2smLutzawyGeu2jojfR8SKiLg/Ig6IiD2AF0u49A5gjqRtJY0FjgSu6nHO74DXSRojaTywNyNg3+zWXIdnWpvZOq48mln5IjtL9aSzpd9LMk7xuoi4X9LbgP8k6WJ+dX/XR0SnpJOBBSRL9VwQEQ9IOiF9/byIeEjSdcC9QDfJcj73V+9TlaYtl2fGlJZah2FmI4STRzOz0vyEpNv5duAsSU8C+wKnRsSVpdwgIq4BrunRdl6P4+8C3x2KgIdKa67DYx7NbB0nj2ZWmTrtfi7DPGCXiOiW1AwsB14REc/WOK6q6u4OVqzOe19rM1vHyaOZVSgb3dZAR0R0A0TEGkmPjvbEEWDlmjzd4a0JzWy9PpNHSf9LPzWFiPh4VSIys/qSncrjjpLuTZ8LeHl6LCAiYpfahVY9rYWtCd1tbWap/iqPC4ctCjOrX9lJHl9Z6wBqobA1obutzaygz+QxIi4qPpY0IV17zMwscyLiyVrHUAtthX2tXXk0s9SA6zxK2lfSg6RrjUnaVdI5VY/MzEa+AELlP2zEa20vdFu78mhmiVIWCT8TOBh4ASAi7gFeX8WYzKyORJT/sJHP3dZm1lNJO8xExNM9mrqqEIuZ1aOM7TADIKlF0g61jmM4tOXyNAgmNntxDjNLlJI8Pi1pPyAkjZX0WUbAdllmNkJkrNta0tuBu4Hr0uPdJPXcZnDUaE33tW5oqM8/LzMbeqUkjycAJ5FsyfUMsFt6bGaWRV8B9gLaACLibmCbmkVTZW25vCfLmNkGBuyHiIjlwDHDEIuZ1SHVcfdzmTojYoWUjUpcsjWhxzua2XqlzLbeTtLVkp6XtEzS7yRtNxzBmdkIV8l4x/pNOu+XdDTQKGlOuqHC32sdVLW05vJeINzMNlBKt/UvgMuBGcCWwK+AS6sZlJnViwrGO9bpmEfgFGAnYC3J78cVwCdrGVA1taVjHs3MCkqZPqeI+FnR8c8lnVytgMzMRrgdIuKLwBdrHchwSLqtXXk0s/X6rDxKmiZpGvBnSadK2kbS1pI+D/xh+EI0sxGtyt3WkqZI+rWkhyU9lG5cME3SDZIeS79OLTr/NEmLJD0i6eCi9j0k3Ze+dpbKH7T4/TSWr0naqcx71IU1+S7W5LtdeTSzDfTXbX0nyf7W7wP+A/gzcBNwIvDhqkdmZvWh+mMefwhcFxE7AruSLBV2KnBjRMwBbkyPkTQXOJKkW/kQ4BxJjel9zgWOB+akj0PK+rgRBwD7A88D89OE9Evl3Guka8t5dxkz21ifyWNEbBsR26Vfez48YcbMElVMHiVNItnR6icAEdEREW3AYcBF6WkXAe9Mnx8GXBYRayPiCWARsJekGcCkiLg1IgK4uOiawX/kiGcj4iySpczuBk4v914j2frdZdxtbWbrlbRlgKSdgblAc6EtIi6uVlBmVicKe1tXz3YkFb6fStqVpEfkE8AWEbEUICKWSto8PX8mcFvR9YvTtnz6vGf7oEl6JUmPzOEk27ZeBnymnHuNdIXk0d3WZlZswORR0pdJumjmAtcAhwK3kPzP3cysEtMlLSw6nh8R84uOxwC7A6dExD8k/ZC0i7oPvWWy0U97OX5KsuLEmyNiSZn3qAvruq0nuPJoZuuVUnk8nGSc0T8j4sOStgDOr25YZlYvKlwkfHlEzOvn9cXA4oj4R3r8a5Lk8TlJM9Kq4wxgWdH5WxVdPwtYkrbP6qV90CJin3Kuq0frKo8trjya2XqlrPO4OiK6gc50/NEykq4kM7OqjnmMiGeBpyXtkDYdCDwIXAUcm7YdC/wufX4VcKSkcZK2JZkYc3vaxf2SpH3SWdYfLLqmJJIuT7/eJ+neosd9ku4dzL3qRaHy6O0JzaxYKZXHhZKmAD8mGW+0Cri9mkGZmRU5BbhE0ljgcZLVHhqAyyUdBzwFHAEQEQ+kSd6DQCdwUkR0pfc5EbgQaAGuTR+D8Yn069vK/yj1pbW9g5amRpqbGgc+2cwyo5S9rT+WPj1P0nUkMxZH5f+yzWzwqr23dUTcDfTWtX1gH+efAZzRS/tCYOcK4liaPv1YRHyh+DVJ3wa+sPFV9c1bE5pZb/pMHiXt3t9rEXHXUAfz5H0TOWHr1w71bW2YLFjyp1qHYGXa6+CXah1CPTmIjRPFQ3tpq3vemtDMetNf5fF/+nktgDcOcSxmVo/qd4/qQZF0IvAxYLseYxwnAn+rTVTV1Zrr8ExrM9tIn8ljuouCmVnfBrdTTL37Bck4yW+y4XJBL0XEi7UJqbracnlmTGmpdRhmNsKUtEi4mVmfspM8RkT8W9JJPV+QNG00JpCtuQ6PeTSzjTh5NDMrzS9IZlrfycYLjwejbAmz7u5gxeq897U2s404eTSzilR7tvVIERFvS79uW+tYhsPKNXm6w1sTmtnGBlwkXIn3Szo9PZ4taa/qh2ZmdaGKi4SPRJJeI2lC+vz9kr4vaXat4xpqrYWtCd1tbWY9lLLDzDnAvsBR6fFLwNlVi8jM6kvGkkfgXCAnaVfg88CTwM9qG9LQK2xN6G5rM+uplORx74g4CVgDEBGtgH+bmBmKyh51qjMiAjgM+GFE/JBkuZ5Rpa2wr7Urj2bWQyljHvOSGknrBJI2A7qrGpWZ2cj1kqTTgA8Ar0t/P466DKu1vdBt7VqBmW2olMrjWcBvgc0lnQHcAnyjqlGZWf0Ilf+oT+8D1gIfiYhngZnAd2sb0tBzt7WZ9aWUva0vkXQnyT6yAt4ZEQ9VPTIzqw/12/1cloh4VtIlwJ6S3gbcHhEX1zquodaWy9MgmNjsRTnMbEOlzLaeDeSAq4GrgPbROLPQzMqTtTGPkt4L3A4cAbwX+Iekw2sb1dBrTfe1bmio2wqxmVVJKf+l/APrF8RtBrYFHgF2qmJcZlYv6jQJrMAXgT0jYhmsGwf+R+DXNY1qiLXl8p4sY2a9KqXb+lXFx5J2B/6jahGZmY1sDYXEMfUCpY0fryvJ1oQe72hmGxv0YJaIuEvSntUIxszqTB13P1fgOkkLgEvT4/cB19QwnqpozeWZOaW51mGY2Qg0YPIo6dNFhw3A7sDzVYvIzOpLxpLHiPicpHcDryUZzjM/In5b47CGXFuug522nFTrMMxsBCql8li8+G0nyRjI31QnHDOrOxlJHiXNAb4HvBy4D/hsRDxT26iqJ+m29phHM9tYv8ljuvjtJhHxuWGKx8xspLoAuBi4GXg78L/Au2saUZWsyXexJt/NFI95NLNe9Jk8ShoTEZ3pBBkzs15laMzjxIj4cfr8EUl31TSaKvIC4WbWn/4qj7eTjG+8W9JVwK+A9sKLEXFFlWMzMxtJmiW9mmScI0BL8XFEjJpksi1X2JrQ3dZmtrFSxjxOI1mK4o2sX+8xACePZpaZMY/AUuD7RcfPFh0Hye/IUaFQeXS3tZn1pr/kcfN0pvX9rE8aC7Lzz4WZ9S1DS/VExAG1jmG4rKs8TnDl0cw21l/y2AhswoZJY0FG/rkwM8uedZXHFlcezWxj/SWPSyPiq8MWiZnVJ/9XctQpVB69PaGZ9aa/5LG3iqOZ2YacPI46re0dtDQ10tzUWOtQzGwE6m8/1gOHLQozq0siGfNY7qMeKfF+Saenx7Ml7VXruIZSay7vmdZm1qc+k8eIeHE4AzGzOhUVPOrTOcC+wFHp8UvA2aVcKOkQSY9IWiTp1H7O21NSl6TDKw938NpyHZ5pbWZ96q/yaGZmG9s7Ik4C1gBERCswYKaV7th1NnAoMBc4StLcPs77NrBgKIMejNZch2dam1mfnDyaWfkq6LKu125rIJ8meAEgaTOgu4Tr9gIWRcTjEdEBXAYc1st5pwC/AZYNUbyD1pbLu/JoZn1y8mhmlclet/VZwG9J1sI9A7gF+EYJ180Eni46Xpy2rSNpJvAu4Lz+biTpeEkLJS18/vnnBxN7SVpzHR7zaGZ9KmWHGTOzvtVvEliWiLhE0p0kkwoFvDMiHirh0lLWzD0T+EJEdEl9L3gREfOB+QDz5s0b0j+B7u5gxeq897U2sz45eTQzGwRJs4EccHVxW0Q8NcCli4Gtio5nAUt6nDMPuCxNHKcDb5HUGRFXVhp3qVauydMd3prQzPrm5NHMKlLHYxfL9QfWb9naDGwLPALsNMB1dwBzJG0LPAMcCRxdfEJEbFt4LulC4PfDmThCskwP4G5rM+uTk0czq0zGkseIeFXxsaTdgf8o4bpOSSeTzKJuBC6IiAcknZC+3u84x+FS2JrQ3dZm1hcnj2ZWvvqe+DIkIuIuSXuWeO41wDU92npNGiPiQ5VHN3hthX2tXXk0sz44eTSzimSt21rSp4sOG4DdgaGf8lwjre2FbmtXHs2sd04ezcwGZ2LR806SMZC/qVEsQ87d1mY2ECePZlaZDFUe08XBN4mIz9U6lmppy+VpEExs9j8PZtY7/3Yws4pkpdta0ph00svutY6lmlrTfa0bGvpeZ9LMss3Jo5lVJiPJI3A7yfjGuyVdBfwKaC+8GBFX1CqwoZRsTejJMmbWNyePZla+bM62nga8ALyR9es9BjAqksdka0KPdzSzvjl5NDMrzebpTOv7WZ80FoyaFLo1l2fmlOZah2FmI5iTRzMrm+h9w+ZRqhHYhNL2qK5bbbkOdtpyUq3DMLMRzMmjmVVm1KRNA1oaEV+tdRDVlnRbe8yjmfXNyaOZVSQrs63JQJF1Tb6LNflupnjMo5n1o6HWAZiZ1YkDax1AtXmBcDMrhSuPZlaZjFQeI+LFWsdQbW25wtaE7rY2s745eTSzymQkecyCQuXR3dZm1h8nj2ZWvsjUmMdRb13lcYIrj2bWNyePZlYZJ4+jxrrKY4srj2bWN0+YMTMzYH3l0dsTmll/nDwOoYaG4OzrH+GrFz0OwOve1sb8Pz/MtYvvYc4uuXXnjWnq5jM/eIrzbnyEc294hF32XVWrkDPlfz61Fe991U4cf8AO69puvnoy/2//HThk5q48ek/LuvaVLzbyucNfzmGveBU/+s+Z69pzqxo48U07rHscsdPOnHt68vqyxU187vCX87GDtueEA3fg9hsnDt+HqyFF+Y+S7i81SvqnpN+nx9Mk3SDpsfTr1KJzT5O0SNIjkg4uat9D0n3pa2dJGvXL7pSjtb2DlqZGmpsaax2KmY1gVUseJV0gaZmk+6v1HiPNOz+6nKcfW7+t178fbuarH92G+26bsMF5hx6TTNo84cAdOPXI7Tj+y0uQB45V3Zvf9yJnXPL4Bm3b7LiG08//N6/ap32D9rHNwbGfe5b/d/qSDdrHb9LNuX98ZN1j81kdvPYtbQD84odb8Pq3t3HODY9y2rn/5kenbVXVzzNiRAWP0nwCeKjo+FTgxoiYA9yYHiNpLnAksBNwCHCOpEIWdC5wPDAnfRwy6M+ZAa25vGdam9mAqll5vJAM/YKePqODvQ5cybW/mLau7elFzSz+18Z7xM7efg3//GtSlVrxQhOrVjSy/a6rhy3WrHrVPu1MnNq1QdvsOWvZ6hVrNzq3eXw3O+/dzthxfWc4zzw+lrblY9h57yTxlCD3UpKrtK9sZNoW+SGMfuSqZuVR0izgrcD5Rc2HARelzy8C3lnUfllErI2IJ4BFwF6SZgCTIuLWiAjg4qJrrEhbrsMzrc1sQFVLHiPiZmDUr4tWcMJ/L+H8r88gugfuDXv8gRb2PXgFDY3BFlutZc4uOTbbsmMYorSh9Ocrp/KGd7RR6AB9/2ee5U9XTOWYPebyXx/YjpPOWFzbAOvDdEkLix7H93j9TODzQHdR2xYRsRQg/bp52j4TeLrovMVp28z0ec9266E11+GZ1mY2IM+2HgJ7v2klbcvHsOi+8SWNX1xw2TRmz1nDj657lGWLx/Lgwgl0dXkIVr35y++m8vn/fXLd8U1XTuWg977I4Sc8z4MLx/OdU7bm//78MA2jeWTx4Lqfe7M8Iub19oKktwHLIuJOSfuXcK/efoiin3broS2XZ8aUloFPNLNMq3nymFYajgdoZnyNoynP3D3b2efNK9nzwAcZOy4YP7GLz//vk3znlK17Pb+7S/zfV9YXPn5w1WM88/i44QrXhsC/Hmimqwvm7LJ+uMF1l05bN6Zy7rwcHWvFyhfHMGV6Z63CHB7VS8NeA7xD0luAZmCSpJ8Dz0maERFL0y7pZen5i4HigaazgCVp+6xe2q2H1lyHxzya2YBqXhOJiPkRMS8i5jVRnwnUT785g/fPm8uxe8/lmyduzT23bNJn4ggwrqWbcS3J2LvdX/8SXZ3iqcc2HhtpI9dNV05l/8PaNmjbfGaeu29JxrI+9dg4OtY2MHnT0Z04iuqNeYyI0yJiVkRsQzIR5k8R8X7gKuDY9LRjgd+lz68CjpQ0TtK2JBNjbk+7tl+StE86y/qDRddYqrs7WLE6732tzWxANa88jmb7HbKCj339GSZv2snXfvYE/3qgmS8e/XKmbNrJGZc+TnTDC8828Z1TZtc61Ez45olbc++tm7DixTEcs8dcPvCZZ5k4tYtzvjSTFS+M4b8+sB0v32k137g0qR5+cK+5tK9qoLND3LpgMt+49F9svX0yuebmq6fwtZ9tOHP7+C8/w5mf3YorfrwZAj77g6fIxIIww98B/C3gcknHAU8BRwBExAOSLgceBDqBkyKiMEPqRJJJfC3AtenDiqxck6c7vDWhmQ1MyeTDKtxYuhTYH5gOPAd8OSJ+0t81kzQt9taBVYnHqm/BkrtrHYKVaa+Dn2bhPWsGnepO2Gyr2PGdny77fe86/9N39jXm0Uozb968WLhwYcX3eWJ5Owd87ya+/95deffuswa+wMxGNUl9/n6uWuUxIo6q1r3NbORQlf4DasOrsDWhu63NbCDutjaz8lU+29pGiLbCvtaeMGNmA3DyaGYV8eZIo0Nre7KovSuPZjYQJ49mVhknj6OCu63NrFQ1X6rHzMxqry2Xp0Ewsdk1BTPrn39LmFlF3G09OrSm+1o3NGRhfSkzq4STRzOrjJPHUaEtl/dkGTMriZNHMytfCTvFWH1Itib0eEczG5jHPJqZGa25vPe1NrOSOHk0s8pEBQ8bMdrSMY9mZgNxt7WZlU2423q0SLqtXXk0s4E5eTSzynh7wrq3Jt/Fmny3K49mVhInj2ZWEVce658XCDezwfCYRzOzjFu/NaG7rc1sYK48mln5PPFlVGhbnVQe3W1tZqVw8mhmFVF3rSOwSrXlksqjFwk3s1I4eTSzyrjyWPc85tHMBsPJo5lVxBNm6p8rj2Y2GJ4wY2aWca3tHbQ0NdLc1FjrUMysDrjyaGblC7zO4yjgrQnNbDCcPJpZRdxtXf+8NaGZDYaTRzOrjJPHutea62DqBFcezaw0HvNoZpZxbbm8K49mVjJXHs2sbMLd1qNBa67DYx7NrGROHs2sfBGeMFPnuruDFavzXuPRzErmbmszq4ii/EfWSDpE0iOSFkk6tZfXj5F0b/r4u6Rdqx3TyjV5usNbE5pZ6Vx5NLPKZDAJLIekRuBs4CBgMXCHpKsi4sGi054A3hARrZIOBeYDe1czrtZ0gXB3W5tZqVx5NDMbHnsBiyLi8YjoAC4DDis+ISL+HhGt6eFtwKxqB+WtCc1ssJw8mllF3G1dspnA00XHi9O2vhwHXFvViEjWeARvTWhmpXO3tZmVL4Du7GWBZVIvbb1+8yQdQJI8vraP148HjgeYPXt2RUG1the6rV15NLPSuPJoZpWJCh7ZshjYquh4FrCk50mSdgHOBw6LiBd6u1FEzI+IeRExb7PNNqsoKHdbm9lgOXk0s4q427pkdwBzJG0raSxwJHBV8QmSZgNXAB+IiEeHI6i2XJ4GwcRmd0SZWWn828LMbBhERKekk4EFQCNwQUQ8IOmE9PXzgNOBTYFzJAF0RsS8asbVmu5r3dDQW6+6mdnGnDyaWWW8SHjJIuIa4JoebecVPf8o8NHhjCnZmtCTZcysdE4ezawiGex+HlWSrQk93tHMSucxj2ZWvkomyzjpHBFac3kvEG5mg+Lk0cwsw9rSMY9mZqVyt7WZlU2APOaxriXd1q48mlnpnDyaWWW6ax2AlWtNvos1+W5XHs1sUJw8mllFXHmsX14g3MzK4eTRzMrniS91bf3WhO62NrPSecKMmVlGtaWVR3dbm9lguPJoZhUILxJex9pWJ5VHLxJuZoPh5NHMKuJFwuuXxzyaWTmcPJpZZVx5rFttOVcezWzwnDyaWfkC5KV66lZrewctTY00NzXWOhQzqyOeMGNmllHemtDMyuHKo5lVxt3WdctbE5pZOZw8mlllnDvWrdZcB1MnuPJoZoPj5NHMKuIdZupXWy7PjCkttQ7DzOqMxzyamWVUa67DYx7NbNBGVOXxJVqX/zF+/WSt46iS6cDyWgdRTY0zah1BVY32P7+ty76yipVHSVsBFwMvA7qB+RHxQ0nTgF8C2wD/Bt4bEa3pNacBxwFdwMcjYkHavgdwIdACXAN8IiK7ZdPu7mDF6rzXeDSzQRtRyWNEbFbrGKpF0sKImFfrOKw8/vPrQ5CkdNXTCXwmIu6SNBG4U9INwIeAGyPiW5JOBU4FviBpLnAksBOwJfBHSdtHRBdwLnA8cBtJ8ngIcG1Vox/BVq7J0x3emtDMBs/d1mZWNhEoyn8MJCKWRsRd6fOXgIeAmcBhwEXpaRcB70yfHwZcFhFrI+IJYBGwl6QZwKSIuDWtNl5cdE0mtaYLhLvb2swGa0RVHs2sDg1Tz6+kbYBXA/8AtoiIpcnbx1JJm6enzSSpLBYsTtvy6fOe7ZnlrQnNrFxOHofP/FoHYBXxn191TJe0sOh4fkRs9L2WtAnwG+CTEbFSUl/36+2F6Kc9s9rS5NFbE5rZYDl5HCa9/YNo9cN/fv2orPK4fKCxpJKaSBLHSyLiirT5OUkz0qrjDGBZ2r4Y2Kro8lnAkrR9Vi/tmdXaXui2duXRzAbHYx7NrHyFCTPlPgagpMT4E+ChiPh+0UtXAcemz48FflfUfqSkcZK2BeYAt6dd3C9J2ie95weLrskkd1ubWblceTSzilR5kfDXAB8A7pN0d9r2n8C3gMslHQc8BRwBEBEPSLoceJBkpvZJ6UxrgBNZv1TPtWR4pjUkC4Q3CCY2+58BMxsc/9YYBpIOAX4INALnR8S3ahySlUjSBcDbgGURsXOt4xmRqpg8RsQt9D5eEeDAPq45Azijl/aFgP8MU63pvtYNDX2OHzUz65W7ratMUiNwNnAoMBc4Kl2LzurDhSTrAZqNKm25vCfLmFlZnDxW317Aooh4PCI6gMtI1qKzOhARNwMv1jqOkSuSymO5D6uZZGtCj3c0s8Fz8lh9M4Gni44zv76cjSKBk8c61ZrLe4FwMyuLk8fq8/pyNrpVcba1VU9bOubRzGywnDxWX1/rzpmZ1UzSbe3Ko5kNnmdbV98dwJx0zblngCOBo2sbktnQqfJSPVYFa/JdrMl3u/JoZmVx5bHKIqITOBlYADwEXB4RD9Q2KiuVpEuBW4EdJC1O1xW0Yh7zWHe8QLiZVcKVx2EQEdcA19Q6Dhu8iDiq1jGMaAF0OwmsN+u3JnS3tZkNnpNHM6uAK4j1qC2tPLrb2szK4W5rM7OMaVudVB69SLiZlcOVRzOrjCuPdcdjHs2sEk4ezawyTh7rTlvOlUczK5+TRzMrnyfM1KXW9g5amhppbmqsdShmVoc85rFOSeqSdLek+yX9StL4Cu51oaTD0+fnS5rbz7n7S9qvjPf4t6Tppbb3OGfVIN/rK5I+O9gYrRwB0V3+w2rCWxOaWSWcPNav1RGxW0TsDHQAJxS/KKmskkJEfDQiHuznlP2BQSePZjZyeGtCM6uEk8fR4a/AK9Kq4J8l/QK4T1KjpO9KukPSvZL+A0CJH0l6UNIfgM0LN5J0k6R56fNDJN0l6R5JN0rahiRJ/VRa9XydpM0k/SZ9jzskvSa9dlNJ10v6p6T/o/c9vjcg6UpJd0p6QNLxPV77nzSWGyVtlra9XNJ16TV/lbTjkHw3bXC8SHjdac11MHWCK49mVh6PeaxzksYAhwLXpU17ATtHxBNpArYiIvaUNA74m6TrgVcDOwCvArYAHgQu6HHfzYAfA69P7zUtIl6UdB6wKiK+l573C+AHEXGLpNkkO+m8EvgycEtEfFXSW4ENksE+fCR9jxbgDkm/iYgXgAnAXRHxGUmnp/c+GZgPnBARj0naGzgHeGMZ30Yrl8c81qW2XJ4ZU1pqHYaZ1Sknj/WrRdLd6fO/Aj8h6U6+PSKeSNvfDOxSGM8ITAbmAK8HLo2ILmCJpD/1cv99gJsL94qIF/uI403AXGldYXGSpInpe7w7vfYPklpL+Ewfl/Su9PlWaawvAN3AL9P2nwNXSNok/by/KnrvcSW8hw01VxDrTmuuw2MezaxsTh7r1+qI2K24IU2i2oubgFMiYkGP895CUjPqj0o4B5KhD/tGxOpeYik5q5C0P0kium9E5CTdBDT3cXqk79vW83tgZv3r7g5WrM57jUczK5vHPI5uC4ATJTUBSNpe0gTgZuDIdEzkDOCAXq69FXiDpG3Ta6el7S8BE4vOu56kC5n0vN3SpzcDx6RthwJTB4h1MtCaJo47klQ+CxqAQvX0aJLu8JXAE5KOSN9DknYd4D2sGjzmsa6sXJOnO7w1oZmVz8nj6HY+yXjGuyTdD/wfSbX5t8BjwH3AucBfel4YEc+TjFO8QtI9rO82vhp4V2HCDPBxYF46IedB1s/6/m/g9ZLuIuk+f2qAWK8Dxki6F/gacFvRa+3ATpLuJBnT+NW0/RjguDS+B4DDSvie2JCqIHF08lgTrekC4e62NrNyKfwL3MzKNLlp89hv+hFlX3/ds+fcGRHzhjCkzJk3b14sXLiw5PPveqqVd5/zd376oT05YMfNB77AzDJJUp+/nz3m0cwq4/+A1pW2dF9rb01oZuVyt7WZWYa0the6rT3m0czK48qjmVXGlce60ppWHp08mlm5XHk0swpEskh4uY+MSXdtekTSIkmn9vK6JJ2Vvn6vpN2HOoa2XJ4GwcRm1w7MrDz+7WFm5QuI6K51FHUh3W/+bOAgYDHJLkpX9dhL/lCSxfHnAHuTrIaw91DG0Zrua93QMOCOoWZmvXLl0cxseOwFLIqIxyOiA7iMjZeXOgy4OBK3AVPStViHTFsu78kyZlYRVx7NrDIZ7H4u00zg6aLjxWxcVeztnJnA0uKT0n3rjweYPXv2oIJ4+eabMHWCk0czK5+TRzOrjCfMlKq3fuKe37xSziEi5gPzIVnncTBBfPqg7QdzupnZRpw8mln5IqDbYx5LtBjYquh4FrCkjHPMzGrKYx7NrDLenrBUdwBzJG0raSxwJHBVj3OuAj6YzrreB1gREUt73sjMrJZceTQzGwYR0SnpZGAB0AhcEBEPSDohff084BrgLcAiIAd8uFbxmpn1xcmjmVUk3G1dsoi4hiRBLG47r+h5ACcNd1xmZoPh5NHMKpDJ7mczs0xz8mhm5Qu8VI+ZWcY4eTSzyniHGTOzTPFsazMzMzMrmSuPZla2AMLd1mZmmeLk0czKF+FuazOzjHHyaGYVceXRzCxbPObRzMzMzErmyqOZVcbd1mZmmaLwAr9mViZJ1wHTK7jF8og4ZKjiySJJzwNPDvKy6cDyKoRTC/4sI89o+RyQ7c+ydURs1tsLTh7NzDJG0sKImFfrOIaCP8vIM1o+B/iz9MVjHs3MzMysZE4ezczMzKxkTh7NzLJnfq0DGEL+LCPPaPkc4M/SK495NDMzM7OSufJoZmZmZiVz8mhmNkpJOkTSI5IWSTq1l9cl6az09Xsl7V6LOAdSwuc4Jo3/Xkl/l7RrLeIsxUCfpei8PSV1STp8OOMbjFI+i6T9Jd0t6QFJfxnuGEtVwt+xyZKulnRP+lk+XIs4ByLpAknLJN3fx+tD8jPv5NHMbBSS1AicDRwKzAWOkjS3x2mHAnPSx/HAucMaZAlK/BxPAG+IiF2ArzFCx6mV+FkK530bWDC8EZaulM8iaQpwDvCOiNgJOGK44yxFiX8uJwEPRsSuwP7A/0gaO6yBluZCoL+1c4fkZ97Jo5nZ6LQXsCgiHo+IDuAy4LAe5xwGXByJ24ApkmYMd6ADGPBzRMTfI6I1PbwNmDXMMZaqlD8TgFOA3wDLhjO4QSrlsxwNXBERTwFExEj9PKV8lgAmShKwCfAi0Dm8YQ4sIm4mia0vQ/Iz7+TRzGx0mgk8XXS8OG0b7Dm1NtgYjwOurWpE5Rvws0iaCbwLOG8Y4ypHKX8u2wNTJd0k6U5JHxy26AanlM/yI+CVwBLgPuATEXW5N+uQ/Mx7b2szs9FJvbT1XF6jlHNqreQYJR1Akjy+tqoRla+Uz3Im8IWI6EqKXCNWKZ9lDLAHcCDQAtwq6baIeLTawQ1SKZ/lYOBu4I3Ay4EbJP01IlZWObahNiQ/804ezcxGp8XAVkXHs0iqJoM9p9ZKilHSLsD5wKER8cIwxTZYpXyWecBlaeI4HXiLpM6IuHJYIixdqX+/lkdEO9Au6WZgV2CkJY+lfJYPA9+KZH3DRZKeAHYEbh+eEIfMkPzMu9vazGx0ugOYI2nbdGD/kcBVPc65CvhgOgNzH2BFRCwd7kAHMODnkDQbuAL4wAisahUb8LNExLYRsU1EbAP8GvjYCEwcobS/X78DXidpjKTxwN7AQ8McZylK+SxPkVRQkbQFsAPw+LBGOTSG5GfelUczs1EoIjolnUwyY7cRuCAiHpB0Qvr6ecA1wFuARUCOpLoyopT4OU4HNgXOSSt2nRExr1Yx96XEz1IXSvksEfGQpOuAe4Fu4PyI6HUJmVoq8c/la8CFku4j6fr9QkQsr1nQfZB0Kcls8OmSFgNfBppgaH/mvcOMmZmZmZXM3dZmZmZmVjInj2ZmZmZWMiePZmZmZlYyJ49mZmZmVjInj2ZmZmZWMiePZmZmgySpS9LdRY9t+jl31RC834WSnkjf6y5J+5Zxj/MlzU2f/2eP1/5eaYzpfQrfl/slXS1pygDn7ybpLUPx3jZ8vFSPmZnZIElaFRGbDPW5/dzjQuD3EfFrSW8GvhcRu1Rwv4pjGui+ki4CHo2IM/o5/0PAvIg4eahjsepx5dHMzKxCkjaRdGNaFbxP0mG9nDND0s1FlbnXpe1vlnRreu2vJA2U1N0MvCK99tPpve6X9Mm0bYKkP0i6J21/X9p+k6R5kr4FtKRxXJK+tir9+sviSmBa8XyPpEZJ35V0h6R7Jf1HCd+WW4GZ6X32kvR3Sf9Mv+6Q7ubyVeB9aSzvS2O/IH2ff/b2fbTa8w4zZmZmg9ci6e70+RPAEcC7ImKlpOnAbZKuig27944GFkTEGZIagfHpuV8C3hQR7ZK+AHyaJKnqy9uB+yTtQbJDyN4ku578Q9JfgO2AJRHxVgBJk4svjohTJZ0cEbv1cu/LgPcB16TJ3YHAicBxJFvZ7SlpHPA3SddHxBO9BZh+vgOBn6RNDwOvT3dzeRPwjYh4j6TTKao8SvoG8KeI+Eja5X27pD+m+2PbCOHk0czMbPBWFydfkpqAb0h6PclWfDOBLYBni665A7ggPffKiLhb0huAuSTJGMBYkopdb74r6UvA8yTJ3IHAbwuJlaQrgNcB1wHfk/Rtkq7uvw7ic10LnJUmiIcAN0fE6rSrfBdJh6fnTQbmkCTOxQpJ9TbAncANRedfJGkOEKRb5vXizcA7JH02PW4GZjMy98TOLCePZmZmlTsG2AzYIyLykv5NkvisExE3p8nlW4GfSfou0ArcEBFHlfAen4uIXxcO0greRiLi0bQq+Rbgm2mFsL9KZvG1ayTdBBxMUoG8tPB2wCkRsWCAW6yOiN3SaufvgZOAs0j2hv5zRLwrnVx0Ux/XC3hPRDxSSrxWGx7zaGZmVrnJwLI0cTwA2LrnCZK2Ts/5MUl37u7AbcBrJBXGMI6XtH2J73kz8M70mgnAu4C/StoSyEXEz4Hvpe/TUz6tgPbmMpLu8NcBhWRxAXBi4RpJ26fv2auIWAF8HPhses1k4Jn05Q8VnfoSMLHoeAFwitIyrKRX9/UeVjtOHs3MzCp3CTBP0kKSKuTDvZyzP3C3pH8C7wF+GBHPkyRTl0q6lySZ3LGUN4yIu4ALgduBfwDnR8Q/gVeRjBW8G/gi8PVeLp8P3FuYMNPD9cDrgT9GREfadj7wIHCXpPuB/2OA3ss0lnuAI4HvkFRB/wY0Fp32Z2BuYcIMSYWyKY3t/vTYRhgv1WNmZmZmJXPl0czMzMxK5uTRzMzMzErm5NHMzMzMSubk0czMzMxK5uTRzMzMzErm5NHMzMzMSubk0czMzMxK5uTRzMzMzEr2/wFoeeS7sytZ4gAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.92      0.94     11597\n",
+      "           1       0.92      0.96      0.94     11597\n",
+      "\n",
+      "    accuracy                           0.94     23194\n",
+      "   macro avg       0.94      0.94      0.94     23194\n",
+      "weighted avg       0.94      0.94      0.94     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('rbf_kernel_svm_clf_over', rbf_kernel_svm_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8651102464332037\n",
+      "F1 Score: 0.2517985611510791\n",
+      "Recall Score: 0.3783783783783784\n",
+      "Precision Score: 0.18867924528301888\n",
+      "ROC AUC: 0.6372747359294445\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.90      0.93      2899\n",
+      "           1       0.19      0.38      0.25       185\n",
+      "\n",
+      "    accuracy                           0.87      3084\n",
+      "   macro avg       0.57      0.64      0.59      3084\n",
+      "weighted avg       0.91      0.87      0.89      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('rbf_kernel_svm_clf_over', rbf_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 228,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Sigmoid Kernel\n",
+    "sigmoid_kernel_svm_clf = make_pipeline(StandardScaler(), SVC(kernel='sigmoid'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('svc', SVC(kernel='sigmoid'))])"
+      ]
+     },
+     "execution_count": 229,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sigmoid_kernel_svm_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 230,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.727429507631284\n",
+      "F1 Score: 0.7273119392684609\n",
+      "Recall Score: 0.7269983616452531\n",
+      "Precision Score: 0.7276257875204971\n",
+      "ROC AUC: 0.727429507631284\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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WwrvD7t5vuvvS/cSzL6ahccexJOJ5APgqcApwJUHr5QfM7JvAl8L7O9ADaK47HIKWzya5+zwzex8YQDArXZJQrwkzItIO1dbVU1y6gVlzyli4ahvdO+Vx+bRRXDZtFMP7dIk6vIym5DFac4FK4NPAX5qos45g4su+FrQRfLxLN1F7gPh/MYPiP3T3YqA4XOLnp8AfgROaiCfeCIIWvFQ8AKwA7g9bBT/4IBzf+B2CvYxL3b3ezLbxYVd0U13NzXZBm9l1QCeCZ7oB+J+UniALaZ1HEWlvdlTU8Mj81dz36krW7ahkRJ8u/OiTEzh/ynC6dVLa0xr0XYyQu+8wsx8Ct5tZLfAsQTf06cAp7n4DwbjCH5jZfIL/q38I/Kmpa+7HW8B3zGwEwdjB7+77wMwGAkcDLwB7gd1AXSPXeBq4LVxe6FHgc8AE4B9JxgSAu5eZ2UnA+4183B2oJZiZnWdmNxK0PO6zATjDzHISnVFtZmMJEuSTCVpH55nZM+7+VvJPkX0cTXwRkfbh/U27uffVlfxlYTkV1XUcc0AffvypiZx28EBytdROq1LyGDF3/7WZbSCYBPMgwfi7hcDNYZWfEiRKi8Ljx8KyZO71nJn9ObzWZuDnfDgeMYdgEskDBEnqW8BXGrnGFjM7B/gd8HuC1sJz3H1zMjE1uHZTSxMVE0y8WU7QevobPtol/RhwCbDFzMrc/cjm7hPOLv8T8HN33zc7+3vAA2Y2xd2rUnsSERFpC+7OnBVbmDWnjH8t3UhBbg6fmjSEK44bxcQhPaMOr8MyTS4VkWSNPrSb//jxw5I+//Kxcxe6+5RWDCnrTJkyxRcsWBB1GCJtqrKmjifeWsus2StZtmEX/boVcPHRI7nkmJH0794p6vA6BDNr8uezWh5FJGnuaIcZEWkzG3dW8qfXVvGn11ezdU814wd15xfnHcYnDx9CYX5u1OFlDSWPIpICo/5jS2iKiLSukrU7mDW7jKcWraO23jlt/ECuOn40xxzQR0vtREDJo4gkzVHLo4ikR12989ziYKmdeWVb6VqQy8VHj+TyaaMY1a9r1OFlNSWPIiIi0m7srKzh0flruPfVlZRv28vQXp35wScO5vwpw+nZOT/q8IR2ljz265Pro4brL0amWr5Ii65mqkr2UO1VSfX9aJ1HEWkNq7bs4d5XV/LYgnJ2V9Vy1Kje/OATB3P6wQPJy9XPmfakXSWPo4bnM694eNRhSJKmD5kUdQiSpNf9haTOc4x6rfMoIklyd14v28rds8t4fskGcs345OHBUjuHDesVdXjShHaVPIpI5lHLo4i0VFVtHU+9vZ5Zs8tYvH4nvbvkc93JB/HFY0cysEdh1OHJfih5FJGkOdrbWkQSt3l3FQ++tpoHXlvF5t1VjB3YjVs+eyifPmKoltrJIEoeRUREJK0Wr9vJPXPKeOKtdVTX1XPKuP5cdfwBHHdQXy21k4GUPIpICow6rfMoIo2or3f+tXQjd88uY+77W+icn8sFRw3n8uNGcWD/blGHJylQ8igiSVO3tYg0tLuqlr8sCJbaWbmlgsE9C7nxrPFceNRwenUpiDo8aQVKHkUkJWp5FBGANVsruH/uSh6Zv4ZdlbUcMaIX35o+jukTB5GvpXY6FCWPIiIikhR3Z+Gqbdw9u4zi0hhmxtmHDuaK40Zx5IjeUYcnaaLkUUSS5m7qthbJQtW19Tz9znpmzSljUfkOenbO5+oTD+TSY0cypFfnqMOTNFPyKCIp0d7WItlj655qHp63mvvnrmTDzioO6N+Vn376ED575FC6FCilyBb6kxaRpDlQrzGPIh3e8g27uGdOGY+/sZaq2npOGNOPWz53GCeN6U9Ojn4GZBsljyKSAlPLo0gHVV/v/PvdTcyaXcYr726mU14Onz1yGFccN4qxA7tHHZ5ESMmjiIiIfKCiupbH31jLPXPKeG/THgZ078S3p4/joqkj6NNVS+2IkkcRSUGwzqO6rEQ6gnXb93L/3FU8PG81O/bWcNiwnvzuwkmcdchgCvLUwyAfUvIoIimpQ/+piGSyN1cHS+08UxLD3ZlxyCCuPG40k0f21taB0igljyKSNMfU8iiSgWrq6ikqiTFrThlvrt5O98I8rjp+NJceO5JhvbtEHZ60c0oeRSQl9Wp5FMkY2yuqeXjeGu6fu5L1OyoZ1bcL//2piXxu8jC6dVJKIInR3xQREZEO7r1Nu7lnThl/XbiWvTV1TDuwLzedewinjh+gpXakxZQ8ikjS3KFO3dYJM7MZwO+AXOAud7+lwec9gT8BIwh+Pv/S3e9p80ClQ3B3Zq/YzKzZZby4bBMFeTl8etIQrjhuNAcP7hF1eJLBlDyKSEo05jExZpYL3A6cAZQD883sSXdfHFftOmCxu3/SzPoDy8zsQXevjiBkyVCVNXX87c1gqZ3lG3bTr1sn/t/pY7n4mBH069Yp6vCkA1DyKCJJCybMaMxjgqYCK9z9fQAzewQ4F4hPHh3obsEU127AVqC2rQOVzLRhZyUPzF3Fg6+vYltFDRMG9+BX5x/OOYcPplNebtThSQei5FFEpG0MBdbEHZcDRzeo83/Ak8A6oDtwgbvXt014kqneKd/B3bPf5x+L1lPnzhkHD+TK40dz9Og+WmpH0kLJo4ikpE57WyeqsW+UNzieDrwFnAocCDxnZq+4+86PXMjsauBqgBEjRrR+pNLu1dbV89ziDcyaU8b8ldvoWpDLF48dyRXTRjOir5bakfRS8igiSdMOMy1SDgyPOx5G0MIY7wrgFnd3YIWZlQHjgXnxldx9JjATYMqUKQ0TUOnAdlbW8Oj8NdwzZyVrt+9leJ/O/Nc5Ezh/yjB6FOZHHZ5kCSWPIpICjXlsgfnAGDMbDawFLgS+0KDOauA04BUzGwiMA95v0yilXVq5eQ/3vrqSxxasYU91HVNH9+G/zpnAGRMGkquldqSNKXkUkZTUq9s6Ie5ea2ZfBYoJluqZ5e6lZnZN+PmdwE3AvWb2DkE393fcfXNkQUuk3J25729h1uyVvLB0A3k5xicPH8KVx43mkKE9ow5PspiSRxGRNuLuTwNPNyi7M+79OuDMto5L2pfKmjqefHsds2aXsTS2iz5dC/jaKQdxyTEjGdCjMOrwRJQ8ikjytEi4SOvZtKuKP70WLLWzeXc14wd1538/dxifmjSEwnwttSPth5JHEUmJxjyKpKZ03Q5mzV7JU2+vo7quntPGD+DK40cz7cC+WmpH2iUljyKStGCRcP3nJtJSdfXOC0uCpXZee38rnfNzuXDqcC6fNooD+neLOjyRZil5FJGUaMKMSOJ2V9Xy2II13PvqSlZtqWBor8587+zxXDBlBD27aKkdyQxKHkVERNJszdYK7n11JY/OX8Ouqlomj+zNDdPHM33iQPJyNfRDMouSRxFJmhYJF2mauzN/5TZmzS7j2cUxcsz4xGGDueK40Uwa3ivq8ESSpuRRRFKSzgkzZjYO+HNc0QHAD4H7w/JRwErg8+6+LTznu8BVQB1wvbsXh+WTgXuBzgTL5Xw93MlFpFVV19bzj0XrmDWnjJK1O+nVJZ9rTjqQLx47ksE9O0cdnkjKlDyKSPI8vRNm3H0ZMAnAzHIJdmb5G3Aj8IK732JmN4bH3zGzCQQ7t0wEhgDPm9lYd68Dfk+wH/RrBMnjDOCZtAUvWWfL7ioeen0197+2ik27qjhoQDd+9plD+cwRQ+lcoKV2pONQ8igimeI04D13X2Vm5wInh+X3AS8B3wHOBR5x9yqgzMxWAFPNbCXQw93nApjZ/cCnUfIorWBZbBezZpfxt7fWUl1bz0lj+3Pl+aM54aB+5GjrQOmAlDyKSNKcNp1tfSHwcPh+oLuvB3D39WY2ICwfStCyuE95WFYTvm9YLpKU+nrnpeUbmTV7JbNXbKYwP4fzJg/jimmjGDOwe9ThiaSVkkcRSUmK3db9zGxB3PFMd5/ZsJKZFQCfAr67n+s1Fow3Uy7SInuqann8jXLumbOS9zfvYVCPQm6YMY6LjhpB764FUYcn0iaUPIpI0lphtvVmd5+SQL2zgDfcfUN4vMHMBoetjoOBjWF5OTA87rxhwLqwfFgj5SIJWbt9L/e/upKH561mZ2Uthw/rye8unMTZhw4mX0vtSJZR8igiKWmjpXou4sMua4AngcuAW8KvT8SVP2RmvyaYMDMGmOfudWa2y8yOAV4HLgVua4vAJXO5O2+s3s6sOWUUlcQAmHHIIK48bjRHjuilrQMlayl5FJF2zcy6AGcAX44rvgV41MyuAlYD5wO4e6mZPQosBmqB68KZ1gDX8uFSPc+gyTLShJq6ep5+Zz2z5qzk7TXb6VGYx5eOH82l00YxtJeW2hFR8igiSWuLva3dvQLo26BsC8Hs68bq3wzc3Ej5AuCQdMQoHcP2imoemrea+19dRWxnJaP7deWmcyfy2SOH0bWT/rsU2Uf/GkQkJdrbWjJdbEclt/3rXf76RjmVNfUcf1A/fvbZQzh57AAttSPSCCWPIpI81/aEkvm+/Ze3eb1sK5+ZNJQrjh/F+EE9og5JpF1T8igiSdPe1pLptu2p5tX3tnDNSQfw7enjow5HJCNofQEREclazy/ZQF29M2Pi4KhDEckYankUkZSo5VEyWXFpjKG9OnPIUHVViyRKyaOIJK0tZluLpMvuqlpefnczlxw9Ums2irSAkkcRSYkreZQM9dKyjVTX1jPjkEFRhyKSUTTmUUREslJRSYx+3QqYPLJ31KGIZBQljyl4fGZ//uPkcVx9yjj+59qRVFd+2ALz2O/7M33IJHZsyf3IORvL8zn3oEN57Pf9Pyi755ZBXDx5AucedGibxZ7t8jvVc+s/l/P755Yx88WlfPFbwdZjJ5yznZkvLuWZ8rcZc1jFB/UHDqvmyfcWccdzy7jjuWVcf0v5B5/l5dfz9f9dw92vLOGul5dy/Nnb2/pxIlWPJf0SiUplTR0vLt3IGRMGkau1HEVaJK3d1mY2A/gdkAvc5e63pPN+bWnz+nz+fnc//vjSUjp1dn765ZG89ERvzrxgKxvX5vPmy90ZMLT6Y+fd+eOhHHXqro+UHXPGTj51xWauPO7gtgo/69VUGTecfyCVFbnk5jm//vsK5v+rOyuXFvKTL43i+p+Xf+yc9as68ZUzxn2s/KKvb2T75jyuOuFgzJzuves+Vqejcq3zKBlqzorN7KmuU5e1SBLS1vJoZrnA7cBZwATgIjObkK77RaGu1qiqzKGuFqr25tB3YA0Af/jxUK76wToajr9+9ZmeDB5RzcixlR8pP3hyBX0H1rZV2AKAUVkRtArn5Tu5+Y47rFlRSPl7hS260vQLt/LIbQOAYPzfzq3ZNZTY3ZJ+iUSlqCRG98I8jj2g7/4ri8hHpLPbeiqwwt3fd/dq4BHg3DTer031G1zDeddu5ItHTeCiSYfQtXsdk0/exdziHvQbVMOBEz+aIFZW5PDoHQO45JuxiCKWhnJynDueW8afF5Xy5svdWPZm12brDxpRze3PLuMXf13BIVN3A9C1R9DKeNkNMf6veDnf/8NKevWrSXvs7Ucw2zrZl0gUauvqeW7JBk4/eCAFeRq9JdJS6fxXMxRYE3dcHpZ1CLu25zK3uCf3vb6Yh94sobIil+ce683Dtw7k0m+v/1j9+38xiM/8xyY6d62PIFppTH298ZUzxnHx5AmMm1TByHF7m6y7dWMelxx1MNedOY4//HgIN96xmi7d6sjNc/oPqWHx/K58dfpYlizsyn/88ON//iLSfswr28r2ihqmT1SXtUgy0tm/1lizgn+sktnVwNUAI4ZmTnffm690Y9Dwanr1DVqejjt7O8/+uQ+x1QVce3qwxdWm9flcN30ctz69nKVvdmH2P3tx90+HsHtnLpbjFHRyzr1yc5SPIcCenbm8PbcbR52yi1XLOjdap6Y6h5rq4HetFe90Yd3KAoYeUMW7izpTWZHDnGd6AvDKP3oy46ItbRZ7e6DuZ8k0RaUxCvNzOGls//1XFpGPSWe2Vg4MjzseBqxrWMndZwIzAaYcXvix5LK9GjC0hiVvdKGywujU2XlrdneOP2sHv/jLex/UuXTqBG57Zhk9+9bx67+v+KD8gV8OorBrnRLHCPXsU0ttrbFnZy4FhfUcecJuHr19QLP1d23Ppb7eGDSiiqGjq4itLgCM157rwWHTdvP2nO5MOn43q5a3bMxkJtPe1pJp6uud4tIYJ48dQOeC3P2fICIfk87kcT4wxsxGA2uBC4EvpPF+bWr8kRWc8IkdXDd9HLl5zkGH7OWsS5JrcbrrpsG8+PfeVO3N4eLJE5hx0dYPlo6R9OgzsIZv/W41OTmQkwMvP9WT15/vwbQZO/jKT9fSs28tNz1QxnulhXz/Cwdy6DG7ufTbMepqjbp649Ybh7Fre/DP5+6fDuaG21ZzzX+vY8eWPH71jeH7uXsH4sGMa5FM8Vb5djbsrNIsa5EUmKfxJ7+ZnQ38lmCpnlnufnNz9accXujzirPoP94OZvqQSVGHIEl63V9gp29tcRNi1zGDffytVyZ93zfO/tlCd5+S9AWEKVOm+IIFC6IOI2P8z9NLmDWnjAU/OIOenfOjDkek3TKzJn8+p3WQobs/DTydznuIiIgkwt0pKo0x7cB+ShxFUqA1CkQkaY7WeZTMsTS2i1VbKtRlLZKizJneLCLtkNZrlMxRVBLDDM6YMDDqUEQympJHEUmJJsxIpigujXHUqD7069Yp6lBEMpq6rUVEpMMr27yHpbFdzNDC4CIpU8ujiKREYxclExSXBsufTdd4R5GUKXkUkaS5K3mUzFBUEuOwYT0Z2qvxXaREJHHqthaRlNS7Jf0SaQvrd+zlrTXbtZe1SCtRy6OIpEQTZqS9e7Z0A4CW6BFpJWp5FBFJgpl1jToGSUxRSYwxA7pxYP9uUYci0iEoeRSRlGTbIuFmNs3MFgNLwuPDzeyOiMOSJmzdU83rZVvU6ijSipQ8ikjSnOQTx0xNHoHfANOBLQDu/jZwYqQRSZOeX7yBekfjHUVakcY8ikhKsnHIo7uvMftI8lsXVSzSvKLSGMN6d2bikB5RhyLSYSh5FJHkZedSPWvMbBrgZlYAXE/YhS3ty67KGma/u5lLjx1Jg2RfRFKgbmsRkZa5BrgOGAqUA5OAr0QZkDTuxWWbqK6r13hHkVamlkcRSU329VuPc/eL4wvM7DhgTkTxSBOKS2L069aJI0f0jjoUkQ5FLY8ikpIsnDBzW4JlEqHKmjpeXLaRMycOJCcnY/+uibRLankUkZRkyyLhZnYsMA3ob2bfiPuoB5AbTVTSlFfe3UxFdR0zNMtapNUpeRQRSUwB0I3g52b3uPKdwHmRRCRNKiqJ0aMwj2MO6Bt1KCIdjpJHEUmakz2zrd3938C/zexed1+VzDXMbAbwO4KWyrvc/ZZG6pwM/BbIBza7+0nJxpytaurqeX7JBk4/eCAFeRqdJdLalDyKSPIcyJLkMU6Fmf0CmAgU7it091ObO8nMcoHbgTMIZmnPN7Mn3X1xXJ1ewB3ADHdfbWYD0hB/hzevbCs79tYwXbOsRdJCv5KJSErck39lqAeBpcBo4L+BlcD8BM6bCqxw9/fdvRp4BDi3QZ0vAI+7+2oAd9/YWkFnk6KSGJ3zczlxTP+oQxHpkJQ8ikhqPIVXZurr7ncDNe7+b3e/EjgmgfOGAmvijsvDsnhjgd5m9pKZLTSzSxu7kJldbWYLzGzBpk2bknmGDqu+3ikujXHyuP50LtA8JpF0ULe1iEjL1IRf15vZJ4B1wLAEzmusf79hCp0HTAZOAzoDc83sNXdf/pGT3GcCMwGmTJmSuWl4Gry5Zjsbd1VpYXCRNFLyKCIpyOj1GpP1UzPrCXyTYH3HHsB/JnBeOTA87ngYQeLZsM5md98D7DGzl4HDgeVIQopLY+TnGqeM13BRkXRRt7WIpCbLuq3d/R/uvsPdS9z9FHefDGxN4NT5wBgzGx3uiX0h8GSDOk8AJ5hZnpl1AY5G+2YnzN0pKolx3EH96FGYH3U4Ih2WWh5FJHmePUv1hLOlP08wTrHI3UvM7BzgewRdzEc0d76715rZV4FigqV6Zrl7qZldE35+p7svMbMiYBFQT7CcT0n6nqpjWbJ+F6u3VvCVkw+MOhSRDk3Jo4hIYu4m6HaeB9xqZquAY4Eb3f3viVzA3Z8Gnm5QdmeD418Av2iNgLNNUWmMHIPTJwyMOhSRDk3Jo4ikJkO7n5MwBTjM3evNrBDYDBzk7rGI45JQcUmMo0b1oV+3TlGHItKhacyjiKTIUnhllGp3rwdw90pguRLH9uP9TbtZtmGXZlmLtIEmWx7N7DaaaVNw9+vTEpGIZJbsaXkcb2aLwvcGHBgeG+Duflh0oUlx6QYApk9U8iiSbs11Wy9osyhEJHNlT/J4cNQBSNOKSmMcPqwnQ3p1jjoUkQ6vyeTR3e+LPzazruHaYyIiWcfdV0UdgzRu3fa9vL1mOzfMGBd1KCJZYb9jHs3sWDNbTLjWmJkdbmZ3pD0yEWn/HHBL/iXSCp4tDYaezlCXtUibSGTCzG+B6cAWAHd/GzgxjTGJSAZxT/4l0hqKSmOMHdiNA/p3izoUkayQ0Gxrd1/ToKguDbGISCbKsh1mAMyss5mpj7Qd2LK7inllW9XqKNKGEkke15jZNMDNrMDMvoW2yxKRfdLcbW1mvczsL2a21MyWhENp+pjZc2b2bvi1d1z975rZCjNbZmbT48onm9k74We3mllS/eZm9kngLaAoPJ5kZg23GZQ28vySDdQ7TNcSPSJtJpHk8RrgOoItudYCk8JjEZG28DuC7QDHA4cT/PJ6I/CCu48BXgiPMbMJBHtGTwRmAHeE2woC/B64GhgTvmYkGc+PganAdgB3fwsYleS1JEVFJTGG9+nMhME9og5FJGvsd4cZd98MXNwGsYhIBrI0dj+bWQ+CMdaXA7h7NVBtZucCJ4fV7gNeAr4DnAs84u5VQJmZrQCmmtlKoIe7zw2vez/waeCZJMKqdfcdSTZcSivaWVnDnBVbuGzaSPTnIdJ2EpltfYCZPWVmm8xso5k9YWYHtEVwItLOpTLeMUg6+5nZgrjX1Q3ucACwCbjHzN40s7vMrCsw0N3XA4RfB4T1hwLxY7TLw7Kh4fuG5ckoMbMvALlmNibcUOHVJK8lKXhx6Uaq6+q1q4xIG0uk2/oh4FFgMDAEeAx4OJ1BiUimSGG8YzDmcbO7T4l7zWxwgzzgSOD37n4EsIewi7rpgD7GmylPxtcIusWrCH4+7gD+M8lrSQqKS2P0796JI4b33n9lEWk1iSSP5u4PuHtt+PoTGT1PUkQySDlQ7u6vh8d/IUgmN5jZYIDw68a4+sPjzh8GrAvLhzVSnoxx7v59dz8qfP0g3Ota2lBlTR0vLt3E9IkDyclRl7VIW2oyeQxnM/YBXjSzG81slJmNNLMbgH+2XYgi0q6lcaked48RrPiwb1mc04DFwJPAZWHZZcAT4fsngQvNrJOZjSaYGDMv7NreZWbHhLOsL407p6V+Hc78vsnMJiZ5DUnRy8s3sbemjhkTB0cdikjWaW7CzEI+2t3z5bjPHLgpXUGJSAZJfz/E14AHzawAeB+4guAX30fN7CpgNXA+gLuXmtmjBAlmLXCdu+9bl/Za4F6gM8FEmWQmy+Dup5jZIODzwMxwUs+f3f2nST6fJKGoNEbPzvkcfUCfqEMRyTrN7W09ui0DEZEMlebkMVwKZ0ojH53WRP2bgZsbKV8AHNJKMcWAW83sReAG4IeAksc2UlNXz/OLN3DGhEHk5ya014WItKL9LtUDYGaHABOAwn1l7n5/uoISkQyxb2/rLGJmBwMXAOcRbNv6CPDNSIPKMq+9v4WdlbWaZS0Skf0mj2b2I4L11CYATwNnAbMBJY8iko3uIVhx4kx3T3bSjaSgqCRGl4JcThjTL+pQRLJSIi2P5xHs6vCmu19hZgOBu9IblohkinQuEt4eufsxUceQzerqneLSDZwybgCF+bn7P0FEWl0iyeNed683s9pwYPhGgoV7RUSyZuEuM3vU3T9vZu/w0ac2wN39sIhCyypvrt7G5t1V2staJEKJJI8LzKwX8EeCGdi7gXnpDEpEpB36evj1nEijyHJFJTEKcnM4ZVz/qEMRyVqJ7G39lfDtnWZWRLA/7KL0hiUimSJbuq33bYcIfMXdvxP/mZn9nGBvbUkjd6eoNMbxY/rRvTA/6nBEslaTyaOZHdncZ+7+RmsHs3xRF6YPmdTal5U2UrzurahDkCRNnV4RdQiZ5Aw+niie1UiZtLLSdTsp37aXr516UNShiGS15loef9XMZw6c2sqxiEgmypKleszsWuArwAFmFt/70h2YE01U2aW4NEaOwekHD4w6FJGs1twi4ae0ZSAikoES3Gawg3iIYFea/wFujCvf5e5bowkpuxSVxJg6ug99u3WKOhSRrKal+UUkNWnc27qdcXdfCVwH7Ip7YWbaIy/NVmzczbsbdzNjomZZi0QtoR1mRESEhwhmWi8kSH3j++sdLWGWVsWlMQDOVPIoEjkljyKSkiyabX1O+HV01LFko+LSGIcP78WQXp2jDkUk6+2329oCl5jZD8PjEWY2Nf2hiUhGyJ5uawDM7Dgz6xq+v8TMfm1mI6KOqyNbu30vi8p3qMtapJ1IZMzjHcCxwEXh8S7g9rRFJCKZJcuSR+D3QIWZHQ7cAKwCHog2pI7t2bDLevpEzbIWaQ8SSR6PdvfrgEoAd98GFKQ1KhHJCOapvTJUrbs7cC7wO3f/HcFyPZImRSUxxg3szgH9u0UdioiQWPJYY2a5hO0EZtYfqE9rVCIi7dcuM/su8EXgn+HPR213kiabd1cxf+VW7WUt0o4kkjzeCvwNGGBmNwOzgZ+lNSoRyRxuyb8y0wVAFXClu8eAocAvog2p43p+8QbqHY13FGlHEtnb+kEzWwicRrA0xafdfUnaIxORzJC53c9JcfeYmT0IHGVm5wDz3P3+qOPqqIpKY4zo04WDB2tkgEh7kchs6xFABfAU8CSwRzMLRWSfbBvzaGafB+YB5wOfB143s/Oijapj2llZw5wVm5lxyCDMMralWqTDSWSdx3/y4YK4hcBoYBkwMY1xiUimyNAkMAXfB45y943wwTjw54G/RBpVB/Ti0o3U1DnT1WUt0q4k0m19aPyxmR0JfDltEYmItG85+xLH0Ba01WtaFJXEGNC9E0cM7xV1KCISp8U7zLj7G2Z2VDqCEZEMk8HdzykoMrNi4OHw+ALg6Qjj6ZD2Vtfx0rJNnDd5GDk56rIWaU/2mzya2TfiDnOAI4FNaYtIRDJLliWP7v5tM/sscDzBcJ6Z7v63iMPqcF5+dxN7a+qYoSV6RNqdRFoe46e41RKMgfxresIRkYyTJcmjmY0BfgkcCLwDfMvd10YbVcdVXBKjV5d8po7uE3UoItJAs8ljuPhtN3f/dhvFIyLSXs0C7gdeBj4J3AZ8NtKIOqjq2nqeX7KBMycOIj9Xw0lF2psmk0czy3P32nCCjIhIo7JozGN3d/9j+H6Zmb0RaTQd2Gvvb2FnZa0WBhdpp5preZxHML7xLTN7EngM2LPvQ3d/PM2xiYi0J4VmdgTBOEeAzvHH7q5kspUUlcboUpDL8WP6RR2KiDQikTGPfQiWojiVD9d7dEDJo4hkzZhHYD3w67jjWNyxE/yMlBTV1TvPlm7glPEDKMzPjTocEWlEc8njgHCmdQkfJo37ZM9/FyLStCxaqsfdT4k6hmzwxuptbN5dpS5rkXasueQxF+jGR5PGfbLkvwsREWlLRSUxCnJzOGX8gKhDEZEmNJc8rnf3n7RZJCKSmfSrpLQSd6eoJMYJY/rRrVOL97AQkTbS3BoIWtJfRPbPU3iJxCldt5O12/cyXQuDi7RrzSWPp7VZFCKSkYxgzGOyr0xkgUvM7Ifh8Qgzmxp1XB1BUUmM3Bzj9IMHRh2KiDSjyeTR3be2ZSAikqGyr+XxDuBY4KLweBdweyInmtkMM1tmZivM7MZm6h1lZnVmdl7q4WaOotIYR4/uQ5+uBVGHIiLN0NL9IiItc7S7XwdUArj7NmC/2U64Y9ftwFnABOAiM5vQRL2fA8WtGXR7t2LjLlZs3K29rEUygJJHEUleCl3WmdptDdSECZ4DmFl/oD6B86YCK9z9fXevBh4Bzm2k3teAvwIbWynejFBcugGAMycoeRRp75Q8ikhqsq/b+lbgbwRr4d4MzAZ+lsB5Q4E1ccflYdkHzGwo8BngzuYuZGZXm9kCM1uwadOmlsTebhWVxDhiRC8G9SyMOhQR2Q+thSAiqcncJDAp7v6gmS0kmFRowKfdfUkCpyayZu5vge+4e51Z0wteuPtMYCbAlClTMv5PoHxbBe+s3cF3zxofdSgikgAljyIiLWBmI4AK4Kn4MndfvZ9Ty4HhccfDgHUN6kwBHgkTx37A2WZW6+5/TzXu9mxfl/V07SojkhGUPIpISjJ47GKy/smHW7YWAqOBZcDE/Zw3HxhjZqOBtcCFwBfiK7j76H3vzexe4B8dPXEEKC6JMX5Qd0b16xp1KCKSACWPIpKaLEse3f3Q+GMzOxL4cgLn1ZrZVwlmUecCs9y91MyuCT9vdpxjR7VpVxXzV23l66eNiToUEUmQkkcRSV5mT3xpFe7+hpkdlWDdp4GnG5Q1mjS6++WpR9f+Pbd4A+7qshbJJEoeRSQl2dZtbWbfiDvMAY4EOsaU5wgUlcYY2bcL4wd1jzoUEUmQluoREWmZ7nGvTgRjIBtbr1H2Y8feGl5dsZkZEwfR3OxyEWlf1PIoIqnJopbHcHHwbu7+7ahj6Qj+tXQDtfXOdO0qI5JRlDyKSEqypdvazPLCSS9HRh1LR1FUEmNgj05MGtYr6lBEpAWUPIpIarIkeQTmEYxvfMvMngQeA/bs+9DdH48qsExUUV3Lv5dv4vNThpOToy5rkUyi5FFEkpeds637AFuAU/lwvUcHlDy2wMvLN1FZU88MzbIWyThKHkVEEjMgnGldwodJ4z7Zl0KnqKgkRq8u+Uwd3SfqUESkhZQ8ikjSjMY3bO6gcoFuJLZHtTSjuraeF5ZsZMYhg8jL1aIfIplGyaOIpCZ70qb17v6TqIPoCF59bzO7qmqZoVnWIhlJyaOIpCRbZluTVY2s6VVcuoGuBbkcd1C/qEMRkSSov0BEJDGnRR1AR1BX7zy3OMYp4wdQmJ8bdTgikgQljyKSGk/hlQAzW2lm75jZW2a2ICzrY2bPmdm74dfecfW/a2YrzGyZmU2PK58cXmeFmd1qLdzSxN23tqS+NG7hqm1s3l2tLmuRDKbkUURSk+bkMXSKu09y9ynh8Y3AC+4+BnghPMbMJgAXAhOBGcAd4a4wAL8HrgbGhK8ZLX9YSVVRSYyCvBxOHjcg6lBEJElKHkUkeR6MeUz2lYJzgfvC9/cBn44rf8Tdq9y9DFgBTDWzwUAPd5/r7g7cH3eOtBF3p7g0xolj+tGtk4bci2QqJY8ikprUWh77mdmCuNfVTdzhWTNbGPf5QHdfDxB+3deMNRRYE3dueVg2NHzfsFzaUMnanazdvpfpWhhcJKPpVz8RidLmuK7ophzn7uvMbADwnJktbaZuU2swam3GdqCodD25OcbpBw+MOhQRSYGSxyTld6rnV4+vIL/Ayc1zXvlnLx745SBOOGc7X/xmjOFjqrj+7DG8u6jLB+eMPngv1/+8nK7d66ivN7529hhqqnLIy6/nupvXctixu3E37r1lELOf7hXdw2WJx2f255mH+mAGo8dX8s3frKagMMgnHvt9f+66aSiPvvMOPfvWsfTNLvzu28OBIOP44jdjHHfWDgDuuWUQzz/Wh907cnlixTtRPU5k0r1Uj7uvC79uNLO/AVOBDWY22N3Xh13SG8Pq5cDwuNOHAevC8mGNlEsbKiqJccwBfejdtSDqUEQkBWlLHs1sFnAOsNHdD0nXfaJSU2XccP6BVFbkkpvn/PrvK5j/r+6sXFrIT740iut/Xv6R+jm5zg23reYX14/g/cWd6d67lrqaoDHkoq9vZPvmPK464WDMnO6966J4pKyyeX0+f7+7H398aSmdOjs//fJIXnqiN2desJWNa/N58+XuDBha/UH9UeP28n9Fy8jNgy0b8rj29HEcc8YOcvPgmDN28qkrNnPlcQdH+EQRSmPyaGZdgRx33xW+PxP4CfAkcBlwS/j1ifCUJ4GHzOzXwBCCiTHz3L3OzHaZ2THA68ClwG3pi1waWrFxF+9t2sPl00ZFHYqIpCidYx7vpUPPZjQqK4JJnHn5Tm6+4w5rVhRS/l7hx2pPPmkXZUsKeX9xZwB2bcujvj5IHqdfuJVHbguGbLkbO7eqQbgt1NUaVZU51NVC1d4c+g6sAeAPPx7KVT9YR/xCLoVdnNzwj6WmKucjnx08uYK+A2vbMPL2Jc0TZgYCs83sbWAe8E93LyJIGs8ws3eBM8Jj3L0UeBRYDBQB17n7vt/GrgXuIphE8x7wTKt9E2S/ikpiAJyp8Y4iGS9tWYq7v2xmo9J1/fYgJ8f5v+LlDBlVzVP39mXZm12brDvsgCrcjZsfeo+efev49xO9eOyOAXTtEfy/dtkNMQ6btof1Kwu4/ftD2b45v60eIyv1G1zDeddu5ItHTaBToXPkSTuZfPIu5hb3oN+gGg6cWPmxc5a+0YVffWM4G8sLuOG21R8kk5I+7v4+cHgj5VtoYtFud78ZuLmR8gVAh+sFyRRFpTGOHNGLgT0+/su1iGQWzbZOQX298ZUzxnHx5AmMm1TByHF7m6ybm+ccMnUPP//qSL756YOYNmMHk47fRW6e039IDYvnd+Wr08eyZGFX/uOH69vwKbLTru25zC3uyX2vL+ahN0uorMjlucd68/CtA7n0241//8cfWcEfX1rGbc8s55HbBlBdqd3qUppprekqWWPN1gpK1u7UwuAiHUTkyaOZXb1vmY4aqqIOJyl7duby9txuHHXKribrbFqfz6K5Xdm5NY+qvTnM/1cPDjp0Lzu35lJZkcOcZ3oC8Mo/ejLm0Iq2Cj1rvflKNwYNr6ZX3zry8uG4s7fz7J/7EFtdwLWnj+fSqRPYtD6f66aPY+vGjzYxjhhTRWGXelYuUwsKoORR9qu4NOiy1hI9Ih1D5Mmju8909ynuPiWfTlGHk7CefWo/6HIuKKznyBN2s2ZF08nEwpe6M3pCJZ0615OT6xx27G5WLy8EjNee68Fh03YDMOn43axarqQk3QYMrWHJG12orDDc4a3Z3Tn+rB08+k4p989bzP3zFtN/cA23Fy+jz4BaYqsLqAuHNW4oz6f8vUIGDqtu/iZZwIhskXDJIMWlMQ4e3IORfZse2iMimUOjtpLUZ2AN3/rdanJyICcHXn6qJ68/34NpM3bwlZ+upWffWm56oIz3Sgv5/hcOZPeOPB7/Q39ue3o57sa8f3Vn3gs9ALj7p4O54bbVXPPf69ixJY9ffWP4fu4uqRp/ZAUnfGIH100fR26ec9Aheznrki1N1i+Z15U//99o8vKCsa5f+1k5PfsGvzzcddNgXvx7b6r25nDx5AnMuGgrX/xWrK0eJXpKAqUZG3dVsmDVNv7ztLFRhyIircSCnbrScGGzh4GTgX7ABuBH7n53c+f0sD5+tDU6Bl4yQPG6t6IOQZI0dfoaFrzd8kGcXfsP9/Gf/kbS933jrm8sTGCRcGnGlClTfMGCBVGH0aQHX1/F9/9WQvF/nsi4Qd2jDkdEEmRmTf58Tuds64vSdW0RaT8sTb+ASsdQVBJjdL+ujB3YLepQRKSVRD7mUUQymGZbSzN2VNQw970tTJ84CDOtTiDSUWjMo4ikRBNfpCkvLN1Abb1riR6RDkbJo4ikRsmjNKGoJMbgnoUcNrRn1KGISCtSt7WIiLS6iupa/r18E9MnDiInR13WIh2JWh5FJCXqtpbG/HvZJqpq67UwuEgHpORRRFKj5FEaUVQao0/XAo4a1TvqUESklSl5FJHkaacYaURVbR3/WrKRsw8dTF6uRkeJdDT6Vy0iIq3q1fe2sKuqVrOsRTootTyKSGrU8igNFJfE6NYpj2kH9Y06FBFJAyWPIpI0Q93W8lF19c6zizdwyvgBdMrLjTocEUkDJY8ikhptTyhx5q/cytY91czQLGuRDkvJo4ikRC2PEq+oJEZBXg4nj+sfdSgikiaaMCMiIq3C3SkujXHimP507aS2CZGOSsmjiCTPU3xJh7KofAfrd1RqlrVIB6dfDUUkJVYfdQTSXhSVxsjNMU4/eEDUoYhIGil5FJHUqAVRCLqsi0piHHtAX3p1KYg6HBFJI3Vbi0hKzJN/Scfx7sbdlG3ew3R1WYt0eEoeRUQkZUUlMcxg+oSBUYciImmmbmsRSZ6jdR4FCJLHI0f0ZkCPwqhDEZE0U8ujiKRE3dayZmsFi9fv1MLgIllCLY8ikholgVmvuDQGwHQljyJZQS2PIiKSkqKSGBMG92BE3y5RhyIibUDJo4gkzVC3dbbbuLOShau3aWFwkSyibmsRSZ67JsxkuWcXb8AdJY8iWUQtjyKSErU8Js7MZpjZMjNbYWY3NvL5xWa2KHy9amaHRxFnSxSXxjigX1fGDOgWdSgi0kaUPIpIarS3dULMLBe4HTgLmABcZGYTGlQrA05y98OAm4CZbRtly2yvqGbue1uYfsggzCzqcESkjSh5FBFpG1OBFe7+vrtXA48A58ZXcPdX3X1bePgaMKyNY2yRF5ZspLbetUSPSJZR8igiKVG3dcKGAmvijsvDsqZcBTyT1ohSVFQaY3DPQg4b1jPqUESkDWnCjIgkz4H67MsCk9RYv26j3zwzO4UgeTy+ic+vBq4GGDFiRGvF1yJ7qmp5efkmLpo6Ql3WIllGLY8ikhqNeUxUOTA87ngYsK5hJTM7DLgLONfdtzR2IXef6e5T3H1K//790xLs/vx7+Saqaus1y1okCyl5FJGUqNs6YfOBMWY22swKgAuBJ+MrmNkI4HHgi+6+PIIYE1ZUEqNv1wKOGtUn6lBEpI2p21pEpA24e62ZfRUoBnKBWe5eambXhJ/fCfwQ6AvcEXYF17r7lKhibkpVbR3/WrqRcw4bTG6OuqxFso2SRxFJjRYJT5i7Pw083aDszrj3XwK+1NZxtdSrK7awu6qW6eqyFslKSh5FJCVZ2P2c9YpKYnTvlMe0A/tGHYqIREDJo4gkLzsnvmS12rp6nluygVMPHkCnvNyowxGRCGjCjIiIJGz+ym1s3VOthcFFsphaHkUkaQaYxjxmleLSGJ3ycjhpXDRLBIlI9JQ8ikhq6qMOQNpKfb1TVBLjpLH96VKg/z5EspW6rUUkJeae9Esyy6K1O4jtrNTC4CJZTr86ikjyNGEmqxSVxMjLMU4bPzDqUEQkQmp5FBGR/XJ3ikrWc+yBfenZJT/qcEQkQkoeRSQFHiwSnuxLMsbyDbtZuaVCXdYiom5rEUmNFgnPDkUlMczgjAnqshbJdkoeRSQ1akHMCkWlMSaP6M2A7oVRhyIiEVO3tYgkz8Hqk39JZli1ZQ9L1u9Ul7WIAEoeRURkP4pLYwBM164yIoKSRxFJVZonzJhZrpm9aWb/CI/7mNlzZvZu+LV3XN3vmtkKM1tmZtPjyieb2TvhZ7eambX696EDKyqJMXFID4b36RJ1KCLSDih5FJHUeAqvxHwdWBJ3fCPwgruPAV4IjzGzCcCFwERgBnCHmeWG5/weuBoYE75mtPg5s9SGnZW8sXq79rIWkQ8oeRSRlKRzhxkzGwZ8Argrrvhc4L7w/X3Ap+PKH3H3KncvA1YAU81sMNDD3ee6uwP3x50j+/Fs2GWt8Y4iso+SRxFpz34L3MBHd9Ae6O7rAcKvA8LyocCauHrlYdnQ8H3DcklAUWmMA/p35aAB3aIORUTaiXa1VM8utm1+3v+yKuo40qQfsDnqINIpd3DUEaRVR//zG5n0makt1dPPzBbEHc9095kAZnYOsNHdF5rZyQlcq7FxjN5MuezHtj3VvPb+Vr584gFomKiI7NOukkd37x91DOliZgvcfUrUcUhy9OfXBOejbYItt7mZ7+txwKfM7GygEOhhZn8CNpjZYHdfH3ZJbwzrlwPD484fBqwLy4c1Ui778fySDdTVu7qsReQj1G0tIkkzkh/vuL8xj+7+XXcf5u6jCCbC/MvdLwGeBC4Lq10GPBG+fxK40Mw6mdlogokx88Ku7V1mdkw4y/rSuHOkGcWlMYb0LOTQoT2jDkVE2pF21fIoIhmo7XeYuQV41MyuAlYD5wdheKmZPQosBmqB69y9LjznWuBeoDPwTPiSZuyuquXldzdz8dEj1GUtIh+h5LHtzIw6AEmJ/vwi5O4vAS+F77cApzVR72bg5kbKFwCHpC/CjuelZRuprq3XEj0i8jFKHtvIvkkAkpn059cM7W3dIRWVxOjbtYApo/pEHYqItDNKHkUkealPmJF2qLKmjheXbuRTk4aQm6MuaxH5KCWPIpKSRBb7lswyZ8Vm9lTXaS9rEWmUZlu3ATObEe61u8LMbow6Hkmcmc0ys41mVhJ1LO1Wmve2lrZXXBqje6c8ph3YL+pQRKQdUvKYZuHeurcDZwETgIvCPXglM9yL9kGWLFJbV89zizdw2sEDKMjTfxEi8nH6yZB+U4EV7v6+u1cDjxDswSsZwN1fBrZGHUf7lUKro1oe26V5K7eyraJGC4OLSJOUPKZfU/vtimQ+R8ljB1NcEqMwP4cTx3bYDb9EJEWaMJN+2ldXOjbNtu4w6uud4tINnDS2P10K9N+DiDROLY/p19R+uyIi7crb5duJ7axUl7WINEu/WqbffGBMuNfuWoI9er8QbUgirUdL9XQcRaUx8nKMU8cPjDoUEWnH1PKYZu5eC3wVKAaWAI+6e2m0UUmizOxhYC4wzszKw/2UJZ7GPHYI7k5xSYxpB/WjZ+f8qMMRkXZMLY9twN2fBp6OOg5pOXe/KOoY2jUH6pUEdgTLNuxi5ZYKrj7xwKhDEZF2TsmjiKRALYgdRVFJDDM4Y4K6rEWkeeq2FhERikpiHDWyD/27d4o6FBFp55Q8ikhqNOYx463cvIelsV1M1yxrEUmAuq1FJDVKAjNecWkMgOkT1WUtIvun5FFEkqcJMx1CUWmMQ4f2ZFjvLlGHIiIZQN3WGcrM6szsLTMrMbPHzCzpn/pmdq+ZnRe+v8vMJjRT92Qzm5bEPVaaWb9EyxvU2d3Ce/3YzL7V0hglGQ5en/xLIhfbUcmbq7drYXARSZiSx8y1190nufshQDVwTfyHZpabzEXd/UvuvriZKicDLU4eRaR9enbxvi5rJY8ikhgljx3DK8BBYavgi2b2EPCOmeWa2S/MbL6ZLTKzLwNY4P/MbLGZ/RMYsO9CZvaSmU0J388wszfM7G0ze8HMRhEkqf8vbPU8wcz6m9lfw3vMN7PjwnP7mtmzZvammf2Bxvf4/ggz+7uZLTSzUjO7usFnvwpjecHM+odlB5pZUXjOK2Y2vlW+m9IymjCT0YpKYhw0oBsHDegWdSgikiE05jHDmVkecBZQFBZNBQ5x97IwAdvh7keZWSdgjpk9CxwBjAMOBQYCi4FZDa7bH/gjcGJ4rT7uvtXM7gR2u/svw3oPAb9x99lmNoJgJ52DgR8Bs939J2b2CeAjyWATrgzv0RmYb2Z/dfctQFfgDXf/ppn9MLz2V4GZwDXu/q6ZHQ3cAZyaxLdRkqUxjxlt655qXi/byrUnaWFwEUmcksfM1dnM3grfvwLcTdCdPM/dy8LyM4HD9o1nBHoCY4ATgYfdvQ5YZ2b/auT6xwAv77uWu29tIo7TgQlmHzQs9jCz7uE9Phue+08z25bAM11vZp8J3w8PY90C1AN/Dsv/BDxuZt3C530s7t5aoC4KakHMWM8v2UBdvWu8o4i0iJLHzLXX3SfFF4RJ1J74IuBr7l7coN7ZBG1GzbEE6kAw9OFYd9/bSCwJZxVmdjJBInqsu1eY2UtAYRPVPbzv9obfAxFJXHFJjKG9OjNxSI+oQxGRDKIxjx1bMXCtmeUDmNlYM+sKvAxcGI6JHAyc0si5c4GTzGx0eG6fsHwX0D2u3rMEXciE9SaFb18GLg7LzgJ67yfWnsC2MHEcT9DyuU8OsK/19AsE3eE7gTIzOz+8h5nZ4fu5h6SDxjxmpN1Vtbzy7mamTxxEXOu9iMh+KXns2O4iGM/4hpmVAH8gaG3+G/Au8A7we+DfDU90900E4xQfN7O3+bDb+CngM/smzADXA1PCCTmL+XDW938DJ5rZGwTd56v3E2sRkGdmi4CbgNfiPtsDTDSzhQRjGn8Sll8MXBXGVwqcm8D3RFpVComjksdIvbh0I9V19eqyFpEWM9cPcBFJUs/8AT6t3/lJn18Uu2Ohu09pxZCyzpQpU3zBggUtPu+6h97g9fe38Pr3Tic3Ry2PIvJRZtbkz2eNeRSR1OgX0IxTWVPHi0s3cu6koUocRaTF1G0tIpJlZr+7mYrqOnVZi0hS1PIoIqlRy2PGKSqN0b0wj2MP6Bt1KCKSgdTyKCIp8GCR8GRfWSbctWmZma0wsxsb+dzM7Nbw80VmdmRrx1BTV8/zSzZw+sEDKcjTfwEi0nJqeRSR5Dm410cdRUYI95u/HTgDKCfYRenJBnvJn0WwOP4Y4GiC1RCObs045pVtZXtFjfayFpGk6ddOEZG2MRVY4e7vu3s18AgfX17qXOB+D7wG9ArXYm01RSUxCvNzOGls/9a8rIhkESWPIpIadVsnaiiwJu64PCxraR3M7GozW2BmCzZt2tSiIHp3LeC8ycPoXJDbovNERPZRt7WIpEYTZhLV2Jo4Db95idTB3WcCMyFY57ElQXzjjLEtqS4i8jFKHkUkee5QrzGPCSoHhscdDwPWJVFHRCRS6rYWkdRoe8JEzQfGmNloMysALgSebFDnSeDScNb1McAOd1/f1oGKiDRHLY8iIm3A3WvN7KtAMZALzHL3UjO7Jvz8TuBp4GxgBVABXBFVvCIiTVHyKCIpcXVbJ8zdnyZIEOPL7ox778B1bR2XiEhLKHkUkRRkZfeziEhWU/IoIslzsnHJHRGRrKbkUURSox1mRESyimZbi4iIiEjC1PIoIklzwNVtLSKSVZQ8ikjy3NVtLSKSZZQ8ikhK1PIoIpJdNOZRRERERBKmlkcRSY26rUVEsoq5FvgVkSSZWRHQL4VLbHb3Ga0VTzYys03Aqhae1g/YnIZwoqBnaX86ynNAdj/LSHfv39gHSh5FRLKMmS1w9ylRx9Ea9CztT0d5DtCzNEVjHkVEREQkYUoeRURERCRhSh5FRLLPzKgDaEV6lvanozwH6FkapTGPIiIiIpIwtTyKiIiISMKUPIqIdFBmNsPMlpnZCjO7sZHPzcxuDT9fZGZHRhHn/iTwHBeH8S8ys1fN7PAo4kzE/p4lrt5RZlZnZue1ZXwtkcizmNnJZvaWmZWa2b/bOsZEJfB3rKeZPWVmb4fPckUUce6Pmc0ys41mVtLE563yb17Jo4hIB2RmucDtwFnABOAiM5vQoNpZwJjwdTXw+zYNMgEJPkcZcJK7HwbcRDsdp5bgs+yr93OguG0jTFwiz2JmvYA7gE+5+0Tg/LaOMxEJ/rlcByx298OBk4FfmVlBmwaamHuB5tbObZV/80oeRUQ6pqnACnd/392rgUeAcxvUORe43wOvAb3MbHBbB7of+30Od3/V3beFh68Bw9o4xkQl8mcC8DXgr8DGtgyuhRJ5li8Aj7v7agB3b6/Pk8izONDdzAzoBmwFats2zP1z95cJYmtKq/ybV/IoItIxDQXWxB2Xh2UtrRO1lsZ4FfBMWiNK3n6fxcyGAp8B7mzDuJKRyJ/LWKC3mb1kZgvN7NI2i65lEnmW/wMOBtYB7wBfd8/IvVlb5d+89rYWEemYrJGyhstrJFInagnHaGanECSPx6c1ouQl8iy/Bb7j7nVBI1e7lciz5AGTgdOAzsBcM3vN3ZenO7gWSuRZpgNvAacCBwLPmdkr7r4zzbG1tlb5N6/kUUSkYyoHhscdDyNoNWlpnaglFKOZHQbcBZzl7lvaKLaWSuRZpgCPhIljP+BsM6t197+3SYSJS/Tv12Z33wPsMbOXgcOB9pY8JvIsVwC3eLC+4QozKwPGA/PaJsRW0yr/5tVtLSLSMc0HxpjZ6HBg/4XAkw3qPAlcGs7APAbY4e7r2zrQ/djvc5jZCOBx4IvtsFUr3n6fxd1Hu/sodx8F/AX4SjtMHCGxv19PACeYWZ6ZdQGOBpa0cZyJSORZVhO0oGJmA4FxwPttGmXraJV/82p5FBHpgNy91sy+SjBjNxeY5e6lZnZN+PmdwNPA2cAKoIKgdaVdSfA5fgj0Be4IW+xq3X1KVDE3JcFnyQiJPIu7LzGzImARUA/c5e6NLiETpQT/XG4C7jWzdwi6fr/j7psjC7oJZvYwwWzwfmZWDvwIyIfW/TevHWZEREREJGHqthYRERGRhCl5FBEREZGEKXkUERERkYQpeRQRERGRhCl5FBEREZGEKXkUERFpITOrM7O34l6jmqm7uxXud6+ZlYX3esPMjk3iGneZ2YTw/fcafPZqqjGG19n3fSkxs6fMrNd+6k8ys7Nb497SdrRUj4iISAuZ2W5379badZu5xr3AP9z9L2Z2JvBLdz8sheulHNP+rmtm9wHL3f3mZupfDkxx96+2diySPmp5FBERSZGZdTOzF8JWwXfM7NxG6gw2s5fjWuZOCMvPNLO54bmPmdn+krqXgYPCc78RXqvEzP4zLOtqZv80s7fD8gvC8pfMbIqZ3QJ0DuN4MPxsd/j1z/EtgWGL5+fMLNfMfmFm881skZl9OYFvy1xgaHidqWb2qpm9GX4dF+7m8hPggjCWC8LYZ4X3ebOx76NETzvMiIiItFxnM3srfF8GnA98xt13mlk/4DUze9I/2r33BaDY3W82s1ygS1j3B8Dp7r7HzL4DfIMgqWrKJ4F3zGwywQ4hRxPsevK6mf0bOABY5+6fADCznvEnu/uNZvZVd5/UyLUfAS4Ang6Tu9OAa4GrCLayO8rMOgFzzOxZdy9rLMDw+U4D7g6LlgInhru5nA78zN0/Z2Y/JK7l0cx+BvzL3a8Mu7znmdnz4f7Y0k4oeRQREWm5vfHJl5nlAz8zsxMJtuIbCgwEYnHnzAdmhXX/7u5vmdlJwASCZAyggKDFrjG/MLMfAJsIkrnTgL/tS6zM7HHgBKAI+KWZ/Zygq/uVFjzXM8CtYYI4A3jZ3feGXeWHmdl5Yb2ewBiCxDnevqR6FLAQeC6u/n1mNgZwwi3zGnEm8Ckz+1Z4XAiMoH3uiZ21lDyKiIik7mKgPzDZ3WvMbCVB4vMBd385TC4/ATxgZr8AtgHPuftFCdzj2+7+l30HYQvex7j78rBV8mzgf8IWwuZaMuPPrTSzl4DpBC2QD++7HfA1dy/ezyX2uvuksLXzH8B1wK0Ee0O/6O6fCScXvdTE+QZ8zt2XJRKvRENjHkVERFLXE9gYJo6nACMbVjCzkWGdPxJ05x4JvAYcZ2b7xjB2MbOxCd7zZeDT4Tldgc8Ar5jZEKDC3f8E/DK8T0M1YQtoYx4h6A4/AdiXLBYD1+47x8zGhvdslLvvAK4HvhWe0xNYG358eVzVXUD3uONi4GsWNsOa2RFN3UOio+RRREQkdQ8CU8xsAUEr5NJG6pwMvGVmbwKfA37n7psIkqmHzWwRQTI5PpEbuvsbwL3APOB14C53fxM4lGCs4FvA94GfNnL6TGDRvgkzDTwLnAg87+7VYdldwGLgDTMrAf7Afnovw1jeBi4E/pegFXQOkBtX7UVgwr4JMwQtlPlhbCXhsbQzWqpHRERERBKmlkcRERERSZiSRxERERFJmJJHEREREUmYkkcRERERSZiSRxERERFJmJJHEREREUmYkkcRERERSZiSRxERERFJ2P8Hf5MTK1INOzEAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.73      0.73      0.73     11597\n",
+      "           1       0.73      0.73      0.73     11597\n",
+      "\n",
+      "    accuracy                           0.73     23194\n",
+      "   macro avg       0.73      0.73      0.73     23194\n",
+      "weighted avg       0.73      0.73      0.73     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('sigmoid_kernel_svm_clf_over', sigmoid_kernel_svm_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 231,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7263294422827496\n",
+      "F1 Score: 0.18689788053949905\n",
+      "Recall Score: 0.5243243243243243\n",
+      "Precision Score: 0.11371629542790153\n",
+      "ROC AUC: 0.6317723725795474\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.74      0.84      2899\n",
+      "           1       0.11      0.52      0.19       185\n",
+      "\n",
+      "    accuracy                           0.73      3084\n",
+      "   macro avg       0.54      0.63      0.51      3084\n",
+      "weighted avg       0.91      0.73      0.80      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('sigmoid_kernel_svm_clf_over', sigmoid_kernel_svm_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Decision Tree"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "decision_tree_clf = DecisionTreeClassifier(max_depth=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DecisionTreeClassifier(max_depth=2)"
+      ]
+     },
+     "execution_count": 160,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "decision_tree_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7696818142623092\n",
+      "F1 Score: 0.8067293777134589\n",
+      "Recall Score: 0.9613693196516341\n",
+      "Precision Score: 0.6949448357539114\n",
+      "ROC AUC: 0.7696818142623093\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.58      0.72     11597\n",
+      "           1       0.69      0.96      0.81     11597\n",
+      "\n",
+      "    accuracy                           0.77     23194\n",
+      "   macro avg       0.82      0.77      0.76     23194\n",
+      "weighted avg       0.82      0.77      0.76     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('decision_tree_clf_over', decision_tree_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.606355382619974\n",
+      "F1 Score: 0.2217948717948718\n",
+      "Recall Score: 0.9351351351351351\n",
+      "Precision Score: 0.12581818181818183\n",
+      "ROC AUC: 0.7602547010618761\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.99      0.59      0.74      2899\n",
+      "           1       0.13      0.94      0.22       185\n",
+      "\n",
+      "    accuracy                           0.61      3084\n",
+      "   macro avg       0.56      0.76      0.48      3084\n",
+      "weighted avg       0.94      0.61      0.71      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('decision_tree_clf_over', decision_tree_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Random Forest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "random_forest_clf = RandomForestClassifier(max_depth=17)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(max_depth=17)"
+      ]
+     },
+     "execution_count": 164,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "random_forest_clf.fit(x_over, y_over) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9807708890230232\n",
+      "F1 Score: 0.9811288821189811\n",
+      "Recall Score: 0.9997413124083815\n",
+      "Precision Score: 0.9631968098363379\n",
+      "ROC AUC: 0.9807708890230232\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      0.96      0.98     11597\n",
+      "           1       0.96      1.00      0.98     11597\n",
+      "\n",
+      "    accuracy                           0.98     23194\n",
+      "   macro avg       0.98      0.98      0.98     23194\n",
+      "weighted avg       0.98      0.98      0.98     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('random_forest_clf_over', random_forest_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8832684824902723\n",
+      "F1 Score: 0.2468619246861925\n",
+      "Recall Score: 0.31891891891891894\n",
+      "Precision Score: 0.20136518771331058\n",
+      "ROC AUC: 0.6191007150648407\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.95      0.92      0.94      2899\n",
+      "           1       0.20      0.32      0.25       185\n",
+      "\n",
+      "    accuracy                           0.88      3084\n",
+      "   macro avg       0.58      0.62      0.59      3084\n",
+      "weighted avg       0.91      0.88      0.90      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('random_forest_clf_over', random_forest_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grid_parameters = {'criterion':['gini', 'entropy'], \n",
+    "                   'max_features': ['sqrt', 'log2'],  \n",
+    "                   'max_depth': np.arange(2, 21),\n",
+    "                   'n_estimators': [35],\n",
+    "                   'class_weight': ['balanced', 'balanced_subsample']}\n",
+    "grid_search = GridSearchCV(estimator=RandomForestClassifier(), param_grid=grid_parameters, cv=10, scoring='f1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=10, estimator=RandomForestClassifier(),\n",
+       "             param_grid={'class_weight': ['balanced', 'balanced_subsample'],\n",
+       "                         'criterion': ['gini', 'entropy'],\n",
+       "                         'max_depth': array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
+       "       19, 20]),\n",
+       "                         'max_features': ['sqrt', 'log2'],\n",
+       "                         'n_estimators': [35]},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 169,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'class_weight': 'balanced_subsample',\n",
+       " 'criterion': 'gini',\n",
+       " 'max_depth': 20,\n",
+       " 'max_features': 'log2',\n",
+       " 'n_estimators': 35}"
+      ]
+     },
+     "execution_count": 171,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 170,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9881434853841511\n",
+      "F1 Score: 0.9882774201798884\n",
+      "Recall Score: 0.9995688540139691\n",
+      "Precision Score: 0.9772382397572079\n",
+      "ROC AUC: 0.9881434853841511\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      0.98      0.99     11597\n",
+      "           1       0.98      1.00      0.99     11597\n",
+      "\n",
+      "    accuracy                           0.99     23194\n",
+      "   macro avg       0.99      0.99      0.99     23194\n",
+      "weighted avg       0.99      0.99      0.99     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('random_forest_clf_over', grid_search.best_estimator_, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8884565499351491\n",
+      "F1 Score: 0.21461187214611877\n",
+      "Recall Score: 0.25405405405405407\n",
+      "Precision Score: 0.1857707509881423\n",
+      "ROC AUC: 0.591497534098431\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.95      0.93      0.94      2899\n",
+      "           1       0.19      0.25      0.21       185\n",
+      "\n",
+      "    accuracy                           0.89      3084\n",
+      "   macro avg       0.57      0.59      0.58      3084\n",
+      "weighted avg       0.91      0.89      0.90      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('random_forest_clf_over', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Extra Trees"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 173,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "extra_trees_clf = ExtraTreesClassifier(max_depth=12)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ExtraTreesClassifier(max_depth=12)"
+      ]
+     },
+     "execution_count": 174,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "extra_trees_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9255410882124687\n",
+      "F1 Score: 0.9294900583840281\n",
+      "Recall Score: 0.9815469517978788\n",
+      "Precision Score: 0.8826767990074442\n",
+      "ROC AUC: 0.9255410882124687\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.87      0.92     11597\n",
+      "           1       0.88      0.98      0.93     11597\n",
+      "\n",
+      "    accuracy                           0.93     23194\n",
+      "   macro avg       0.93      0.93      0.93     23194\n",
+      "weighted avg       0.93      0.93      0.93     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('extra_trees_clf_over', extra_trees_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.819390402075227\n",
+      "F1 Score: 0.2680683311432326\n",
+      "Recall Score: 0.5513513513513514\n",
+      "Precision Score: 0.17708333333333334\n",
+      "ROC AUC: 0.693923347286576\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.84      0.90      2899\n",
+      "           1       0.18      0.55      0.27       185\n",
+      "\n",
+      "    accuracy                           0.82      3084\n",
+      "   macro avg       0.57      0.69      0.58      3084\n",
+      "weighted avg       0.92      0.82      0.86      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('extra_trees_clf_over', extra_trees_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### KNN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "knn_clf = make_pipeline(StandardScaler(), KNeighborsClassifier())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('kneighborsclassifier', KNeighborsClassifier())])"
+      ]
+     },
+     "execution_count": 178,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "knn_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 179,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9240751918599638\n",
+      "F1 Score: 0.9292060301507538\n",
+      "Recall Score: 0.996550832111753\n",
+      "Precision Score: 0.8703871064919415\n",
+      "ROC AUC: 0.9240751918599636\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      0.85      0.92     11597\n",
+      "           1       0.87      1.00      0.93     11597\n",
+      "\n",
+      "    accuracy                           0.92     23194\n",
+      "   macro avg       0.93      0.92      0.92     23194\n",
+      "weighted avg       0.93      0.92      0.92     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('knn_clf_over', knn_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7921530479896238\n",
+      "F1 Score: 0.2606689734717416\n",
+      "Recall Score: 0.6108108108108108\n",
+      "Precision Score: 0.1656891495601173\n",
+      "ROC AUC: 0.7072681166851571\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.80      0.88      2899\n",
+      "           1       0.17      0.61      0.26       185\n",
+      "\n",
+      "    accuracy                           0.79      3084\n",
+      "   macro avg       0.57      0.71      0.57      3084\n",
+      "weighted avg       0.92      0.79      0.84      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('knn_clf_over', knn_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Naive Bayes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Gaussian NB\n",
+    "gaussian_nb_clf = make_pipeline(StandardScaler(),  GaussianNB())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 182,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('gaussiannb', GaussianNB())])"
+      ]
+     },
+     "execution_count": 182,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gaussian_nb_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 183,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7707596792273864\n",
+      "F1 Score: 0.8057149121204369\n",
+      "Recall Score: 0.9506768991980684\n",
+      "Precision Score: 0.6991122384273938\n",
+      "ROC AUC: 0.7707596792273864\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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zqGZrkY55bv0WKnfVaKCMZCR9ekfI3XcQDGq53cwuMbM+ZpZvZnPM7D/DYg8A3zSzonDgybcImlmTsQI43czGhoN1vtZ0wsxGmNnFYd/HGoLm74YW7rEIOCqcXijPzC4DJgN/TDImANx9I3AGQR/P5voTTPpcBeSZ2beAAXHn3wXGdWREtZkdBfwHQdP1J4CvmtnU5KLPXk7yg2U0YEayWUlpjAG98jj7mOFRhyLSYUoeI+buPwW+RDAIpoqgqfVGghHIECQ4S4FVwCtAaXgsmff6M/D78F7LeG/Cl0MwiKScYKWNMwhqApvfoxq4MCxbTVBjd6G7b0kmpmb3/oe7t1SruoRgRZDXCZrI9/PeJuk/hF+rzay0vfcJuwn8BviRu6909zcIRmz/umkku4hIuuzaX8fiNZu5aMpoCvNyow5HpMNMg0tFJFnjj+/n3yk5IenrP3nU88vcfWYnhpR1Zs6c6UuXLo06DOmAh5Zu4qsPr2LB9acy4/DBUYcj0iIza/XzWcsTikjS3NFKMSIdVFIaY/ywvkwfOyjqUESSok99EUmB0ZjCJpJtYtv28sKGrcybVozWJJBMpZpHEUmao5pHkY54pDSYmOKSaZoYXDKXPvVFRES6gLtTsryMk8YP4bAhfdq/QKSb6lY1j7n9+3pe0aCow5Ak5ezT3yKZqm7HVur37kmqDU3zNYokZvmm7Wzcsofrzzwi6lBEUtKtkse8okGM+f4hs8NIhihcqb+kM9XGe3+a1HWO0aj5GkUSUlIao1d+DnOOG9l+YZFurFsljyKSeVTzKNK+mvoGHl9ZwfnHjqR/r/yowxFJiZJHEUmag9aoFknAX1+tZMe+OuZpOULpAfSpLyIikmYLSssY3r+Q9x85LOpQRFKmmkcRSYHRoPkaRdpUvbuGZ9ZVcs37x5Obo98XyXxKHkUkaWq2FmnfwpXl1De6mqylx1DyKCIpUc2jSNtKSss4dvQAjh7ZP+pQRDqFqgxERETS5PV3d/FK2Q7mq9ZRehDVPIpI0txNzdYibSgpLSM3x7h46uioQxHpNEoeRSQlWttapGUNjc6jy8s486gihvUrjDockU6jT30RSZoDjVjSm0hP9s83t7B5534NlJEeRzWPIpICU82jSCtKSssY0CuPc44ZHnUoIp1Kn/oiIiKdbHdNPYtXb+bCKaPplZ8bdTginUo1jyKStGCeRzU/izS3ePVm9tU1MH96cdShiHQ6JY8ikpIGNWCIHGLBshjjhvZh+tjBUYci0un0qS8iSXOMRk9+E+mJYtv28vyGauZNH4OZ/p1Lz6OaRxFJSaP+BhV5j8dWlAPwoWlqspaeSZ/6IiIincTdWVAaY9b4IRw2pE/U4YikhZJHEUmaOzS4Jb1lGzObbWbrzGy9md3cwvmBZva4ma00szVmdnUUcUryVmzazoaqPRooIz2amq1FJCXqu5gYM8sFbgfOBWLAy2a20N3XxhW7AVjr7heZWRGwzsx+6+61EYQsSSgpLaMwL4cLjh8VdSgiaaPkUUSSFgyYUQNGgmYB6919A4CZPQjMBeKTRwf6WzDKoh+wFajv6kAlOTX1DTy+qpzzjx1J/175UYcjkjb61BcR6RrFwKa4/Vh4LN7PgWOAcuAV4Avu3tg14Umqnn6tiu1765inJmvp4ZQ8ikhKGrCktyzT0gN7s/3zgRXAaGAq8HMzG3DIjcyuNbOlZra0qqqqs+OUJC0ojVHUv5D3Hzks6lBE0krJo4gkrWmFGc3zmJAYcFjc/hiCGsZ4VwMlHlgPbAQmNb+Ru9/l7jPdfWZRUVHaApbEbd1Ty9OvVfKhacXk5eq/VunZ9C9cRFIQ9HlMdssyLwMTzWy8mRUAlwMLm5V5BzgHwMxGAEcDG7o0SknK4yvLqW90NVlLVtCAGRFJSWP2NT8nxd3rzexGYAmQC9zj7mvM7Lrw/J3A94B7zewVgmbum9x9S2RBS8JKSmNMHjWASSMP6WUg0uMoeRQR6SLuvghY1OzYnXGvy4HzujouSc36yl2sjO3gmx88JupQRLqEkkcRSVrTJOEi2WxBaRm5OcbcqWqyluyg5FFEUpKFfRdFDmhodB5dXsYZRxVR1L8w6nBEuoQ+9UUkacEk4RptLdnrhQ3VVOzYr4EyklVU8ygiKdGAGclmC5bF6N8rjw8cMyLqUES6jGoeRUREkrCnpp4nVm/mwhNG0ys/N+pwRLqMah5FJGlNk4SLZKPFqzezr66B+Wqyliyj5FFEUqIBM5KtSpbHGDukDzMOHxx1KCJdSp/6IpK8FAbLqMZSMln59n38881q5k0vxkz/liW7KHkUERHpoEeWl+EO86aNiToUkS6nZmsRSZqj0daSfdydktIYs8YNYezQPlGHI9LllDyKSErU/CzZZlVsB29W7eHTp02IOhSRSCh5FJGkabS1ZKMFpTEK83K44IRRUYciEgn1eRSRlKR7wIyZ/auZrTGz1Wb2gJn1MrMhZvZnM3sj/Do4rvzXzGy9ma0zs/Pjjs8ws1fCc7eZRjlIEmrrG1m4spzzjh3JgF75UYcjEgkljyLSbZlZMfB5YKa7HwfkApcDNwNPuftE4KlwHzObHJ4/FpgN3GFmTbM3/wK4FpgYbrO78FGkh3h6XSXb99ZpOULJakoeRSRpXbS2dR7Q28zygD5AOTAXuC88fx9wSfh6LvCgu9e4+0ZgPTDLzEYBA9z9eXd34P64a0QSVlIaY1i/Qk47cljUoYhERsmjiKSkEUt6A4aZ2dK47dr4e7t7GfAT4B2gAtjh7k8CI9y9IixTAQwPLykGNsXdIhYeKw5fNz8ukrBte2r562uVXDJ1NHm5+u9TspcGzIhI8jzlATNb3H1mayfDvoxzgfHAduAPZvbxNu7XUjDexnGRhD2+qpy6Bmf+DM3tKNlNyaOIJK0LRlt/ANjo7lUAZlYCnAq8a2aj3L0ibJKuDMvHgMPirh9D0MwdC183Py6SsAWlZRwzagDHjBoQdSgikVK9u4h0Z+8AJ5tZn3B09DnAq8BC4KqwzFXAY+HrhcDlZlZoZuMJBsa8FDZt7zKzk8P7XBl3jUi71lfuZuWm7czXQBkR1TyKSGrSWfPo7i+a2cNAKVAPLAfuAvoBD5nZNQQJ5ofD8mvM7CFgbVj+BndvCG93PXAv0Bt4ItxEElJSGiM3x7h46uioQxGJnJJHEUla02jrtL6H+7eBbzc7XENQC9lS+VuAW1o4vhQ4rtMDlB6vsdF5ZHkZp08cxvD+vaIORyRyarYWkZS4W9KbSCZ4YUM1FTv2M2+6BsqIgJJHERGRNi0oLaN/YR7nTh4RdSgi3YKarVOQs6eeYb/cRMGm/WBQde1YvMAYdk8Mq2uEHGPL1WOoObIveVU1jPnKa9SNLgSg5si+bLnmMKymkRE/e4u8d2sgx9g7fQBbr1Cfmq6SY438/vIFVO7pyw0LL+Anc55k3ODtAPQvrGVXTQGX/u4jB8qP7L+LhR9/kDtePJF7S6cC8H/zH2NY3z3U1Ae/Ttc+ciFb9/Xp6keJTGOLs+CI9Ax7aup5YnUFF08ZTa/83PYvEMkCaU0ezWw28DOCJcXudvcfpvP9utrQ+8vYN2UAlV8cD/WN5NQ0Mvy2t9k2byT7pg6g9/KdDHmgnIr/NxGA+hGFlP1g0iH32f7BIvYf2x/qGxl1y5v0XrGTfVM1FURX+PjUV9iwbRD9CuoA+MoT5x0495XT/snumoL3lL/p9Of4+9tjD7nPzYs/wJrK4Ycc7+k89XkeRbq1JWs2s7e2QXM7isRJW7N1uJ7s7cAcYDJwRbjubI9gexvo9doedp05JDiQl0Nj3yAXz9nXcOBrw+D8Nu/jhTlB4hjeo3Zcb/K21qUtbjloRL/dnD7+bRasPqaFs87sietZ9PqRB46cPWEjsR0DeLN6SNcFmQHU51F6spLSMg4b0puZhw+OOhSRbiOdNY+zgPXuvgHAzB4kWClibRrfs8vkV9bQ0D+Pov99h4K391MzvjfVVxZTfWUxo374JkN/Ww4O5d+ZeOCavKpair+2jsbeOWz7yCj2T+r3nnvm7KmnT+lOdswu6urHyUo3nf4cP/3HKfTNrz3k3IzRFVTv7cM72wcB0Duvjk/NXM6nH7mIq6evOKT89859mkY3/rx+Av/70gxaXtCkJ0r/aGuRqFTs2Mdzb27h82dPJJgeVEQgvcljS2vMnpTG9+tajVD41l6qP1lMzZF9GXpfjEELK8nZ10D1J4rZM2sQfV/YxrC73mHzN46kflA+79w2mcb+eRRs2MvIn25k039OwvuEfWganOE/f5sds4dRP6Iw2mfLAmeMf4ut+3qztrKIE4vLDjl/wdFvsGjdwVrHG05+mV8vP4F9dYfWJN+0+Bwq9/SjT34tt35wCRdPep2Frx2d1vhFJP0eWV6GO8zTxOAi75HO5DGhtWTN7FrgWoC8YQPTGE7nahiST/2QfGqO7AvAnpMGMWhhJb3W7ab6yuIDx4p+GebP+Tk05ge9BGon9KFuRAH5m2uonRAMrCi6exN1IwvZOSf7+s1FYdqozZw5/i1OG/cOhbn19C2o44fn/4Wbl3yAXGvkA0du5CMPXHqg/PEj3+XciRv40vtfoH9hDe5GTX0uD6w6nso9QQ3y3roC/rRuIseNrMyq5FHNz9ITuTslpWXMPHwwhw/tG3U4It1KOpPH1taYfQ93v4tgxQgKJxQfklx2Vw2D8qkfWkB++X7qRvei9+pd1BYXkldZQ69Xd7N/cn96rdlNXViLmLOznsZ+uZBj5L1bQ/7mWuqHB4MxBj9UQc7eBqo+fVhbbymd6NZ/nsyt/zwZgBOLy/jkjJXcvOQDAJw8NsaGrYN4d/fBbgVXPfyhA68/e9LL7K3L54FVx5NrjfQvrGH7/t7k5TRwxvi3eWFT9nSs74K1rUUi8UrZDtZX7uYH846POhSRbiedyePLwMRwfdky4HLgo2l8vy5XfVUxw29/G+qd+uEFVH1mLHtmDGTY/WXQ6Hh+DlX/EiSEvV/bzeA/bMZzCabw+dQYGvvlkVtdy+BH36V2dCHF31gHwM7zith11tAInyy7zTlqPU+8PrH9gkBBbgP/e8kfyc9tJMecF94Zw8MtDsDpoTwYcS3S05SUllGQl8MFx4+KOhSRbidtyaO715vZjcASgql67nH3Nel6vyjUjutD2S3vbZ6smdSPsu8f2mS5Z9Yg9swadMjxhqEFbPjd1DRFKIl4uayYl8sO9mn65p/PbrP8HS+eeOD1vvp8Lnvww2mLLRNonkfpaWrrG3lsRRnnTh7BwN5tz5ghko3SOs+juy8CFqXzPURERDrTM+sq2ba3jvkaKCPSIq0wIyJJczRgRnqektIyhvUr4PSJmjZNpCVKHkUkBZrnUXqW7Xtreeq1d7nylHHk5aZtHQ2RjKbkUURSogEz0pM8vrKcugbX3I4ibdCfVSIiIqEFpWVMGtmfyaMGRB2KSLel5FFEUqK1raWneLNqNys2bWf+9DFajlCkDWq2FpGkuWvAjPQcj5SWkWMwd+roqEMR6daUPIpISjRgRnqCxkbnkeVlnDaxiOEDekUdjki3pmZrEUmJe/KbSHfxwsZqyrbv00AZkQQoeRQRSYKZ9Y06Buk8JaVl9C/M4/xjR0Ydiki3p+RRRFKSbQNmzOxUM1sLvBruTzGzOyIOS1Kwt7aeJ16p4ILjR9ErPzfqcES6PSWPIpI0J/nEMVOTR+C/gfOBagB3XwmcHmlEkpIlazazp7ZBTdYiCdKAGRFJSTZ2XXT3Tc2mcmmIKhZJXUlpGWMG9+bEcUOiDkUkI6jmUUSS59nXbA1sMrNTATezAjP7CmETtmSezTv284/1W5g3fQw5ORn7b1KkSyl5FBHpmOuAG4BiIAZMBT4bZUCSvEdXlOEO86apyVokUWq2FpHUZF+79dHu/rH4A2b2PuC5iOKRJLk7C5bFmHH4YMYN0+B5kUSp5lFEUpKFzdb/k+Ax6eZWl+3kjcrdGigj0kGqeRSRlGTLZN9mdgpwKlBkZl+KOzUA0PwuGWhBaYyCvBwuPF7LEYp0hJJHEZHEFAD9CD43+8cd3wlcGklEkrS6hkYWrizn3GNGMLBPftThiGQUJY8ikjSHTG5+7hB3/xvwNzO7193fTuYeZjYb+BlBTeXd7v7DFsqcCdwK5ANb3P2MZGOW1j2zroqte2rVZC2SBCWPIpI8B7IkeYyz18x+DBwL9Go66O5nt3WRmeUCtwPnEozSftnMFrr72rgyg4A7gNnu/o6ZDU9D/AKUlMYY2reA048qijoUkYyjATMikhL35LcM9VvgNWA88O/AW8DLCVw3C1jv7hvcvRZ4EJjbrMxHgRJ3fwfA3Ss7K2g5aPveWp56tZK5U4vJz9V/gyIdpd8aEUmNp7BlpqHu/iugzt3/5u6fAk5O4LpiYFPcfiw8Fu8oYLCZPWNmy8zsypZuZGbXmtlSM1taVVWVzDNktT+uqqC2oVFN1iJJUrO1iEjH1IVfK8zsg0A5MCaB61pq32+eQucBM4BzgN7A82b2gru//p6L3O8C7gKYOXNm5qbhEVlQGuPoEf05dvSAqEMRyUhKHkUkBRk9X2Oy/sPMBgJfJpjfcQDwxQSuiwGHxe2PIUg8m5fZ4u57gD1m9iwwBXgd6RQbqnaz/J3tfG3OJJqtTy4iCVKztYikJsuard39j+6+w91Xu/tZ7j4D2JrApS8DE81svJkVAJcDC5uVeQw4zczyzKwPcBJaN7tTPbK8jByDS7QcoUjSVPMoIsnz7JmqJxwt/RGCfoqL3X21mV0IfJ2giXlaW9e7e72Z3QgsIZiq5x53X2Nm14Xn73T3V81sMbAKaCSYzmd1+p4quzQ2OiWlZbx/YhEjBvRq/wIRaZGSRxGRxPyKoNn5JeA2M3sbOAW42d0fTeQG7r4IWNTs2J3N9n8M/LgzApb3enHjVsq27+Ors4+OOhSRjKbkUURSk6HNz0mYCZzg7o1m1gvYAhzp7psjjksSVFIao19hHudNHhl1KCIZTcmjiKQoO5qtgVp3bwRw9/1m9roSx8yxr7aBRa9U8METRtG7QEuRi6Si1eTRzP6HNuoU3P3zaYlIRDJL9tQ8TjKzVeFrA44I9w1wdz8hutCkPU+u3cye2gbmTU9kViURaUtbNY9LuywKEclc2ZM8HhN1AJK8h5fFKB7Um1njhkQdikjGazV5dPf74vfNrG8495iISNZx97ejjkGSs3nHfp5bv4UbzjqSnJys6WYhkjbtzvNoZqeY2VrCucbMbIqZ3ZH2yESk+3PALflNpAs8tqKMRkdN1iKdJJFJwm8FzgeqAdx9JXB6GmMSkQzinvwmkm7uzoLSGNPHDmL8sL5RhyPSIyS0woy7b2p2qCENsYhIJsqyFWYAzKy3mWmywAywpnwnr7+7W7WOIp0okeRxk5mdCriZFZjZV9ByWSLSJMuarc3sImAFsDjcn2pmzZcZlG5iQWmMgtwcLjxhVNShiPQYiSSP1wE3ECzJVQZMDfdFRLLRd4BZwHYAd18BjIssGmlVXUMjC1eU84HJwxnUpyDqcER6jHYnCXf3LcDHuiAWEclAlsHNz0mqd/cdZplZc5pNnn29iuo9tcybpiZrkc6UyGjrCWb2uJlVmVmlmT1mZhO6IjgR6eZS6e+YuUnnajP7KJBrZhPDBRX+GXVQcqgFpTGG9C3gjKOLog5FpEdJpNn6d8BDwChgNPAH4IF0BiUimSKF/o4Z2ucR+BxwLFBD8Pm4A/hilAHJoXbsreMvayu5eMpo8nMTGhsqIglKZG1rc/dfx+3/xsxuTFdAIiLd3NHu/g3gG1EHIq374yvl1DY0cukMNVmLdLZW/xwzsyFmNgR42sxuNrNxZna4mX0V+FPXhSgi3Vqam63NbJCZPWxmr5nZq+HCBUPM7M9m9kb4dXBc+a+Z2XozW2dm58cdn2Fmr4TnbrPkOy3+NIzle2Z2bJL3kDQrKS3jqBH9OHb0gKhDEelx2qrLX0awvvVlwGeAp4FngOuBq9MemYhkhvT3efwZsNjdJwFTCKYKuxl4yt0nAk+F+5jZZOBygmbl2cAdZpYb3ucXwLXAxHCbndTjup8FnAlUAXeFCek3k7mXpMfGLXtY9vY25k0fgwY2iXS+VpNHdx/v7hPCr803DZgRkUAak0czG0CwotWvANy91t23A3OB+8Ji9wGXhK/nAg+6e427bwTWA7PMbBQwwN2fd3cH7o+7puOP7L7Z3W8jmMpsBfCtZO8lne+R0hg5BpdMLY46FJEeKZE+j5jZccBkoFfTMXe/P11BiUiGaFrbOnnDzGxp3P5d7n5X3P4Eghq+/zOzKQQtIl8ARrh7BYC7V5jZ8LB8MfBC3PWx8Fhd+Lr58Q4zs2MIWmQuJVi29UHgy8ncSzpfY6NTsryM9x05jJEDe7V/gYh0WLvJo5l9m6CJZjKwCJgD/IPgL3cRkVRscfeZbZzPA6YDn3P3F83sZ4RN1K1oKZP1No4n4/8IZpw4z93Lk7yHpMnLb20ltm0fXzlPq0eKpEsi8xdcCpwDbHb3qwn6HBWmNSoRyRjmyW8JiAExd38x3H+YIJl8N2yKJvxaGVf+sLjrxwDl4fExLRzvMHc/2d1/psSxeyopLaNvQS7nHTsi6lBEeqxEksd97t4I1If9jyoJmpJERNLa59HdNwObzKypGukcYC2wELgqPHYV8Fj4eiFwuZkVmtl4goExL4VN3LvM7ORwlPWVcdckxMweCr++Ymar4rZXzGxVR+4l6bGvtoE/vVLBnONH0acgoV5ZIpKERH67lprZIOCXBP2NdgMvpTMoEZE4nwN+a2YFwAaC2R5ygIfM7BrgHeDDAO6+Jkzy1gL1wA3u3hDe53rgXqA38ES4dcQXwq8XJv8okk5Prt3M7pp65k/X3I4i6ZTI2tafDV/eaWaLCUYs6q9sEQHSv7a1u68AWuoXeU4r5W8Bbmnh+FLguBTiqAhfftbdb4o/Z2Y/Am469CrpSiWlZRQP6s1J44dEHYpIj9Zq8mhm09s65+6lnR1M4cZ9TPjois6+rXSRJeUrog5BkjRrUVXUIWSSczk0UZzTwjHpQpU79/P3N6r47JlHkpOjuR1F0qmtmsf/auOcA2d3ciwikokyd43qDjGz64HPAhOa9XHsDzwXTVTS5NEVZTQ6fGi65nYUSbdWk8dwFQURkdZ1bKWYTPc7gn6SP+C90wXtcvet0YQkAO7OgmVlTBs7iCOK+kUdjkiPl8hoaxGR1qV/ecLuwt39LeAGYFfchpmpk12E1lbsZN27u5ingTIiXUJzGYiIJOZ3BCOtl3HoxOOOpjCLTElpGfm5xkUnjIo6FJGsoORRRFKS7tHW3YW7Xxh+HR91LHJQXUMjj60o45xJIxjUpyDqcESyQrvN1hb4uJl9K9wfa2az0h+aiGSE7Gm2BsDM3mdmfcPXHzezn5rZ2KjjylZ/f6OKLbtrmT9DTdYiXSWRPo93AKcAV4T7u4Db0xaRiGSWLEsegV8Ae81sCvBV4G3g19GGlL0WlJYxpG8BZxxVFHUoIlkjkeTxJHe/AdgP4O7bALUNiEhK61pncHN3vbs7MBf4mbv/jGC6HuliO/bV8ee173LxlNEU5Gn8p0hXSaTPY52Z5RLWE5hZEdCY1qhERLqvXWb2NeATwGnh52N+xDFlpT+tqqC2vpF5mttRpEsl8qfabcAjwHAzuwX4B/D9tEYlIpnDLfktM10G1ACfcvfNQDHw42hDyk4lpTEmDu/H8cUDow5FJKsksrb1b81sGcE6sgZc4u6vpj0yEckMmdv8nBR332xmvwVONLMLgZfc/f6o48o2b1fvYenb27hp9iTMMvYPEZGMlMho67HAXuBxYCGwRyMLRaRJtvV5NLOPAC8BHwY+ArxoZpdGG1X2KSktwwwumTY66lBEsk4ifR7/xMEJcXsB44F1wLFpjEtEMkWGJoEp+AZwortXwoF+4H8BHo40qizS2OiULI/xviOGMWpg76jDEck6iTRbHx+/b2bTgc+kLSIRke4tpylxDFWjpV671NK3t7Fp6z6+dO5RUYcikpU6vMKMu5ea2YnpCEZEMkwGNz+nYLGZLQEeCPcvAxZFGE/WKSmN0acgl/OPHRl1KCJZqd3k0cy+FLebA0wHqtIWkYhklixLHt3938xsHvB+gu48d7n7IxGHlTX21zXwp1UVzDluFH0KtMKuSBQS+c2Ln/y2nqAP5IL0hCMiGSdLkkczmwj8BDgCeAX4iruXRRtV9nly7bvsqqlnvuZ2FIlMm8ljOPltP3f/ty6KR0Sku7oHuB94FrgI+B9gXqQRZaGS0hijB/bi5AlDow5FJGu1mjyaWZ6714cDZEREWpRFfR77u/svw9frzKw00miyUOWu/Tz7ehXXn3kEOTma21EkKm3VPL5E0L9xhZktBP4A7Gk66e4laY5NRKQ76WVm0wj6OQL0jt93dyWTabZwRTmNDh+aNibqUESyWiJ9HocQTEVxNgfne3RAyaOIZE2fR6AC+Gnc/ua4fSf4jJQ0enhZjCmHDeLI4f2iDkUkq7WVPA4PR1qv5mDS2CR7/rsQkdZl0VQ97n5W1DFks7XlO3lt8y6+N1frU4hEra3kMRfox3uTxiZZ8t+FiIh0ByWlMfJzjQtP0HKEIlFrK3mscPfvdlkkIpKZ9KekpFl9QyOPrijn7EnDGdy3IOpwRLJeW8mjhrKJSPuUPEqa/f2NLWzZXcO86RooI9IdtLUe6zldFoWIZCQj6POY7JaJLPBxM/tWuD/WzGZFHVdPtqA0xuA++Zx19PCoQxER2kge3X1rVwYiIhnKU9gy0x3AKcAV4f4u4PZELjSz2Wa2zszWm9nNbZQ70cwazOzS1MPNbDv21fHk2ne5eMpoCvLaqu8Qka6i30QRkY45yd1vAPYDuPs2oN2OeOGKXbcDc4DJwBVmNrmVcj8ClnRm0JnqiVcqqK1vVJO1SDei5FFEkpdCk3WmNlsDdWGC5wBmVgQ0JnDdLGC9u29w91rgQWBuC+U+BywAKjsp3oy2oDTGEUV9OWHMwKhDEZGQkkcRSU32NVvfBjxCMBfuLcA/gO8ncF0xsCluPxYeO8DMioEPAXe2dSMzu9bMlprZ0qqqqo7EnlHert7Dy29tY/6MMZhpDKdId5HICjMiIq3L3CQwKe7+WzNbRjCo0IBL3P3VBC5NZM7cW4Gb3L2hrWTJ3e8C7gKYOXNmj/0JPLK8DDO4ZGpx+4VFpMsoeRQR6QAzGwvsBR6PP+bu77RzaQw4LG5/DFDerMxM4MEwcRwGXGBm9e7+aKpxZxp3p6S0jFOPGMroQb2jDkdE4ih5FJGUZHDfxWT9iYNLtvYCxgPrgPbWzXsZmGhm44Ey4HLgo/EF3H1802szuxf4YzYmjgBL397GO1v38oVzJkYdiog0o+RRRFKTZcmjux8fv29m04HPJHBdvZndSDCKOhe4x93XmNl14fk2+zlmm5LSGH0Kcpl93MioQxGRZpQ8ikjyMnvgS6dw91IzOzHBsouARc2OtZg0uvsnU48uM+2va+CPqyqYfdxI+hbqvymR7ka/lSKSkmxrtjazL8Xt5gDTgZ475DkCf3n1XXbtr2e+5nYU6ZaUPIqIdEz/uNf1BH0gF0QUS4+0YFmMUQN7cfKEoVGHIiItUPIoIqnJoprHcHLwfu7+b1HH0lNV7trPs29s4TOnTyA3R3M7inRHSh5FJCXZ0mxtZnnhoJfpUcfSky1cUU5DozNvuuZ2FOmulDyKSGqyJHkEXiLo37jCzBYCfwD2NJ1095KoAutJSkrLmDJmIEcO799+YRGJhJJHEUledo62HgJUA2dzcL5HB5Q8pujVip2srdjJv1/c3pSZIhIlJY8iIokZHo60Xs3BpLFJ9qXQaVBSGiM/17hoyuioQxGRNih5FJGkGS0v2NxD5QL9SGyNaumg+oZGHl1RzllHD2dI34KowxGRNih5FJHUZE/aVOHu3406iJ7qH+u3ULWrhnma21Gk21PyKCIpyZbR1mRVJWvXW1BaxqA++Zw1qSjqUESkHTlRByAikiHOiTqAnmrn/jqeXLOZi6eMpjAvN+pwRKQdqnkUkdRkSc2ju2+NOoae6olXKqipb1STtUiGUPIoIqnJkuRR0mdBaRkTivoyZczAqEMRkQSo2VpEkudBn8dkN5FNW/fy0satzJ8+BjN1KxXJBKp5FJHUKAmUFJSUlmEGl0zTcoQimUI1jyIiEgl3p2R5jFMmDKV4UO+owxGRBKnmsRPd9+Ja9u3OpbERGuqNz805iq/f+RZjjqgBoO+ABvbszOWz5x7N9NN38amvV5CX79TXGb/83ihWPqe1XNPpv/71MF78ywAGDavnrqfXAfDs4wP59X+NZNMbvbht0escNWXfgfIP/s9wFj8wlNwc5/r/KGPmmbvYv9e45TPjKH+rkJxc5+Rzd3LNNyoAePL3Q7j7e6MZOrIOgIuvrmLOx3r+GAs1P0uySt/ZxtvVe/nc2ROjDkVEOiBtyaOZ3QNcCFS6+3Hpep/u5qsfPoKdWw9+W79/3bgDr6/9Vjl7dgWVvTu25vKtq8az9d18Dj96H9//3QY+NkPruabTeZdt5eKrt/DjL4w9cGzcpP186+63uO2mw95T9u3XC3nmscHc9fRrbH03n5svO4Jf/eNVAOZfV8XU9+2mrta46SNH8PJf+3Pi2bsAOP3ibdz4/bKue6juIM3Jo5nlAkuBMne/0MyGAL8HxgFvAR9x921h2a8B1wANwOfdfUl4fAZwL9AbWAR8wd2V9kbs4WVl9M7PZfZxI6MORUQ6IJ3N1vcCs9N4/wzjnH7xdp5+dDAAb67uw9Z38wF4e10vCgqd/ILGKAPs8Y4/eQ/9Bze859jYiTUcdmTNIWWfXzKQM+duo6DQGTm2ltHjali3vA+9+jhT37cbgPwCZ+Lx+6iqyO+S+LurLhgw8wXg1bj9m4Gn3H0i8FS4j5lNBi4HjiX47LkjTDwBfgFcC0wMN302RWx/XQN/XFXOnONG0q9QjWAimSRtyaO7Pwv0/Da7eG58/4EN/Hzx68z5WPV7Th130h62VeVRvrHwkMve/8EdvLmmN3W16oLaXWypyKdodN2B/WGj6qje/N4kcfeOXF748wCmvX/3gWPPLRrEdecczfc+PY7KsuxOKjuDmY0BPgjcHXd4LnBf+Po+4JK44w+6e427bwTWA7PMbBQwwN2fD2sb74+7RiLy1KuV7Npfr7kdRTKQ/tzrRP8690i2vpvPwKF1/PDBDWxaX8jqF/sBcNYl23nm0UGHXHP4Ufu55hsVfP2KCV0crbSppVqxuFlEGurhB589nLnXbGHU4bUAnHzuDs68JKit/OP9Q/nJF8fyn394s2vijYqT7mbrW4GvAvEdgke4ewWAu1eY2fDweDHwQly5WHisLnzd/LhEqKQ0xsgBvTjliKFRhyIiHRR5VZeZXWtmS81saR2HNh9mkqZm6B3V+Ty3eCCTpu0FICfXed8FO/jbwkHvKT9sVC3f+tVGfvyFsVS8fWiNpERn2Og6qsoP1hxuqchn6IiDNZG3/tthFI+vYd6nqw4cGzCkgYLCIJOa87Fq3ljVp+sCjpKnsMGwpt//cLu26bZm1tRnelmCkbQ0SaC3cVwiUrWrhmder+KSacXk5mhuR5FME3ny6O53uftMd5+ZT+YmUIW9G+jdt+HA6xln7OKt13oBMP20XWxaX8iWioID5fsOaOB792/k/34wirUv940kZmndyeft5JnHBlNbY2x+p4CyjYUcHf4xcO+PRrJnVy7Xffe9A2Oq3z1Ykf/CkwMZO3F/l8YcBSPlPo9bmn7/w+2uuNu/D7jYzN4CHgTONrPfAO+GTdGEXyvD8jEgfuTTGKA8PD6mheMSkYUry2lodOZPVwWwSCZSs3UnGVxUz7d/9RYAuXnO048MZukzAwA4Y+6hTdYXX72F0eNr+ei/vstH//VdAL52+QR2VKufXLr84PrDWfV8P3ZszeNjMybziS9vpv/gBu74ZjE7qvP4f5+YwBHH7uP7D2xg3NH7Of2i7Vx75iRyc50bvx8jNxeqyvN54GcjOezI/dxw3tHAwSl5HvtVEc8/OYDcPOg/qJ4v//c7ET9xF0lTHZ67fw34GoCZnQl8xd0/bmY/Bq4Cfhh+fSy8ZCHwOzP7KTCaYGDMS+7eYGa7zOxk4EXgSuB/0hO1JKKkNMYJYwYycYSmJxPJRJau2SrM7AHgTGAY8C7wbXf/VVvXDLAhfpKdk5Z4JP2WlK+IOgRJ0qzzN7F05f4Otx/2LTrMJ13ypaTft/TuLy1z95ntlYtLHi80s6HAQ8BY4B3gw+6+NSz3DeBTQD3wRXd/Ijw+k4NT9TwBfK6nTNUzc+ZMX7p0adRhJOy1zTuZfevf+c5Fk/nk+8ZHHY6ItMLMWv18TlvNo7tfka57i0j3YV2Qg7n7M8Az4etqoMW/Mt39FuCWFo4vBbJmvtnurKS0jLwc46Ipo6MORUSSpGZrEUle+kdbSw9S39DII8vLOGvScIb2y9w+7iLZTsmjiKREyxNKop57s5qqXTUaKCOS4ZQ8ikhqlDxKgkpKYwzsnc9Zk4a3X1hEuq3Ip+oREZGeb9f+Opas2cxFU0ZRmJfb/gUi0m2p5lFEUqJma0nEE69sZn9dI/O1HKFIxlPyKCKpUfIoCVhQGmPCsL5MPWxQ1KGISIrUbC0iyUthdRnVWGaPTVv38uLGrcybXoyZliMUyXRKHkVEJK0eWR4s5XnJNI2yFukJ1GwtIqlRDaK0wd0pKY1xyoShjBncJ+pwRKQTqOZRRJJmqNla2lb6znbeqt7LPM3tKNJjqOZRRFLTM5aIljQpKY3RKz+HOcePijoUEekkSh5FJCWqQZTW7K9r4PGV5cw+diT9CvXfjUhPoWZrERFJi7++VsnO/fXMn6G5HUV6Ev0pKCLJczRgRlpVUhpjxIBCTj1iWNShiEgnUvIoIimxxqgjkO5oy+4anllXxTWnjSc3R3M7ivQkSh5FJDWqeZQWLFxRTn2jazlCkR5IyaOIpEQDZqQlJctjHF88kKNG9I86FBHpZBowIyIinWrd5l2sLtupuR1FeijVPIpI8hzN8yiHKFkeIy/HuGjK6KhDEZE0UPIoIilRs7XEa2h0Hl1explHFzGsX2HU4YhIGqjZWkRS4yls0uM8t34L7+6s0UAZkR5MyaOIiHSaktIYA3rlcfYxw6MORUTSRM3WIpI0Q83WctDumnoWr9nM/OljKMzLjTocEUkTJY8ikjx3DZiRAxa9UsH+ukbmqclapEdTs7WIpMQ8+S3bmNlsM1tnZuvN7OYWzn/MzFaF2z/NbEoUcSarpDTG+GF9mT52UNShiEgaKXkUkdRowExCzCwXuB2YA0wGrjCzyc2KbQTOcPcTgO8Bd3VtlMmLbdvLCxu2Mm9aMWZajlCkJ1PyKCLSNWYB6919g7vXAg8Cc+MLuPs/3X1buPsCkDHtv48uLwPgkmmaGFykp1PyKCIpUbN1woqBTXH7sfBYa64BnkhrRJ3E3VlQWsZJ44dw2JA+UYcjImmmATMikjwHGrMvC0xSS225LX7zzOwsguTx/a2cvxa4FmDs2LGdFV/Slm/azsYte7j+jCOiDkVEuoBqHkUkNerzmKgYcFjc/higvHkhMzsBuBuY6+7VLd3I3e9y95nuPrOoqCgtwXZESWmMXvk5zDl+ZNShiEgXUPIoIilRs3XCXgYmmtl4MysALgcWxhcws7FACfAJd389ghg7rKa+gcdXVnD+sSPp3ys/6nBEpAuo2VpEpAu4e72Z3QgsAXKBe9x9jZldF56/E/gWMBS4IxyxXO/uM6OKORFPv1bJjn11mttRJIsoeRSR1GiS8IS5+yJgUbNjd8a9/hfgX7o6rlQ8vKyM4f0Lef+Rw6IORUS6iJqtRSQlarbOXtW7a3hmXSUfmlZMbo7mdhTJFqp5FJHkZefAFwk9vrKc+kZXk7VIllHNo4iIJKVkeRnHjh7A0SP7Rx2KiHQhJY8ikjQDzD3pTTLXG+/uYlVsh2odRbKQmq1FJDWNUQcgUVhQWkZujjF36uioQxGRLqbkUURSohrE7NPQ6Dy6vIwzjypiWL/CqMMRkS6mZmsRSV4qq8so58xYz79Zzead+9VkLZKllDyKiEiHLCiNMaBXHuccMzzqUEQkAmq2FpEUuCYJzzK7a+pZvHozH5peTK/83KjDEZEIKHkUkZRosu/ssnj1ZvbVNTB/enHUoYhIRJQ8ikhqVPOYVUpKYxw+tA/Txw6OOhQRiYj6PIpI8hysMflNMkvZ9n08v6GaedPGYKblCEWylZJHERFJyKPLy3CHeWqyFslqarYWkdSo2ToruDsLSmPMGj+Ew4b0iTocEYmQah5FJDWa5zErrIztYEPVHg2UERHVPIpIarTCTHZYsCxGYV4Oc44fFXUoIhIx1TyKiEibauobeHxVOecfO5IBvfKjDkdEItatah53sW3LX/zht6OOI02GAVuiDiKdcnt2hURP//kdnvSVqnns8Z5+rYrte+s0UEZEgG6WPLp7UdQxpIuZLXX3mVHHIcnRz68VDmjKnR6vpDRGUf9C3n/ksKhDEZFuoFsljyKSWQxXn8cebuueWp5eV8knTx1HXq56OomIkkcRSZWSxx7t8ZXl1DU482eMiToUEekm9Gdk17kr6gAkJfr5RcDMDjOzp83sVTNbY2ZfCI8PMbM/m9kb4dfBcdd8zczWm9k6Mzs/7vgMM3slPHebaYmUhJSUxpg8agCTRg6IOhQR6SaUPHYRd1fykcH082uDe/Jb++qBL7v7McDJwA1mNhm4GXjK3ScCT4X7hOcuB44FZgN3mFlueK9fANcCE8Ntdud9E3qm9ZW7WBnboYEyIvIeSh5FJHlNA2aS3dq7vXuFu5eGr3cBrwLFwFzgvrDYfcAl4eu5wIPuXuPuG4H1wCwzGwUMcPfn3d2B++OukVYsKC0jN8eYO1XJo4gcpD6PIpKSFAfMDDOzpXH7d7VWy2tm44BpwIvACHevgCDBNLPhYbFi4IW4y2LhsbrwdfPj0oqGRufR5WWccVQRRf0Low5HRLoR1Tx2ATObHfa/Wm9mN0cdjyTOzO4xs0ozWx11LN1Was3WW9x9ZtzWWuLYD1gAfNHdd7YRTUv9GL2N49KKFzZUU7Fjv5qsReQQSh7TLOxvdTswB5gMXBH2y5LMcC/qGxcpM8snSBx/6+4l4eF3w6Zowq+V4fEYcFjc5WOA8vD4mBaOSysWlMbo3yuPDxwzIupQRKSbUfKYfrOA9e6+wd1rgQcJ+mVJBnD3Z4GtUcfRfaVQ65hAc3c4IvpXwKvu/tO4UwuBq8LXVwGPxR2/3MwKzWw8wcCYl8Im7l1mdnJ4zyvjrpFm9tTUs3j1Zi48YRS98nPbv0BEsor6PKZfMbApbj8GnBRRLCKdy0n3PI/vAz4BvGJmK8JjXwd+CDxkZtcA7wAfBnD3NWb2ELCWYKT2De7eEF53PUFNcm/giXCTFixevZm9tQ3Mn665HUXkUEoe0099raRnS+PyhO7+D1r+HQI4p5VrbgFuaeH4UuC4zouu5ypZHmPskD7MOHxw+4VFJOuo2Tr9WuuDJSLS7ZRv38c/36xm3vRiNI+6iLRENY/p9zIwMex/VUYwgfFHow1JpPNobeue5ZHlZbjDvGlqshaRlqnmMc3cvR64EVhCMMHxQ+6+JtqoJFFm9gDwPHC0mcXCPnYSL70rzEgXcndKSmPMGjeEsUP7RB2OiHRTqnnsAu6+CFgUdRzSce5+RdQxdGsONCoJ7ClWxXbwZtUePn3ahKhDEZFuTMmjiKRANYg9SUlpjIK8HC44YVTUoYhIN6ZmaxERoba+kYUryzlv8ggG9MqPOhwR6cZU8ygiqVHNY4/w9LpKtu2tY/4MDZQRkbYpeRSR1Ch57BFKSmMM61fIaUcOizoUEenmlDyKSPI0YKZH2Lanlr++VslVp4wjL1e9mUSkbfqUyFBm1mBmK8xstZn9wcySnlfDzO41s0vD13eb2eQ2yp5pZqcm8R5vmdkhVRqtHW9WZncH3+s7ZvaVjsYoyXDwxuQ36RYeX1VOXYMzT8sRikgClDxmrn3uPtXdjwNqgeviT5pZbjI3dfd/cfe1bRQ5E+hw8igi3deC0jKOGTWAyaMHRB2KiGQAJY89w9+BI8NawafN7HfAK2aWa2Y/NrOXzWyVmX0GwAI/N7O1ZvYnYHjTjczsGTObGb6ebWalZrbSzJ4ys3EESeq/hrWep5lZkZktCN/jZTN7X3jtUDN70syWm9n/0vr6xAeY2aNmtszM1pjZtc3O/VcYy1NmVhQeO8LMFofX/N3MJnXKd1M6RpOEZ7T1lbtZuWk786cXRx2KiGQI9XnMcGaWB8wBFoeHZgHHufvGMAHb4e4nmlkh8JyZPQlMA44GjgdGAGuBe5rdtwj4JXB6eK8h7r7VzO4Edrv7T8JyvwP+293/YWZjCVbSOQb4NvAPd/+umX0QeE8y2IpPhe/RG3jZzBa4ezXQFyh19y+b2bfCe98I3AVc5+5vmNlJwB3A2Ul8GyVZ6vOY8R5ZHiPH4OKpo6MORUQyhJLHzNXbzFaEr/8O/IqgOfkld98YHj8POKGpPyMwEJgInA484O4NQLmZ/bWF+58MPNt0L3ff2kocHwAmmx2oWBxgZv3D95gXXvsnM9uWwDN93sw+FL4+LIy1GmgEfh8e/w1QYmb9wuf9Q9x7FybwHtLZVIOYsRobnUdKyzj9qCKG9+8VdTgikiGUPGaufe4+Nf5AmETtiT8EfM7dlzQrdwFBnVFbLIEyEHR9OMXd97UQS8JZhZmdSZCInuLue83sGaC1/808fN/tzb8HIpK4FzZUU75jP1+74JioQxGRDKI+jz3bEuB6M8sHMLOjzKwv8CxwedgnchRwVgvXPg+cYWbjw2uHhMd3Af3jyj1J0IRMWG5q+PJZ4GPhsTnA4HZiHQhsCxPHSQQ1n01ygKba048SNIfvBDaa2YfD9zAzm9LOe0g6qM9jxlpQWkb/wjzOnTwi6lBEJIMoeezZ7iboz1hqZquB/yWobX4EeAN4BfgF8LfmF7p7FUE/xRIzW8nBZuPHgQ81DZgBPg/MDAfkrOXgqO9/B043s1KC5vN32ol1MZBnZquA7wEvxJ3bAxxrZssI+jR+Nzz+MeCaML41wNwEvifSqVJIHJU8RmpvbT1PrK7ggyeMold+UpMziEiWMtcHuIgkaWD+cD912IeTvn7x5juWufvMTgwp68ycOdOXLl3a4etKSmN86aGVPPSZU5g1fkj7F4hIVjGzVj+f1edRRFKjP0AzUklpGYcN6c2J49rrUSIi8l5qthYRyTIVO/bx3JtbmDdtTNPgNhGRhKnmUURSo5rHjPPo8nLcYZ4mBheRJKjmUURS4MEk4cluWSZctWmdma03s5tbOG9mdlt4fpWZTe/sGNydBaUxZh4+mMOH9u3s24tIFlDyKCLJc3BvTHrLJuF687cTrAg1GbjCzCY3KzaHYHL8iQSzHfyis+N4pWwH6yt3M3/GmM6+tYhkCSWPIiJdYxaw3t03uHst8CCHTi81F7jfAy8Ag8K5WDtNSWkZBXk5XHB8p95WRLKIkkcRSY2arRNVDGyK24+FxzpaBjO71syWmtnSqqqqDgUxsHc+H5k5hoG98zt0nYhIEw2YEZHUaMBMoloa1tz8m5dIGdz9LuAuCOZ57EgQ/3ruUR0pLiJyCCWPIpI8d2jMrr6LKYgBh8XtjwHKkygjIhIpNVuLSGq0PGGiXgYmmtl4MysALgcWNiuzELgyHHV9MrDD3Su6OlARkbao5lFEpAu4e72Z3QgsAXKBe9x9jZldF56/E1gEXACsB/YCV0cVr4hIa5Q8ikhKXM3WCXP3RQQJYvyxO+NeO3BDV8clItIRSh5FJAVZ2fwsIpLVlDyKSPKcbJxyR0Qkqyl5FJHUZNlKMSIi2U6jrUVEREQkYap5FJGkOeBqthYRySpKHkUkee5qthYRyTJKHkUkJap5FBHJLurzKCIiIiIJU82jiKRGzdYiIlnFXBP8ikiSzGwxMCyFW2xx99mdFU82MrMq4O0OXjYM2JKGcKKgZ+l+espzQHY/y+HuXtTSCSWPIiJZxsyWuvvMqOPoDHqW7qenPAfoWVqjPo8iIiIikjAljyIiIiKSMCWPIiLZ566oA+hEepbup6c8B+hZWqQ+jyIiIiKSMNU8ioiIiEjClDyKiPRQZjbbzNaZ2Xozu7mF82Zmt4XnV5nZ9CjibE8Cz/GxMP5VZvZPM5sSRZyJaO9Z4sqdaGYNZnZpV8bXEYk8i5mdaWYrzGyNmf2tq2NMVAL/xgaa2eNmtjJ8lqujiLM9ZnaPmVWa2epWznfK77ySRxGRHsjMcoHbgTnAZOAKM5vcrNgcYGK4XQv8okuDTECCz7EROMPdTwC+Rzftp5bgszSV+xGwpGsjTFwiz2Jmg4A7gIvd/Vjgw10dZyIS/LncAKx19ynAmcB/mVlBlwaamHuBtubO7ZTfeSWPIiI90yxgvbtvcPda4EFgbrMyc4H7PfACMMjMRnV1oO1o9znc/Z/uvi3cfQEY08UxJiqRnwnA54AFQGVXBtdBiTzLR4ESd38HwN276/Mk8iwO9DczA/oBW4H6rg2zfe7+LEFsremU33kljyIiPVMxsCluPxYe62iZqHU0xmuAJ9IaUfLafRYzKwY+BNzZhXElI5Gfy1HAYDN7xsyWmdmVXRZdxyTyLD8HjgHKgVeAL7hn5NqsnfI7r7WtRUR6JmvhWPPpNRIpE7WEYzSzswiSx/enNaLkJfIstwI3uXtDUMnVbSXyLHnADOAcoDfwvJm94O6vpzu4DkrkWc4HVgBnA0cAfzazv7v7zjTH1tk65XdeyaOISM8UAw6L2x9DUGvS0TJRSyhGMzsBuBuY4+7VXRRbRyXyLDOBB8PEcRhwgZnVu/ujXRJh4hL997XF3fcAe8zsWWAK0N2Sx0Se5Wrghx7Mb7jezDYCk4CXuibETtMpv/NqthYR6ZleBiaa2fiwY//lwMJmZRYCV4YjME8Gdrh7RVcH2o52n8PMxgIlwCe6Ya1WvHafxd3Hu/s4dx8HPAx8thsmjpDYv6/HgNPMLM/M+gAnAa92cZyJSORZ3iGoQcXMRgBHAxu6NMrO0Sm/86p5FBHpgdy93sxuJBixmwvc4+5rzOy68PydwCLgAmA9sJegdqVbSfA5vgUMBe4Ia+zq3X1mVDG3JsFnyQiJPIu7v2pmi4FVQCNwt7u3OIVMlBL8uXwPuNfMXiFo+r3J3bdEFnQrzOwBgtHgw8wsBnwbyIfO/Z3XCjMiIiIikjA1W4uIiIhIwpQ8ioiIiEjClDyKiIiISMKUPIqIiIhIwpQ8ioiIiEjClDyKiIh0kJk1mNmKuG1cG2V3d8L73WtmG8P3KjWzU5K4x91mNjl8/fVm5/6ZaozhfZq+L6vN7HEzG9RO+almdkFnvLd0HU3VIyIi0kFmttvd+3V22TbucS/wR3d/2MzOA37i7iekcL+UY2rvvmZ2H/C6u9/SRvlPAjPd/cbOjkXSRzWPIiIiKTKzfmb2VFgr+IqZzW2hzCgzezauZu608Ph5ZvZ8eO0fzKy9pO5Z4Mjw2i+F91ptZl8Mj/U1sz+Z2crw+GXh8WfMbKaZ/RDoHcbx2/Dc7vDr7+NrAsMaz/lmlmtmPzazl81slZl9JoFvy/NAcXifWWb2TzNbHn49OlzN5bvAZWEsl4Wx3xO+z/KWvo8SPa0wIyIi0nG9zWxF+Hoj8GHgQ+6+08yGAS+Y2UJ/b/PeR4El7n6LmeUCfcKy3wQ+4O57zOwm4EsESVVrLgJeMbMZBCuEnESw6smLZvY3YAJQ7u4fBDCzgfEXu/vNZnaju09t4d4PApcBi8Lk7hzgeuAagqXsTjSzQuA5M3vS3Te2FGD4fOcAvwoPvQacHq7m8gHg++4+38y+RVzNo5l9H/iru38qbPJ+ycz+Eq6PLd2EkkcREZGO2xeffJlZPvB9MzudYCm+YmAEsDnumpeBe8Kyj7r7CjM7A5hMkIwBFBDU2LXkx2b2TaCKIJk7B3ikKbEysxLgNGAx8BMz+xFBU/ffO/BcTwC3hQnibOBZd98XNpWfYGaXhuUGAhMJEud4TUn1OGAZ8Oe48veZ2UTACZfMa8F5wMVm9pVwvxcwlu65JnbWUvIoIiKSuo8BRcAMd68zs7cIEp8D3P3ZMLn8IPBrM/sxsA34s7tfkcB7/Ju7P9y0E9bgHcLdXw9rJS8AfhDWELZVkxl/7X4zewY4n6AG8oGmtwM+5+5L2rnFPnefGtZ2/hG4AbiNYG3op939Q+Hgomdaud6A+e6+LpF4JRrq8ygiIpK6gUBlmDieBRzevICZHR6W+SVBc+504AXgfWbW1Iexj5kdleB7PgtcEl7TF/gQ8HczGw3sdfffAD8J36e5urAGtCUPEjSHnwY0JYtLgOubrjGzo8L3bJG77wA+D3wlvGYgUBae/mRc0V1A/7j9JcDnLKyGNbNprb2HREfJo4iISOp+C8w0s6UEtZCvtVDmTGCFmS0H5gM/c/cqgmTqATNbRZBMTkrkDd29FLgXeAl4Ebjb3ZcDxxP0FVwBfAP4jxYuvwtY1TRgppkngdOBv7h7bXjsbmAtUGpmq4H/pZ3WyzCWlcDlwH8S1II+B+TGFXsamNw0YIaghjI/jG11uC/djKbqEREREZGEqeZRRERERBKm5FFEREREEqbkUUREREQSpuRRRERERBKm5FFEREREEqbkUUREREQSpuRRRERERBKm5FFEREREEvb/AQsYzY6Cv2ziAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.92      0.59      0.72     11597\n",
+      "           1       0.70      0.95      0.81     11597\n",
+      "\n",
+      "    accuracy                           0.77     23194\n",
+      "   macro avg       0.81      0.77      0.76     23194\n",
+      "weighted avg       0.81      0.77      0.76     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('gaussian_nb_clf_over', gaussian_nb_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 184,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.6070038910505836\n",
+      "F1 Score: 0.19947159841479525\n",
+      "Recall Score: 0.8162162162162162\n",
+      "Precision Score: 0.11361926260346125\n",
+      "ROC AUC: 0.7049346000018645\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.59      0.74      2899\n",
+      "           1       0.11      0.82      0.20       185\n",
+      "\n",
+      "    accuracy                           0.61      3084\n",
+      "   macro avg       0.55      0.70      0.47      3084\n",
+      "weighted avg       0.93      0.61      0.71      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('gaussian_nb_clf_over', gaussian_nb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Bernoulli NB\n",
+    "ber_nb_clf = make_pipeline(StandardScaler(),  BernoulliNB())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
+       "                ('bernoullinb', BernoulliNB())])"
+      ]
+     },
+     "execution_count": 186,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ber_nb_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7846425799775804\n",
+      "F1 Score: 0.7926611597692084\n",
+      "Recall Score: 0.8233163749245495\n",
+      "Precision Score: 0.7642068192732512\n",
+      "ROC AUC: 0.7846425799775804\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.81      0.75      0.78     11597\n",
+      "           1       0.76      0.82      0.79     11597\n",
+      "\n",
+      "    accuracy                           0.78     23194\n",
+      "   macro avg       0.79      0.78      0.78     23194\n",
+      "weighted avg       0.79      0.78      0.78     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('ber_nb_clf_over', ber_nb_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7315175097276264\n",
+      "F1 Score: 0.2114285714285714\n",
+      "Recall Score: 0.6\n",
+      "Precision Score: 0.1283236994219653\n",
+      "ROC AUC: 0.6699551569506726\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.74      0.84      2899\n",
+      "           1       0.13      0.60      0.21       185\n",
+      "\n",
+      "    accuracy                           0.73      3084\n",
+      "   macro avg       0.55      0.67      0.52      3084\n",
+      "weighted avg       0.92      0.73      0.80      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('ber_nb_clf_over', ber_nb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Ada Boost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ada_clf = AdaBoostClassifier(n_estimators=500, learning_rate=0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "AdaBoostClassifier(learning_rate=0.5, n_estimators=500)"
+      ]
+     },
+     "execution_count": 190,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ada_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8908338363369837\n",
+      "F1 Score: 0.8943062280848222\n",
+      "Recall Score: 0.923687160472536\n",
+      "Precision Score: 0.8667367910025083\n",
+      "ROC AUC: 0.8908338363369837\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.92      0.86      0.89     11597\n",
+      "           1       0.87      0.92      0.89     11597\n",
+      "\n",
+      "    accuracy                           0.89     23194\n",
+      "   macro avg       0.89      0.89      0.89     23194\n",
+      "weighted avg       0.89      0.89      0.89     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('ada_clf_over', ada_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8274967574578469\n",
+      "F1 Score: 0.23342939481268013\n",
+      "Recall Score: 0.43783783783783786\n",
+      "Precision Score: 0.15913555992141454\n",
+      "ROC AUC: 0.6451003607954281\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.85      0.90      2899\n",
+      "           1       0.16      0.44      0.23       185\n",
+      "\n",
+      "    accuracy                           0.83      3084\n",
+      "   macro avg       0.56      0.65      0.57      3084\n",
+      "weighted avg       0.91      0.83      0.86      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('ada_clf_over', ada_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Gradient Boosting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gb_clf = GradientBoostingClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GradientBoostingClassifier()"
+      ]
+     },
+     "execution_count": 194,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gb_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8998016728464258\n",
+      "F1 Score: 0.9041412308199966\n",
+      "Recall Score: 0.9450720013796672\n",
+      "Precision Score: 0.8666086819008461\n",
+      "ROC AUC: 0.8998016728464258\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.85      0.90     11597\n",
+      "           1       0.87      0.95      0.90     11597\n",
+      "\n",
+      "    accuracy                           0.90     23194\n",
+      "   macro avg       0.90      0.90      0.90     23194\n",
+      "weighted avg       0.90      0.90      0.90     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('gb_clf_over', gb_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.8164721141374838\n",
+      "F1 Score: 0.24128686327077747\n",
+      "Recall Score: 0.4864864864864865\n",
+      "Precision Score: 0.16042780748663102\n",
+      "ROC AUC: 0.6620083346540745\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.96      0.84      0.90      2899\n",
+      "           1       0.16      0.49      0.24       185\n",
+      "\n",
+      "    accuracy                           0.82      3084\n",
+      "   macro avg       0.56      0.66      0.57      3084\n",
+      "weighted avg       0.91      0.82      0.86      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('gb_clf_over', gb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### XG Boost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xgb_clf = XGBClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
+       "              predictor=None, random_state=None, ...)"
+      ]
+     },
+     "execution_count": 198,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xgb_clf.fit(x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9875398810037078\n",
+      "F1 Score: 0.9875005406340556\n",
+      "Recall Score: 0.9843925153056825\n",
+      "Precision Score: 0.990628254078445\n",
+      "ROC AUC: 0.9875398810037079\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.99      0.99     11597\n",
+      "           1       0.99      0.98      0.99     11597\n",
+      "\n",
+      "    accuracy                           0.99     23194\n",
+      "   macro avg       0.99      0.99      0.99     23194\n",
+      "weighted avg       0.99      0.99      0.99     23194\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('xgb_clf_over', xgb_clf, x_over, y_over)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.9189364461738002\n",
+      "F1 Score: 0.25595238095238104\n",
+      "Recall Score: 0.23243243243243245\n",
+      "Precision Score: 0.2847682119205298\n",
+      "ROC AUC: 0.5975891034186999\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.95      0.96      0.96      2899\n",
+      "           1       0.28      0.23      0.26       185\n",
+      "\n",
+      "    accuracy                           0.92      3084\n",
+      "   macro avg       0.62      0.60      0.61      3084\n",
+      "weighted avg       0.91      0.92      0.92      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('xgb_clf_over', xgb_clf, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### XGBoost"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "params = {'n_estimators':[300],\n",
+    "          'max_depth':[8],\n",
+    "          'learning_rate':[0.1],\n",
+    "          'scale_pos_weight':[25]}\n",
+    "grid_search = GridSearchCV(estimator=XGBClassifier(), param_grid=params, cv=10, scoring='f1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=10,\n",
+       "             estimator=XGBClassifier(base_score=None, booster=None,\n",
+       "                                     callbacks=None, colsample_bylevel=None,\n",
+       "                                     colsample_bynode=None,\n",
+       "                                     colsample_bytree=None,\n",
+       "                                     early_stopping_rounds=None,\n",
+       "                                     enable_categorical=False, eval_metric=None,\n",
+       "                                     feature_types=None, gamma=None,\n",
+       "                                     gpu_id=None, grow_policy=None,\n",
+       "                                     importance_type=None,\n",
+       "                                     interaction_constraints=None,\n",
+       "                                     learning_rate=None...\n",
+       "                                     max_cat_threshold=None,\n",
+       "                                     max_cat_to_onehot=None,\n",
+       "                                     max_delta_step=None, max_depth=None,\n",
+       "                                     max_leaves=None, min_child_weight=None,\n",
+       "                                     missing=nan, monotone_constraints=None,\n",
+       "                                     n_estimators=100, n_jobs=None,\n",
+       "                                     num_parallel_tree=None, predictor=None,\n",
+       "                                     random_state=None, ...),\n",
+       "             param_grid={'learning_rate': [0.1], 'max_depth': [8],\n",
+       "                         'n_estimators': [300], 'scale_pos_weight': [25]},\n",
+       "             scoring='f1')"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'learning_rate': 0.1,\n",
+       " 'max_depth': 8,\n",
+       " 'n_estimators': 300,\n",
+       " 'scale_pos_weight': 25}"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_search.best_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 1.0\n",
+      "F1 Score: 1.0\n",
+      "Recall Score: 1.0\n",
+      "Precision Score: 1.0\n",
+      "ROC AUC: 1.0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      2318\n",
+      "           1       1.00      1.00      1.00      1159\n",
+      "\n",
+      "    accuracy                           1.00      3477\n",
+      "   macro avg       1.00      1.00      1.00      3477\n",
+      "weighted avg       1.00      1.00      1.00      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('xgb_clf_under', grid_search.best_estimator_, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7558365758754864\n",
+      "F1 Score: 0.26822157434402333\n",
+      "Recall Score: 0.745945945945946\n",
+      "Precision Score: 0.16350710900473933\n",
+      "ROC AUC: 0.7512068467225418\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.98      0.76      0.85      2899\n",
+      "           1       0.16      0.75      0.27       185\n",
+      "\n",
+      "    accuracy                           0.76      3084\n",
+      "   macro avg       0.57      0.75      0.56      3084\n",
+      "weighted avg       0.93      0.76      0.82      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('xgb_clf_under', grid_search.best_estimator_, x_test, y_test)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Neural Network"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.neural_network import MLPClassifier\n",
+    "mlp = MLPClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "MLPClassifier()"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mlp.fit(x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7604256542996837\n",
+      "F1 Score: 0.6658644203770557\n",
+      "Recall Score: 0.7161345987920621\n",
+      "Precision Score: 0.6221889055472264\n",
+      "ROC AUC: 0.7493528904227782\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.85      0.78      0.81      2318\n",
+      "           1       0.62      0.72      0.67      1159\n",
+      "\n",
+      "    accuracy                           0.76      3477\n",
+      "   macro avg       0.73      0.75      0.74      3477\n",
+      "weighted avg       0.77      0.76      0.76      3477\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_train('mlp_clf_under', mlp, x_under, y_under)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy Score: 0.7649156939040207\n",
+      "F1 Score: 0.23117709437963946\n",
+      "Recall Score: 0.5891891891891892\n",
+      "Precision Score: 0.1437994722955145\n",
+      "ROC AUC: 0.6826594445428525\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 792x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.78      0.86      2899\n",
+      "           1       0.14      0.59      0.23       185\n",
+      "\n",
+      "    accuracy                           0.76      3084\n",
+      "   macro avg       0.56      0.68      0.55      3084\n",
+      "weighted avg       0.92      0.76      0.82      3084\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "analysis_model_with_test('mlp_clf_under', mlp, x_test, y_test)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Model/VehicleInsuranceEDA.ipynb b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Model/VehicleInsuranceEDA.ipynb
new file mode 100644
index 00000000..8bfad0e7
--- /dev/null
+++ b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/Model/VehicleInsuranceEDA.ipynb	
@@ -0,0 +1,5687 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Vehicle Insurance Claim Fraud Detection (EDA)\n",
+    "__Author__ : Mohammad Rouintan , 400222042\n",
+    "\n",
+    "__Course__ : Undergraduate Machine Learning Course"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Exploratory Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <th>Make</th>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <th>DayOfWeekClaimed</th>\n",
+       "      <th>MonthClaimed</th>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <th>...</th>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <th>AgentType</th>\n",
+       "      <th>NumberOfSuppliments</th>\n",
+       "      <th>AddressChange_Claim</th>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>BasePolicy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Wednesday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Tuesday</td>\n",
+       "      <td>Jan</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3 years</td>\n",
+       "      <td>26 to 30</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>1 year</td>\n",
+       "      <td>3 to 4</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Liability</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Wednesday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Monday</td>\n",
+       "      <td>Jan</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6 years</td>\n",
+       "      <td>31 to 35</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Collision</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Oct</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Friday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Thursday</td>\n",
+       "      <td>Nov</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7 years</td>\n",
+       "      <td>41 to 50</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Collision</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Jun</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Saturday</td>\n",
+       "      <td>Toyota</td>\n",
+       "      <td>Rural</td>\n",
+       "      <td>Friday</td>\n",
+       "      <td>Jul</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Married</td>\n",
+       "      <td>...</td>\n",
+       "      <td>more than 7</td>\n",
+       "      <td>51 to 65</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>more than 5</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Liability</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Monday</td>\n",
+       "      <td>Honda</td>\n",
+       "      <td>Urban</td>\n",
+       "      <td>Tuesday</td>\n",
+       "      <td>Feb</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Single</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5 years</td>\n",
+       "      <td>31 to 35</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>External</td>\n",
+       "      <td>none</td>\n",
+       "      <td>no change</td>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>1994</td>\n",
+       "      <td>Collision</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Month  WeekOfMonth  DayOfWeek    Make AccidentArea DayOfWeekClaimed  \\\n",
+       "0   Dec            5  Wednesday   Honda        Urban          Tuesday   \n",
+       "1   Jan            3  Wednesday   Honda        Urban           Monday   \n",
+       "2   Oct            5     Friday   Honda        Urban         Thursday   \n",
+       "3   Jun            2   Saturday  Toyota        Rural           Friday   \n",
+       "4   Jan            5     Monday   Honda        Urban          Tuesday   \n",
+       "\n",
+       "  MonthClaimed  WeekOfMonthClaimed     Sex MaritalStatus  ...  AgeOfVehicle  \\\n",
+       "0          Jan                   1  Female        Single  ...       3 years   \n",
+       "1          Jan                   4    Male        Single  ...       6 years   \n",
+       "2          Nov                   2    Male       Married  ...       7 years   \n",
+       "3          Jul                   1    Male       Married  ...   more than 7   \n",
+       "4          Feb                   2  Female        Single  ...       5 years   \n",
+       "\n",
+       "  AgeOfPolicyHolder PoliceReportFiled WitnessPresent AgentType  \\\n",
+       "0          26 to 30                No             No  External   \n",
+       "1          31 to 35               Yes             No  External   \n",
+       "2          41 to 50                No             No  External   \n",
+       "3          51 to 65               Yes             No  External   \n",
+       "4          31 to 35                No             No  External   \n",
+       "\n",
+       "   NumberOfSuppliments  AddressChange_Claim  NumberOfCars  Year  BasePolicy  \n",
+       "0                 none               1 year        3 to 4  1994   Liability  \n",
+       "1                 none            no change     1 vehicle  1994   Collision  \n",
+       "2                 none            no change     1 vehicle  1994   Collision  \n",
+       "3          more than 5            no change     1 vehicle  1994   Liability  \n",
+       "4                 none            no change     1 vehicle  1994   Collision  \n",
+       "\n",
+       "[5 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Read Data\n",
+    "vic = pd.read_csv('Datasets/fraud_oracle.csv')\n",
+    "vic.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(15420, 33)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>2.788586</td>\n",
+       "      <td>1.287585</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WeekOfMonthClaimed</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>2.693969</td>\n",
+       "      <td>1.259115</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Age</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>39.855707</td>\n",
+       "      <td>13.492377</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>31.00</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>48.00</td>\n",
+       "      <td>80.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>0.059857</td>\n",
+       "      <td>0.237230</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PolicyNumber</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>7710.500000</td>\n",
+       "      <td>4451.514911</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3855.75</td>\n",
+       "      <td>7710.5</td>\n",
+       "      <td>11565.25</td>\n",
+       "      <td>15420.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RepNumber</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>8.483268</td>\n",
+       "      <td>4.599948</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.00</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>16.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Deductible</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>407.704280</td>\n",
+       "      <td>43.950998</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>400.00</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>400.00</td>\n",
+       "      <td>700.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DriverRating</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>2.487808</td>\n",
+       "      <td>1.119453</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Year</th>\n",
+       "      <td>15420.0</td>\n",
+       "      <td>1994.866472</td>\n",
+       "      <td>0.803313</td>\n",
+       "      <td>1994.0</td>\n",
+       "      <td>1994.00</td>\n",
+       "      <td>1995.0</td>\n",
+       "      <td>1996.00</td>\n",
+       "      <td>1996.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      count         mean          std     min      25%  \\\n",
+       "WeekOfMonth         15420.0     2.788586     1.287585     1.0     2.00   \n",
+       "WeekOfMonthClaimed  15420.0     2.693969     1.259115     1.0     2.00   \n",
+       "Age                 15420.0    39.855707    13.492377     0.0    31.00   \n",
+       "FraudFound_P        15420.0     0.059857     0.237230     0.0     0.00   \n",
+       "PolicyNumber        15420.0  7710.500000  4451.514911     1.0  3855.75   \n",
+       "RepNumber           15420.0     8.483268     4.599948     1.0     5.00   \n",
+       "Deductible          15420.0   407.704280    43.950998   300.0   400.00   \n",
+       "DriverRating        15420.0     2.487808     1.119453     1.0     1.00   \n",
+       "Year                15420.0  1994.866472     0.803313  1994.0  1994.00   \n",
+       "\n",
+       "                       50%       75%      max  \n",
+       "WeekOfMonth            3.0      4.00      5.0  \n",
+       "WeekOfMonthClaimed     3.0      4.00      5.0  \n",
+       "Age                   38.0     48.00     80.0  \n",
+       "FraudFound_P           0.0      0.00      1.0  \n",
+       "PolicyNumber        7710.5  11565.25  15420.0  \n",
+       "RepNumber              8.0     12.00     16.0  \n",
+       "Deductible           400.0    400.00    700.0  \n",
+       "DriverRating           2.0      3.00      4.0  \n",
+       "Year                1995.0   1996.00   1996.0  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.describe().T"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This dataset has 8 numerical features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 15420 entries, 0 to 15419\n",
+      "Data columns (total 33 columns):\n",
+      " #   Column                Non-Null Count  Dtype \n",
+      "---  ------                --------------  ----- \n",
+      " 0   Month                 15420 non-null  object\n",
+      " 1   WeekOfMonth           15420 non-null  int64 \n",
+      " 2   DayOfWeek             15420 non-null  object\n",
+      " 3   Make                  15420 non-null  object\n",
+      " 4   AccidentArea          15420 non-null  object\n",
+      " 5   DayOfWeekClaimed      15420 non-null  object\n",
+      " 6   MonthClaimed          15420 non-null  object\n",
+      " 7   WeekOfMonthClaimed    15420 non-null  int64 \n",
+      " 8   Sex                   15420 non-null  object\n",
+      " 9   MaritalStatus         15420 non-null  object\n",
+      " 10  Age                   15420 non-null  int64 \n",
+      " 11  Fault                 15420 non-null  object\n",
+      " 12  PolicyType            15420 non-null  object\n",
+      " 13  VehicleCategory       15420 non-null  object\n",
+      " 14  VehiclePrice          15420 non-null  object\n",
+      " 15  FraudFound_P          15420 non-null  int64 \n",
+      " 16  PolicyNumber          15420 non-null  int64 \n",
+      " 17  RepNumber             15420 non-null  int64 \n",
+      " 18  Deductible            15420 non-null  int64 \n",
+      " 19  DriverRating          15420 non-null  int64 \n",
+      " 20  Days_Policy_Accident  15420 non-null  object\n",
+      " 21  Days_Policy_Claim     15420 non-null  object\n",
+      " 22  PastNumberOfClaims    15420 non-null  object\n",
+      " 23  AgeOfVehicle          15420 non-null  object\n",
+      " 24  AgeOfPolicyHolder     15420 non-null  object\n",
+      " 25  PoliceReportFiled     15420 non-null  object\n",
+      " 26  WitnessPresent        15420 non-null  object\n",
+      " 27  AgentType             15420 non-null  object\n",
+      " 28  NumberOfSuppliments   15420 non-null  object\n",
+      " 29  AddressChange_Claim   15420 non-null  object\n",
+      " 30  NumberOfCars          15420 non-null  object\n",
+      " 31  Year                  15420 non-null  int64 \n",
+      " 32  BasePolicy            15420 non-null  object\n",
+      "dtypes: int64(9), object(24)\n",
+      "memory usage: 3.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "vic.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Month                   0\n",
+       "WeekOfMonth             0\n",
+       "DayOfWeek               0\n",
+       "Make                    0\n",
+       "AccidentArea            0\n",
+       "DayOfWeekClaimed        0\n",
+       "MonthClaimed            0\n",
+       "WeekOfMonthClaimed      0\n",
+       "Sex                     0\n",
+       "MaritalStatus           0\n",
+       "Age                     0\n",
+       "Fault                   0\n",
+       "PolicyType              0\n",
+       "VehicleCategory         0\n",
+       "VehiclePrice            0\n",
+       "FraudFound_P            0\n",
+       "PolicyNumber            0\n",
+       "RepNumber               0\n",
+       "Deductible              0\n",
+       "DriverRating            0\n",
+       "Days_Policy_Accident    0\n",
+       "Days_Policy_Claim       0\n",
+       "PastNumberOfClaims      0\n",
+       "AgeOfVehicle            0\n",
+       "AgeOfPolicyHolder       0\n",
+       "PoliceReportFiled       0\n",
+       "WitnessPresent          0\n",
+       "AgentType               0\n",
+       "NumberOfSuppliments     0\n",
+       "AddressChange_Claim     0\n",
+       "NumberOfCars            0\n",
+       "Year                    0\n",
+       "BasePolicy              0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Checking Data for find missing value\n",
+    "vic.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Month', 'WeekOfMonth', 'DayOfWeek', 'Make', 'AccidentArea',\n",
+       "       'DayOfWeekClaimed', 'MonthClaimed', 'WeekOfMonthClaimed', 'Sex',\n",
+       "       'MaritalStatus', 'Age', 'Fault', 'PolicyType', 'VehicleCategory',\n",
+       "       'VehiclePrice', 'FraudFound_P', 'PolicyNumber', 'RepNumber',\n",
+       "       'Deductible', 'DriverRating', 'Days_Policy_Accident',\n",
+       "       'Days_Policy_Claim', 'PastNumberOfClaims', 'AgeOfVehicle',\n",
+       "       'AgeOfPolicyHolder', 'PoliceReportFiled', 'WitnessPresent', 'AgentType',\n",
+       "       'NumberOfSuppliments', 'AddressChange_Claim', 'NumberOfCars', 'Year',\n",
+       "       'BasePolicy'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Month                      12\n",
+       "WeekOfMonth                 5\n",
+       "DayOfWeek                   7\n",
+       "Make                       19\n",
+       "AccidentArea                2\n",
+       "DayOfWeekClaimed            8\n",
+       "MonthClaimed               13\n",
+       "WeekOfMonthClaimed          5\n",
+       "Sex                         2\n",
+       "MaritalStatus               4\n",
+       "Age                        66\n",
+       "Fault                       2\n",
+       "PolicyType                  9\n",
+       "VehicleCategory             3\n",
+       "VehiclePrice                6\n",
+       "FraudFound_P                2\n",
+       "PolicyNumber            15420\n",
+       "RepNumber                  16\n",
+       "Deductible                  4\n",
+       "DriverRating                4\n",
+       "Days_Policy_Accident        5\n",
+       "Days_Policy_Claim           4\n",
+       "PastNumberOfClaims          4\n",
+       "AgeOfVehicle                8\n",
+       "AgeOfPolicyHolder           9\n",
+       "PoliceReportFiled           2\n",
+       "WitnessPresent              2\n",
+       "AgentType                   2\n",
+       "NumberOfSuppliments         4\n",
+       "AddressChange_Claim         5\n",
+       "NumberOfCars                5\n",
+       "Year                        3\n",
+       "BasePolicy                  3\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.nunique()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Numerical Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 9 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "vic.hist(bins=50, figsize=(10, 7))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### FraudFound_P (Target)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        0\n",
+       "1        0\n",
+       "2        0\n",
+       "3        0\n",
+       "4        0\n",
+       "        ..\n",
+       "15415    1\n",
+       "15416    0\n",
+       "15417    1\n",
+       "15418    0\n",
+       "15419    1\n",
+       "Name: FraudFound_P, Length: 15420, dtype: int64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['FraudFound_P']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    15420.000000\n",
+       "mean         0.059857\n",
+       "std          0.237230\n",
+       "min          0.000000\n",
+       "25%          0.000000\n",
+       "50%          0.000000\n",
+       "75%          0.000000\n",
+       "max          1.000000\n",
+       "Name: FraudFound_P, dtype: float64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['FraudFound_P'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    14497\n",
+       "1      923\n",
+       "Name: FraudFound_P, dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['FraudFound_P'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Percentage of 0 (No Fraud Claim) is 94.01427\n",
+      "Percentage of 1 (Fraud Claim) is 5.98573\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Percentage of 0 (No Fraud Claim) is', round(vic['FraudFound_P'].value_counts()[0] / vic.shape[0] * 100, 5))\n",
+    "print('Percentage of 1 (Fraud Claim) is', round(vic['FraudFound_P'].value_counts()[1] / vic.shape[0] * 100, 5))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['NO Fraud','Fraud']\n",
+    "plt.pie(vic['FraudFound_P'].value_counts().values, labels=labels, autopct='%1.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for FraudFound_P (Target) Analysis\n",
+    "From the pie plot, we understand that this dataset is imbalanced, that means we don't have enough samples from each class and we will have problems to train the model, so we have to balance this dataset before training the model. We do this in the data preprocessing section"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Month Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        Dec\n",
+       "1        Jan\n",
+       "2        Oct\n",
+       "3        Jun\n",
+       "4        Jan\n",
+       "        ... \n",
+       "15415    Nov\n",
+       "15416    Nov\n",
+       "15417    Nov\n",
+       "15418    Dec\n",
+       "15419    Dec\n",
+       "Name: Month, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Month']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count     15420\n",
+       "unique       12\n",
+       "top         Jan\n",
+       "freq       1411\n",
+       "Name: Month, dtype: object"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic.Month.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Apr</td>\n",
+       "      <td>1280</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Aug</td>\n",
+       "      <td>1127</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>1285</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feb</td>\n",
+       "      <td>1266</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>1411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Jul</td>\n",
+       "      <td>1257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Jun</td>\n",
+       "      <td>1321</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Mar</td>\n",
+       "      <td>1360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>May</td>\n",
+       "      <td>1367</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Nov</td>\n",
+       "      <td>1201</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Oct</td>\n",
+       "      <td>1305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Sep</td>\n",
+       "      <td>1240</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Month  NumberOfAccidents\n",
+       "0    Apr               1280\n",
+       "1    Aug               1127\n",
+       "2    Dec               1285\n",
+       "3    Feb               1266\n",
+       "4    Jan               1411\n",
+       "5    Jul               1257\n",
+       "6    Jun               1321\n",
+       "7    Mar               1360\n",
+       "8    May               1367\n",
+       "9    Nov               1201\n",
+       "10   Oct               1305\n",
+       "11   Sep               1240"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "month = pd.DataFrame(vic.groupby(['Month']).size()).reset_index()\n",
+    "month = month.rename(columns={0: 'NumberOfAccidents'})\n",
+    "month"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>1411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>May</td>\n",
+       "      <td>1367</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Mar</td>\n",
+       "      <td>1360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Jun</td>\n",
+       "      <td>1321</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Oct</td>\n",
+       "      <td>1305</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>1285</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Apr</td>\n",
+       "      <td>1280</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feb</td>\n",
+       "      <td>1266</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Jul</td>\n",
+       "      <td>1257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Sep</td>\n",
+       "      <td>1240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Nov</td>\n",
+       "      <td>1201</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Aug</td>\n",
+       "      <td>1127</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Month  NumberOfAccidents\n",
+       "4    Jan               1411\n",
+       "8    May               1367\n",
+       "7    Mar               1360\n",
+       "6    Jun               1321\n",
+       "10   Oct               1305\n",
+       "2    Dec               1285\n",
+       "0    Apr               1280\n",
+       "3    Feb               1266\n",
+       "5    Jul               1257\n",
+       "11   Sep               1240\n",
+       "9    Nov               1201\n",
+       "1    Aug               1127"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_month = month.sort_values(by=['NumberOfAccidents'], ascending=False)\n",
+    "sorted_month"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "sns.countplot(x=vic['Month'], order=['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n",
+    "plt.title('Number Of Accidents in each Month')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>FraudFound_P</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Oct</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Jun</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15415</th>\n",
+       "      <td>Nov</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15416</th>\n",
+       "      <td>Nov</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15417</th>\n",
+       "      <td>Nov</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15418</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15419</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>15420 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Month  FraudFound_P\n",
+       "0       Dec             0\n",
+       "1       Jan             0\n",
+       "2       Oct             0\n",
+       "3       Jun             0\n",
+       "4       Jan             0\n",
+       "...     ...           ...\n",
+       "15415   Nov             1\n",
+       "15416   Nov             0\n",
+       "15417   Nov             1\n",
+       "15418   Dec             0\n",
+       "15419   Dec             1\n",
+       "\n",
+       "[15420 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "month_fraud = vic[['Month', 'FraudFound_P']]\n",
+    "month_fraud"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Month</th>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Apr</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Apr</td>\n",
+       "      <td>1</td>\n",
+       "      <td>80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Aug</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Aug</td>\n",
+       "      <td>1</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Dec</td>\n",
+       "      <td>1</td>\n",
+       "      <td>62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Feb</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Feb</td>\n",
+       "      <td>1</td>\n",
+       "      <td>82</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1324</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Jan</td>\n",
+       "      <td>1</td>\n",
+       "      <td>87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Jul</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Jul</td>\n",
+       "      <td>1</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Jun</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Jun</td>\n",
+       "      <td>1</td>\n",
+       "      <td>80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Mar</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Mar</td>\n",
+       "      <td>1</td>\n",
+       "      <td>102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>May</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>May</td>\n",
+       "      <td>1</td>\n",
+       "      <td>94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Nov</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Nov</td>\n",
+       "      <td>1</td>\n",
+       "      <td>46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Oct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Oct</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Sep</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Sep</td>\n",
+       "      <td>1</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Month  FraudFound_P  NumberOfAccidents\n",
+       "0    Apr             0               1200\n",
+       "1    Apr             1                 80\n",
+       "2    Aug             0               1043\n",
+       "3    Aug             1                 84\n",
+       "4    Dec             0               1223\n",
+       "5    Dec             1                 62\n",
+       "6    Feb             0               1184\n",
+       "7    Feb             1                 82\n",
+       "8    Jan             0               1324\n",
+       "9    Jan             1                 87\n",
+       "10   Jul             0               1197\n",
+       "11   Jul             1                 60\n",
+       "12   Jun             0               1241\n",
+       "13   Jun             1                 80\n",
+       "14   Mar             0               1258\n",
+       "15   Mar             1                102\n",
+       "16   May             0               1273\n",
+       "17   May             1                 94\n",
+       "18   Nov             0               1155\n",
+       "19   Nov             1                 46\n",
+       "20   Oct             0               1235\n",
+       "21   Oct             1                 70\n",
+       "22   Sep             0               1164\n",
+       "23   Sep             1                 76"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "month_fraud = month_fraud.groupby(['Month', 'FraudFound_P']).size().reset_index().rename(columns={0: 'NumberOfAccidents'})\n",
+    "month_fraud"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['Month'], hue=vic['FraudFound_P'], order=['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Month With Show Fraud and No Fraud')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Month Analysis\n",
+    "The amount of claims in different months does not differ so much that we can find out a special point from it.\n",
+    "1. January: 1411 number of claims (Highest)\n",
+    "2. August: 1127 number of claims (Lowest)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Week Of Month Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        5\n",
+       "1        3\n",
+       "2        5\n",
+       "3        2\n",
+       "4        5\n",
+       "        ..\n",
+       "15415    4\n",
+       "15416    5\n",
+       "15417    5\n",
+       "15418    1\n",
+       "15419    2\n",
+       "Name: WeekOfMonth, Length: 15420, dtype: int64"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['WeekOfMonth']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    15420.000000\n",
+       "mean         2.788586\n",
+       "std          1.287585\n",
+       "min          1.000000\n",
+       "25%          2.000000\n",
+       "50%          3.000000\n",
+       "75%          4.000000\n",
+       "max          5.000000\n",
+       "Name: WeekOfMonth, dtype: float64"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['WeekOfMonth'].describe().T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>3187</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>3558</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>3398</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1637</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   WeekOfMonth  NumberOfAccidents\n",
+       "0            1               3187\n",
+       "1            2               3558\n",
+       "2            3               3640\n",
+       "3            4               3398\n",
+       "4            5               1637"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "week = pd.DataFrame(vic.groupby(['WeekOfMonth']).size()).reset_index()\n",
+    "week = week.rename(columns={0: 'NumberOfAccidents'})\n",
+    "week"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>3558</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>3398</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>3187</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1637</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   WeekOfMonth  NumberOfAccidents\n",
+       "2            3               3640\n",
+       "1            2               3558\n",
+       "3            4               3398\n",
+       "0            1               3187\n",
+       "4            5               1637"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_week = week.sort_values(by=['NumberOfAccidents'], ascending=False)\n",
+    "sorted_week"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "sns.countplot(x=vic['WeekOfMonth'])\n",
+    "plt.title('Number Of Accidents in each WeekOfMonth')\n",
+    "plt.xticks(np.arange(0, 5), ['First Week', 'Second Week', 'Third Week', 'Fourth Week', 'Fifth Week'], rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>FraudFound_P</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15415</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15416</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15417</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15418</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15419</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>15420 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       WeekOfMonth  FraudFound_P\n",
+       "0                5             0\n",
+       "1                3             0\n",
+       "2                5             0\n",
+       "3                2             0\n",
+       "4                5             0\n",
+       "...            ...           ...\n",
+       "15415            4             1\n",
+       "15416            5             0\n",
+       "15417            5             1\n",
+       "15418            1             0\n",
+       "15419            2             1\n",
+       "\n",
+       "[15420 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "week_fraud = vic[['WeekOfMonth', 'FraudFound_P']]\n",
+    "week_fraud"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WeekOfMonth</th>\n",
+       "      <th>FraudFound_P</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2987</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>215</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>192</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1546</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   WeekOfMonth  FraudFound_P  NumberOfAccidents\n",
+       "0            1             0               2987\n",
+       "1            1             1                200\n",
+       "2            2             0               3333\n",
+       "3            2             1                225\n",
+       "4            3             0               3425\n",
+       "5            3             1                215\n",
+       "6            4             0               3206\n",
+       "7            4             1                192\n",
+       "8            5             0               1546\n",
+       "9            5             1                 91"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "week_fraud = week_fraud.groupby(['WeekOfMonth', 'FraudFound_P']).size().reset_index().rename(columns={0: 'NumberOfAccidents'})\n",
+    "week_fraud"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['WeekOfMonth'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each WeekOfMonth With Show Fraud and No Fraud')\n",
+    "plt.xticks(np.arange(0, 5), ['First Week', 'Second Week', 'Third Week', 'Fourth Week', 'Fifth Week'], rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Month = ['January', 'February', 'March', 'April', 'May', \n",
+    "'June', 'July', 'August', 'September', 'October', 'November', 'December']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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YsfyrCzzHNrp7S5KPZsi5N3f3N5f8W8IqknvXkHtLJ/e2sxq5190XJPnRJL+zwN27W87bP9di11eYBBl3DRm3dDJuO2u4Pm71tHG9OzTJkzO8l1mABtj8PDfDF+GzfjnDiQCvSHJ0ru1cL9cbM+zN8cUMJyX/uSTp7q9lOCnl8Rm6w5/PsEfAdRZ+mh11919lGInyGxn2Ej4nw1DQe3T3Fbt7fFUdnOS+Sf6ouz8/czkrQ0f9hO4+I8MJCF+SYU+BD2QYlprxtb+bYS/jy7Jtg2Frjd9J8tMZjnP6pQzHdH3LzP1nZljmfzref/4472J+/39L8pdJ/rOG4bG3SvLAJGdX1dcznNTz+F7hUTrd/dYMf6s31XBooU8n+Ynx7ndnCN5/zzD09VvZdsjrizMcO/fvM3w59aoMf7Pl+ECGPUk+NDPtE+PznbV1z7td1bvY9XAMkBPH3+VtVXXA9sXs6fq4/dONP38tyXOr6mtJfi/Dslus1yX51wzHT/77zIRQd5+T5EUZQvjSDIH2T7staviC8GNjff+4m9lhtckwGbZkMmxNMmz7574oyXEZRmJdPtbxtGz7P8DrMhzX/vNJDsjMFyALPN9XMuTjX2T4YuQbGfZy3Oq3Muww8rUM/8gv9p+w0zLkocMfsl7JPbm3ZHJv7XKvuz/U3RcvcNfulvNCdru+wsTIOBm3ZDJudTJuMevjzOxvS3LW+Pv+3wzLkQVUb3P4UYCNqap+IMMJkL933rXsTFW9OsNeLb8771oAYKWMe8q+Psnh456qAAAALKCqOsNh58+fdy17g/3mXQDAvNVwPN5HJjlz3rXsTFUdnmGPoTvNuRQAWDE1HErxyUn+QvMLAACAleQQiADJZzMMEf+NeReykKp6Xobh2S8Yj3EPAHu98bj6X05yUJI/mmsxAAAATI5DIAIAAAAAADApRoABAAAAAAAwKRpgAAAAAAAATMp+8y5gT9zsZjfrww8/fN5lALAbZ5111he6e9O861jPZBrA3kGm7Z5MA9g7yLRdk2cAe4dd5dle3QA7/PDDc+aZZ867DAB2o6r+a941rHcyDWDvINN2T6YB7B1k2q7JM4C9w67yzCEQAQAAAAAAmBQNMAAAAAAAACZFAwwAAAAAAIBJ2avPAQawkr773e9my5Yt+da3vjXvUvZaBxxwQA455JDsv//+8y5lEqyTe846CQCw9/J5eGX4TAwwfzJtzy0nzzTAAEZbtmzJDW94wxx++OGpqnmXs9fp7lxxxRXZsmVLjjjiiHmXMwnWyT1jnQQA2Lv5PLznfCYGWB9k2p5Zbp45BCLA6Fvf+lZuetObCqFlqqrc9KY3tSfLCrJO7hnrJADA3s3n4T3nMzHA+iDT9sxy80wDDGCGENozlt/Ks0z3jOUHALB383luz01xGVbVAVV1RlX9a1WdXVXPGaffpKreU1WfGX8eOPOYZ1bV+VV1XlU9YH7VAxvVFLfHa2k5y08DDGAdqao89alPveb2C1/4wpx88snX3D711FNzu9vdLre73e1y7LHH5kMf+tCCz/O4xz0uRxxxRI455pgcc8wx+eM//uMVr/Xkk0/OC1/4whV/XtYX6yQAABuZz8Pr1reT3Ke7fzDJMUkeWFV3TfKMJO/t7iOTvHe8nao6KsnxSY5O8sAkL6uqfedROMC8bMRMcw4wgJ24y9Neu6LPd9YLHrvbea5znevkLW95S575zGfmZje72Tb3vfOd78wrXvGKfOhDH8rNbnazfOxjH8tDH/rQnHHGGbnlLW+5w3O94AUvyMMf/vAFX+fKK6/MfvuJgL2NdRKAPVFVByT5YJLrZPhf8K+7+9lVdZMkf5Xk8CQXJnlkd39pfMwzkzw+yVVJntTd755D6QBJfB7mWt3dSb4+3tx/vHSS45Lce5x+WpL3J3n6OP1N3f3tJBdU1flJjk3y4bWrGuBaMm1tGAEGsI7st99+OfHEE/OSl7xkh/v+4A/+IC94wQuuCag73/nOOeGEE/Jnf/Zni3rue9/73nnWs56VH/3RH81LX/rSvOMd78gP//AP5053ulPud7/75dJLL02y4x4Wd7jDHXLhhRcmSU455ZTc9ra3zf3ud7+cd955e/jbsjewTgJMir3lAZbI5+H1q6r2rapPJLksyXu6+yNJbtHdlyTJ+PPm4+wHJ7lo5uFbxmnbP+eJVXVmVZ15+eWXr2r9AGttI2aaBhjAOnPSSSflDW94Q77yla9sM/3ss8/OXe5yl22mbd68OWefffaCz/O0pz3tmqHIn/rUp5IkX/7yl/OBD3wgT33qU3PPe94z//Iv/5KPf/zjOf744/OHf/iHu6zrrLPOypve9KZ8/OMfz1ve8pZ89KMf3YPfkr2JdRJgGnqws73lTxunn5bkoeP1a/aW7+4LkmzdWx5gQ/F5eH3q7qu6+5gkhyQ5tqrusIvZFzpxTC/wnKd29+bu3rxp06YVqhRg/dhombY+xqEBcI0b3ehGeexjH5s//uM/znWve91dztvdOz0B5EJDkR/1qEddc33Lli151KMelUsuuSTf+c53csQRR+zytf7xH/8xD3vYw3K9610vSfKQhzxkMb8OE2CdBJiOcQTXWUm+L8mfdfdHqmqbveWranZv+X+ZefiCe8uPz3tikhOT5LDDDlut8gHmwufh9a27v1xV788wWvnSqjpozLODMowOS4YMO3TmYYckuXhtKwWYv42WaUaAAaxDT3nKU/KqV70q3/jGN66ZdtRRR+Wss87aZr6PfexjOeqooxb9vNe//vWvuf7rv/7reeITn5hPfepTecUrXpFvfetbSYbh0FdfffU1822dnmSnocf0WScBpmE19pYfn9ce88Ck+Ty8vlTVpqr63vH6dZPcL8m/JXl7khPG2U5I8rbx+tuTHF9V16mqI5IcmeSMNS0aYJ3YSJmmAQawDt3kJjfJIx/5yLzqVa+6Ztpv//Zv5+lPf3quuOKKJMknPvGJvOY1r8mv/dqvLes1vvKVr+Tgg4eduE877bRrph9++OH52Mc+lmQIugsuuCBJcq973Stvfetb881vfjNf+9rX8o53vGNZr8veyToJMC3d/eUk78/M3vJJYm95gIX5PLzuHJTkfVX1ySQfzXAOsHcmeX6S+1fVZ5Lcf7yd7j47yelJzknyd0lO6u6r5lI5wJxtpExzCESAdeqpT31q/vRP//Sa2w95yEPyuc99Lne/+91TVbnhDW+Y17/+9TnooIOW9fwnn3xyHvGIR+Tggw/OXe9612sC52d+5mfy2te+Nsccc0x+6Id+KN///d+fZDj55aMe9agcc8wxufWtb50f+ZEf2fNfkr2KdRJg71ZVm5J8dzxU1Na95f8g1+4t//zsuLf8G6vqxUluFXvLAxucz8PrR3d/MsmdFph+RZL77uQxpyQ5ZZVLA9grbJRMq+4Fj2CxV9i8eXOfeeaZ8y4DmIhzzz03t7/97eddxl5voeVYVWd19+Y5lbRXWCjTrJMrw3IEVtLenGlV9QNJTkuyb4ajgZze3c+tqptm2Cv+sCSfTfKI7v7i+JjfSfKLSa5M8pTuftfuXsf/acBK8Tlu5fg/benkGbCSZNrKWGqeGQEGAACwAdhbHgAA2EicAwwAdqOqDqiqM6rqX6vq7Kp6zjj9JlX1nqr6zPjzwJnHPLOqzq+q86rqAfOrHgAAAAA2Hg0wANi9bye5T3f/YJJjkjywqu6a5BlJ3tvdRyZ573g7VXVUkuOTHJ3kgUleVlX7zqNwAAAAANiINMAAYDd68PXx5v7jpZMcl+FcKhl/PnS8flySN3X3t7v7giTnJzl27SoGAAAAgI3NOcA2sLs87bVr/ppnveCxa/6aACthHMF1VpLvS/Jn3f2RqrpFd1+SJN19SVXdfJz94CT/MvPwLeO07Z/zxCQnJslhhx22muWD3AfYS9heA8DGIPNh9RkBBgCL0N1XdfcxSQ5JcmxV3WEXs9dCT7HAc57a3Zu7e/OmTZtWqFIAAAAAQAMMYB3Zd999c8wxx1xzufDCC1f8NQ4//PB84QtfWPHn3Si6+8tJ3p/h3F6XVtVBSTL+vGycbUuSQ2cedkiSi9euypVjnQQAYCPzeRiAqdiImeYQiAA78dnn3nFFn++w3/vUbue57nWvm0984hML3tfd6e7ss499F9ZaVW1K8t3u/nJVXTfJ/ZL8QZK3JzkhyfPHn28bH/L2JG+sqhcnuVWSI5Ocsad1WCcBANjIfB4GYCpk2tqY1m8DMDEXXnhhbn/72+fXfu3Xcuc73zkXXXRRfvVXfzWbN2/O0UcfnWc/+9nXzDu7h8WZZ56Ze9/73kmSK664Ij/+4z+eO93pTnnCE56Q7h2OxMfuHZTkfVX1ySQfTfKe7n5nhsbX/avqM0nuP95Od5+d5PQk5yT5uyQndfdVc6l8hVknAQDYyHweBmAqNkKmaYABrCPf/OY3rxmG/LCHPSxJct555+Wxj31sPv7xj+fWt751TjnllJx55pn55Cc/mQ984AP55Cc/ucvnfM5znpN73vOe+fjHP56HPOQh+exnP7sWv8qkdPcnu/tO3f0D3X2H7n7uOP2K7r5vdx85/vzizGNO6e7bdPdtu/td86t+z1gnAQDYyHweBmAqNmKmOQQiwDqy/VDkCy+8MLe+9a1z17ve9Zppp59+ek499dRceeWVueSSS3LOOefkB37gB3b6nB/84Afzlre8JUny4Ac/OAceeOCq1c/0WCcBANjIfB4GYCo2YqZpgAGsc9e//vWvuX7BBRfkhS98YT760Y/mwAMPzOMe97h861vfSpLst99+ufrqq5PkmmlbVdXaFczkWScBANjIfB4GYCqmnmkOgQiwF/nqV7+a61//+rnxjW+cSy+9NO9617VH1jv88MNz1llnJUne/OY3XzP9Xve6V97whjckSd71rnflS1/60toWzaRZJwEA2Mh8HgZgKqaYaRpgAHuRH/zBH8yd7nSnHH300fnFX/zF3OMe97jmvmc/+9l58pOfnB/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ErpWq+tGquldV3TDDLzAXZ5g6+ntJHpzk35PcPeN7qbu/uklD6IAkL0jyz1V1ne5+Z4YQulV3vyLDdO0HZdjpHj+3QtdYVd29qp5VVT/U3d9P8oUMQfS4JDdJ8vUM+6Pfq6qbdPdl6yWEmD95tjQybWHybPFk2o7kGcsl0/acPNs5mbY48mxhMo3lkml7TqbtnExbHJm2sI2eaWaALVNV3TvJyzMcffG5DN3z87r7HWO3/E5JPtfdn51jmetKVV07w9EXd09yUJLHJnlFkvO7+8TxPscn+cBmGbeqenaS+yT5VJK/yXDSzb/IMKX0CxmmHr8+w/TR+/dwospNZ/xF5npJfjfJ1qnI384w7f//G9eevUuGtWf/crOsUVxVW5L87yRfSnJWd/9hVf1Vkg939x9U1SEZfom5Y5K7TX1aP0sjz5ZGpm1Lni2eTNuRPGOlyLQ9J892JNMWR54tTKaxUmTanpNpO5JpiyPTFrbRM00DbBmqaq/uvqKqbp1hx3qzJD+a4c3wC939n3MtcB2qqn27+/tVtVeSa2XYodw6w8knfzzJb2+madtVw/q74+U7Zjh56ZMz7FQ6w8knn9Ld51fVQUmu1t3nzave9aSqnpzklhmmHR+Q5IPd/ZvjbXt39+XzrG+tzOyHbpghaH4lyf9L8pIMR6m8pLv/ebzvjbr7wvlVy3olz5ZGpl1Fni2PTJNnrByZtufk2bZk2tLJs4FMY6XItD0n07Yl05ZOpg2mkGkaYMsw7ky7u7uqrpVhyt8Lkvx0kr9O8jNJLu9NPshVdfskN+/uvx6vb7OTqKqfy3DEypMyHNXyrM00ZlvDeeb6XZP8SZK3ZhiXN2U4Oef3d/IUm8rWHe94+ZZJ7pBhp3tQkl/p7t+bY3lzN+6X3pTkGxnWb/5skud197fnWhjrmjxbPJm2c/Jsz8m0nZNnLJVMWxx5tmsybc/Is12TaSyVTFscmbZrMm3PyLRd24iZpgG2SGOX84ju/peqOi7Jad195k7u+4wk7+juc9e0yHVonDr6yAwh8/vd/bfj9srw/tu6Q7lxhiMxPtbdZ82p3DVTVUcmeUaSZ3T3ZVW1z/h9a1f9ZhmmaD8pybeS3Lm7vzfPmudhNnR2tX38ZeeXkpzY3f+1hiXOxewRPNttnw3pR2Z4D90nyS26++trWyXrlTxbOpm2I3m2eDJtR/KM5ZJpSyPPFibTFkeeLUymsVwybWlk2sJk2uLItIVNLdM0wBapqm6QYY3U72Y4UeIju/uL291nn15HJ3ibt+2m2T4tw4k5X9rd7956ezIcyjK3Iudg7JTfJskzM5yI85ndfflMCG39vm+SgzN8TjfdLzVVtV93XzpevnOSK7r7YzO313gU1JXjtdmOVhnfI5ePP/824zHevl+S63T3RfOtlPVEni2NTNuRPFs8mbZr8oylkml7Tp4tTKYtjjzbPZnGUsm0PSfTFibTFkem7d5UMm2veRew3s3sLC/JMD30Tkne191fHI8y2LpjiRDa1nYhdJck+yZ5VlU9avb2zWTcWVwxHsXz9xnWIT6phunZV8zuRLr7+9193iYNoSMyjMs1quqJSV6d5A1VdWINJ1a88v0zO15zK3iNjEfwbL38KxmmHP9OVd1hDKErj25Kku6+dL2HEGtHni2PTNuWPFs8mbYjecZyybSlk2c7kmmLI88WJtNYLpm2dDJtRzJtcWTawqaaaRpgu7DdkQQ/muSiDNNlH1JVz58Jnv3nVeN6V1VHJXlKkqcm+bkMYf5zVfWgZPOF0cz76ZlJnpDhpIFHJ/n98UieK6pq7/lVuG7cMMk+SX4nycO7+4eT3CvDESxPrKqD51jbmqvBXkleU1V/WlV3SvKAJKdm2C/9TlXdeWsYzbVY1iV5tjJk2lXk2R6RaSN5xkqQacsnz7Yl0xZNns2QaawEmbZ8Mm1bMm3RZNqMqWeaBtguzOw0fiXJyUnO6+7TkzwqyU9X1TOr6klJ/rKq9tuIb4CVtnUMZsZi3yRf7+5vjUcUfCDJV5P8dlX9xJzKXHOz742qum6GX2ie0N1PSvLsJFdP8ltjGF2+k6eZvKq6ZpJ0978keVeSryQ5oqoO7e4vJfnfSY5K8oyqusn8Kl1ze49HWNwvyaFJ/jDJ67r7bUlOSfKWJL9ZVXffbL/csTjybGlk2o7k2eLJtAXJM5ZNpu05ebYwmbY48mynZBrLJtP2nExbmExbHJm2U5PONA2wBWy303hgkp9Ocp/u/lxV3TbJd5LcN8ntk9w/ya+OU/423BtgJc0euZLkRknS3Z9M8uWqevl4/cIkn0ry9vH75NUwvXjrLzUPSXKHDGvs3m68y9lJPp3koUl+ay5FrgNVdfUkD6+qe1fVw5PcMsm7k3wwQ/Ac2t3nJHlBkoOS/M/cil1D4y8uNx6v3ibJTyX5WpLHJEl3fyPJ65P8Q5Jf9Usxs+TZ0sm0HcmzxZNpO5JnLJdMWxp5tjCZtjjybGEyjeWSaUsj0xYm0xZHpi1sM2RabfJ95w5md6YzofP8JJ9Lcp0k90jy/STPSfLvGTqk/z2ncteN7cbt6UmOTfLxJH+aYYfxC0kOz7BjeXySB3f3+XMqdy5qOKHib3T3A6rq2CTHjNf/tap+JskPJnnNeMTBplPD2tY/muHIgmsnuXl3f6+q7p7kJzI07P+ou8+rTXLiyaq6S5K7Zgig7yT5ye6++Rja/5Tk0+PRPKmqayXZt7u/NreCWVfk2dLJtF2TZ7sn07Ylz1gumbY08mz3ZNquybMdyTSWS6YtjUzbPZm2azJtR5sl08wAG23fuayqRyf5qyTXzHDEwF0znDzwMUnen+RG3f09ITSYCaGHJ7l3kp9PcmmSxya5SYYgenuGUHrcZgihqjqiqm4+Xn5orpoymgzvpbcneUtV/VGGIzDeuBlDaOtnr4e1rX8ow1EGZ2U42ind/aEkf5thbd7jx8Ca/Ilfq+qOSf4oyR9nmL7/5Ay/AKe7v5vhKLDbVNVfjdu+vRFDiJUnz5ZPpm1Lni2eTNuRPGM5ZNryyLMdybTFkWcLk2ksh0xbHpm2I5m2ODJtYZsp08wAG1XVzbv7c+PlH0vyf5I8sbv/Y9xW3d1V9dgMR2Y8qrs/O7+K15+qulWSNyV5a3e/qKquneSXk1w/w473vT2sJzp5Y6f8mUlemeTbGZrN70jyve5+yMz97pBkvyRf6mGt4k2rqo7JcHTKc5PcNMkzMoTzG6rq6CSHJflgd18ytyLXwMwvxVuP1vk/GaYi3zLDNPbfT/KR7r50PPriL5I8pbsvmEe9rD/ybGXItIE8WxqZJs9YGTJt+eTZVWTanpNnA5nGSpBpyyfTriLT9pxMG2zGTNMAy5VrXf7fJI/p7q9V1b2T/FmSd3X3U8f7XCvJnZKclOSE7j5jbgWvE7PTj8fr186w8/jpJE/v7veNO+QXJKkkv9nd35lPtWuvqvZOctskT8hwMtOvJPnHJGd39wlzLG3dqaofTfLbSZ7a3WdV1fUzHNHzpCQXJTkgyXE9rOU8adv9UvzlJNdLcoPu/k5V/WqGcfm1jEeqJDm57cgZybOlk2k7J8/2jEwbyDOWS6YtjTzbNZm2ePLsKjKN5ZJpSyPTdk2mLZ5Mu8pmzLRN3wAbp4jeLMmrM/zDbhmPIrhbhk76R7v7xeN9b5zk+1PvBC/GbAhV1QOS3CDDCRUvSPKQDCfMe0l3v38Mo2t291fmVvAaqaq9u/vymetHJHlehnH5gyRfz3BUyoXd/dNzKXIdqqpHJHlRkvd19y+M266Z5KgkxyV5ZXd/Zo4lromZX4of391fHqcZH5XkrO5+7HifXx233SbJk7r7E3MrmHVFni2dTNuRPFs6mSbPWD6ZtjTybGEybWnk2UCmsVwybWlk2sJk2tLItMFmzbRN3QCrqvtn6JA/t7vfPU6l/UiS/9PdJ9dwErxnJPnP7v71eda6XlXV05I8Jcl7MqxX/OoMY3jXDFMpn9vd/zK/CtfOduF8/wxHEHwmyf5JfiPDGrO/l+QbGXY2/2sjTx9dCVX1mCR37O5nj7/QPDLJmd39ijmXtua2+6X4fklu1d0vHW87LcN09YeO1w9J8q3u/sa86mV9kWcrQ6YN5NnSyLSBPGO5ZNryybOryLQ9J8+uItNYLpm2fDLtKjJtz8m0q2zmTNtr3gXMS1XdJ8lbM0w/fndV3SLJDZMcneRXq+pZPZwE74+T3LSqbjC/atefGtwwyU8keUh3/3KGNYrvmeSQJKcm+fMkn59flWunqn4iyWvGy8ck+ZMkL85wksnrJ/n1JNdJ8r+TXKe7H7IZQ6hq25O+JvlYkgdV1Ynd/Q8ZTtB566p6ztpXNz/jLy6/keSz3X1pknOS/O+qOjFJuntLkgOr6p/H6+dPJYRYPnm2fDLtKvJs8WTajuQZyyXTlkeebUumLY48W5hMY7lk2vLItG3JtMWRaQvb7Jm2aRtgGdZFvXqSw6pqrySvT3J0d38+yd2S/HJVvaC7/znJk00/3mEnsld3X5Tkq0nuVVX7dPd7k3w4w1rF/5Pkz7v7C/OodS1V1YMyrN18ZFX9U5L7ZJgq+otJvpnkhAxh9KIkl82rzvVg5kiVg6pq3x5OwPkTSX6yql7U3e9I8k9JDqqq/edZ61rZyS/FB2b4pfipVfWCJOnuH03S41EYMEueLYFM25E82zMybVvyjBUi0/aQPFuYTFs8ebYjmcYKkWl7SKYtTKYtnkzbkUzbxA2w7v5UkrskeVOGKaOv6O4/GHeo/5lhKuDjazgp3qVzLHXdmNmJ/GKS59dw8sl/S3J4hvBOkkuSfG0cx8mvr1nD9NmXJvmJ7r5LknOTPDhJxvfR2zOMya8kuW6SZ40BvimNR/DcLslfJ7nrGEb/L8kxSX56PCLjb5L8Wnd/ba7Frp3d/VJ8QlW9OEm6+z7dff78SmU9kmdLI9O2Jc/2nEzbgTxj2WTanpNnO5Jpe0aeLUimsWwybc/JtB3JtD0j0xa06TNt0zb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",
+      "text/plain": [
+       "<Figure size 2160x2160 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def show_countplot(name, data):\n",
+    "    labels = ['NO Fraud','Fraud']\n",
+    "    sns.countplot(x=data, hue=vic['FraudFound_P'])\n",
+    "    plt.legend(labels, loc='best')\n",
+    "    plt.title(f'Number Of Accidents in each Week Of {name}')\n",
+    "    plt.xticks(np.arange(0, 5), ['First Week', 'Second Week', 'Third Week', 'Fourth Week', 'Fifth Week'], rotation=45)\n",
+    "\n",
+    "plt.figure(figsize=(30, 30))\n",
+    "for i in range(12):\n",
+    "    plt.subplot(3, 4, i + 1), show_countplot(Month[i], vic[vic['Month'] == Month[i][:3]]['WeekOfMonth'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Week Of Month Analysis\n",
+    "It is noteworthy that in all months, most of the claims were in the middle weeks of the months. As we can see, in all months, the most claims were in the second, third or fourth week.<br>\n",
+    "Also, on average and regardless of different months, the most claims belong to the following weeks respectively:\n",
+    "1. Third Week (Highest)\n",
+    "2. Second Week \n",
+    "3. Fourth Week\n",
+    "4. First Week\n",
+    "5. Fifth Week (Lowest)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Day Of Week Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        Wednesday\n",
+       "1        Wednesday\n",
+       "2           Friday\n",
+       "3         Saturday\n",
+       "4           Monday\n",
+       "           ...    \n",
+       "15415       Friday\n",
+       "15416     Thursday\n",
+       "15417     Thursday\n",
+       "15418       Monday\n",
+       "15419    Wednesday\n",
+       "Name: DayOfWeek, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['DayOfWeek']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count      15420\n",
+       "unique         7\n",
+       "top       Monday\n",
+       "freq        2616\n",
+       "Name: DayOfWeek, dtype: object"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['DayOfWeek'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Friday</td>\n",
+       "      <td>2445</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Monday</td>\n",
+       "      <td>2616</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Saturday</td>\n",
+       "      <td>1982</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sunday</td>\n",
+       "      <td>1745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Thursday</td>\n",
+       "      <td>2173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Tuesday</td>\n",
+       "      <td>2300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Wednesday</td>\n",
+       "      <td>2159</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   DayOfWeek  NumberOfAccidents\n",
+       "0     Friday               2445\n",
+       "1     Monday               2616\n",
+       "2   Saturday               1982\n",
+       "3     Sunday               1745\n",
+       "4   Thursday               2173\n",
+       "5    Tuesday               2300\n",
+       "6  Wednesday               2159"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "day = pd.DataFrame(vic.groupby(['DayOfWeek']).size()).reset_index()\n",
+    "day = day.rename(columns={0: 'NumberOfAccidents'})\n",
+    "day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Monday</td>\n",
+       "      <td>2616</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Friday</td>\n",
+       "      <td>2445</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Tuesday</td>\n",
+       "      <td>2300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Thursday</td>\n",
+       "      <td>2173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Wednesday</td>\n",
+       "      <td>2159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Saturday</td>\n",
+       "      <td>1982</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sunday</td>\n",
+       "      <td>1745</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   DayOfWeek  NumberOfAccidents\n",
+       "1     Monday               2616\n",
+       "0     Friday               2445\n",
+       "5    Tuesday               2300\n",
+       "4   Thursday               2173\n",
+       "6  Wednesday               2159\n",
+       "2   Saturday               1982\n",
+       "3     Sunday               1745"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_day = day.sort_values(by=['NumberOfAccidents'], ascending=False)\n",
+    "sorted_day"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['DayOfWeek'], hue=vic['FraudFound_P'], order=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each DayOfWeek With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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PAq1CZBARaBkEA4qGRIFmkHkS3u+PvYu+Ng30UN3n7HPf31q1qurW0Pv2vfc8tdY5e+80beRb0rRFYJx6BmlatK31po1Lz6DtprXaM0jTWmlan3uWE2BzGHmw/krS39SbvwqsKmmL+vm5lLPkx9t+YPGPct7ZtqRtgO8CK9meBewF7Cjpw/VFtSlwoO3LuhzrwpiY6inpNcDH6+N4KXB4nXIJZXPHj1I22sRlLdJeqGN/PfAdyll8KM+7JYATJU0H3gd8y/ZV3Yxy7mzfCBwjabX6/34J8N+SdlVZo/ZKyhrCfwLu6XKsC0vSSylTdQXcC+zO7MfresrGob16fCaMPMc+LWl/2/dQ13YGPiVpM8p05CNs9+qPnVhwaVp7Wu8ZpGktaLlnkKaNo6H1DNK0NG3RGpeeQZoW7Rla08ahZ9B+01rtGaRpNNK0Pvcse4DNRT1wH0g5cB1NOTj8I7AJ5YU0DdjT9tldjXFeSVoP+DrwZtvXSXoO8DzgDsp9vAc42XUd4ZbVPxQOBXazfW697a3AR4AZwNbALrbPmwhXZ4OdQ31cfkjZGPNySWsCq1E2Cd2EsnnoRbbP7HCYj6O66afKRpnHUg7QbwS2B9YHpgJnAP8O7GX74s4Gu5AkvQD4N2CW7f3qbd8FngbcQtk89B22L+rb8wtA0isoayIfRFlb/EzgYMpVJdOB5YBjbJ/a2SBjkUjT2tNyzyBN67vWewZp2rgaUs8gTSNNW2TGpWeQpkW7htS0cekZtN20FnsGaVpLTetzz3ICbA6S1gI+Q5m2+hBwHOVA/lXKwWB94Ab3bBPAJyJpDWA/4HJgecpVF48An6McIKbYfqSPL5x5Vc/+L0OJ0DEuGxy+CXgTZfrrjZQ1YKf08XGTtCHwe8rGmcvWm18K3AacZ/sQzd7ksTeP08jVL5sCOwF7UNY/ngXsSVmLdzplveoTXKbxN6mG9hmUqzBWAz5k+2f1a1tQnn+3u0y97p36h80+wBW2D6735yTgSmAf2w9JWtb2fX16jsXCS9Pa0nrPIE3ru9Z7BmnauBpazyBNI01bJMalZ5CmRbuG1rSh9wzab1qLPYM0raWm9b1nWQJxhKRVKOtprgjc4bIe6vT69q+2f2v7uD4ezCbUg/LE+qgrU6ZLnkc5O34F8C7g+5Q1UW37EejHerTza+K+1vtxP/Az4NuSTgA2oEwNPRp4yPZlfXzc6tnxgyihvJwy9fgM4LX1/fNg9rTpPjxOktaQtEWN0CspVyl91/ZDtrem3JfDgZm2PwD8i+3TJx6v1khaDTidspnmBylrJG+lMi0Z22fZPrnHEVqKsjnrcsCGktayfS+wLfAK4AgA2/fV950/x2JypGntGELPIE3ru9Z7BmnauBpCzyBNS9MWrXHqGaRp0a4hNG1cegbDaFprPYM0jcaa1kLPxv4E2OiLw/ZNwPcoGzbuJGkV278CdgXeIOlvuxnlvKsHh+2AbwCfpYTnR8Dmtk+ibBT4HuB3XY1xMoxcBbCJpA9J2gk4kfJHw76296ZcPXMz0Js1d0epbA76QcpVChcAJ9rey/Y5lOnu7wHO6XCIj1Ov7DmJEhuAzShXkNw58T22X0cJ6PfrTQ/W2zuP6AK6AziF8np6NmX67tKUY8S0Dsf1lFTWEz+ZclXPvsD/ANtKWqOG57XAlzocYkyyNK09Q+gZpGmNaLZnkKaNm6H1DNI00rRFZgx7BmlaNGRoTRuHnsEwmtZazyBNo7GmtdKzsT4BNnIwe63KxoyfBH4OHEVZn3J7Sc+xfS3wKjew4aiktYF/BbYB/peyjusdwBKSXgJ8Hviw7RmdDXIS1Mdta8q08d8DuwHvsz3D9q8kvRE4jbKx3h1djnVuJC1Jmep+N7CDpLVdpoRPkfRiysaTn7B9Zl+uYJC0DmW93X1tf62O61vA/wWOrFf+AGB7Y2Zv+tlkgCS9EMD23ZQ1bE8GDqNMFz+CctXMfZ0N8EmMPGfupFyBdSRwF+V+rAzsLGlN2/e5TqmO9qVpbWq9Z5Cm9V3LPYM0bRwNsWeQpqVpi8Y49QzStGjPEJs2Dj2D9pvWWs8gTaOhprXWs7E+AVYPZhtTzrDeSFlj82zKVMPvU9ZD3VHS04AHOhrmk5p4wo088Z5J2XhxK2Aj4O227wKeTzkLu7Ptk/tycFtQ9UD+asoGk38A/pIy/RVJK1DWTd3X9gl9u68q66JeTHlOvZ9ypczu9ez4o8CvKFE9aeKPpQ6HO2oFYD3bJ9fPzwTe6LIx4wzgWEmrTnyz7Us6GOMCk7SEpCUmPgYOk/RNeCxG36JMb/8mZZPN/Wz/V1fjnZOk59SrewBWB7B9K/BpyjT3oyl/tH2Dsq74nzoYZixCaVqbWu4ZpGl91HrPIE0bd0PoGaRppGmLy2B7BmlatG8ITRvHnkHbTWu0Z5Cm9bppLfds7E6ASVpN0qtGbtoc+Jbtr9neBTgfOMn2eZS1UM9xWWO0l9NZRw5S0+r7aygB/TCwi+3fSNqK2ett/naOn2vVo5TpoF8GPgTsYPv3kl4H/B3wddun9exADoDL9PaLKFeKmHJ2/05g73pFxoO2b67f25ux2z6fsgbtbySdA/zU9sH1yx8GLgVOqH+4NaWOeRvguSobmX6Q8kfOapKOBLB9J+VKrV8Dz7D9YFfjnZPKJro/BP5OZU3xMyQdCGD7Nsrr/17g25Q/uvex/euuxhuTJ00bRNOa7RmkaX3Tes8gTRtXQ+sZpGmkaYvFUHsGaVq0a2hNG9OeQcNNa7FnkKb1uWnN98z2WLwBAp5OOWt/LbBFvX0P4MA5vvdYYMWux/wU9+eFwFtGPv85cEb9+J+BLwJ7A9sBVwHbdD3mhX386vvnAy+oH29Q7/ce9fONgOuAjboe7xPch9UpB7CJzz8NXAIsDzyXMnV3na7HOQ/3YzPg4ZHHZJn6fgqwRtfjW4j79Rbgl5QrYbasty0L/CdleYJ3UzY8fXHXY53L8+oq4J0jt60KzKRsojtx296UdZRf1vWY8zYpj3ua1oNxL+hjV98327M6xjStp2+t9mzkeZWmjdHb0HpWx5mmpWld3IfB9ayOP03LWzNvQ2vaOPVs4vGr75tt2hB6VsedpvVgvHM8r5ru2cQTaWxI+g/g5ZQX0mHAlcCplOnIPwD+mjJlb2vXqxb6pk5l/R4loMeO3P5T4Hrbb61XJGxFmW54tuuarm74AZe0JfApYCnKFRinAS8D9qRsrrku8EHbp3c2yLmo01qnUtZyPRc41PYf69eOp2zcuBnwgHt0dv/J1MfiEOCVtm+VtKTt3kxtnR8Tr4s6vf0kylq1bwN+Z/teSVMp61s/C5hh+5TuRvt4kt4OTLP9XklTKFdirUr5Y3UP4HPArZRNQ99j++rOBhuTLk1rs2mt9gzStD5rvWeQpo2zIfQM0jTStE4NpWeQpkXbhtC0cewZtNu0ofUM0rTuRvt4Q+jZWJwAk7SU7Yfrx1tQrk44E3gHcBDwR8qmhrcBawMftX1aJ4N9CjVCp1HWBf008I/Aj23/pn79cuCXtqfXz59m+6GuxjtZVDZoPJASnWXqxz+mXDXzKOXg8ZD7tTbqUrYfnjhIq2wU+hngPODLtu+oB5G3UwJ6UacDnk/1tfQNYC33cMPPeTESoZVsz5K0NLAz5XX1SdvnSXo2cKvrcgR9+4NO0qspr4ePU64mmUpZmuAEytVJ19TbTrB9UjejjMmUprXdtBZ7Bmla3w2hZ5CmjZsh9QzSNNK0Xmi9Z5CmRZuG1LRx7Bm02bQh9wzStC7HPWoIPRv8CTCVNSr3A75i+1xJoqxH+VvKNNB3AZ8ELqRs5LiC7ev79mQDkLQO8HVKOM8CVqJsoHkWJUa/U9mM7tfAMbZ37uP9mBeSngMcYPud9UqGzwBbAhvYvk3SNMr6r1cAR9ie1d1o/5yklYFZth9VWQd5V8pjdBpl/eD/R1m3dhblj6J/tn1tN6NdOPX+3Wv73K7HsqAkbQ3sRdmw8SKXTUDfBexA2WTzQ8Cmti/rcJhPSNKywG6U59n1lCtkrqJMUf4n4N+B+2pwmzwexGxpWv/ux1NpuWeQprWk9Z5BmjZOhtQzSNNI03ql9Z5BmhZtGVLTxqVn0HbTxqVnkKb1wRB6Ng4nwP6BMv3zcuBIyln7GZQzrV8HNqassXm47eO6GeVTU5kOeQZlTdDTgPdTNpd7BiVI5wOnU65IeCtlyuQPOxnsJJC0POUs/122d6lXYuxLmXL82XrW/CXAJ4C9Jq5E6ZqkdYEfUTab/BjlSp8ZlIPCPZTn4P2Ux2htytnxXk1tXRB9PcDNjaRVgaVt3yBpI8qSBNtTprmvDHzP9hdqoNYFLrN9dncjnjeSVrB9+8jnG1Ou0NgeuKmVxyeeXJrWnlZ7Bmla1+N4KkPtGaRp42AoPYM0jTStt1rpGaRpHQ0tJslQmjZOPYN2mzaOPYM0rQ9a7tngT4ABSNqQciZ8R8oGhpsCf0V5gC6jTN/7L9s/72yQ80DSKrZvqh+vDezE7Bg9HViBMvVwuu3/bOngMGpi3DU0X6QcCHaXtB5ljdT7gS/YvlnScrbv6XTAlaQ1gO9QrvRZDXgt8Anbx9Sxb0PZePLbtmeO/FyTj1OL6pVZx1Om7c6gvIYuAFYBDqCsw70dZamCoyaeW/UKLlp4nCQtBWxO2dx0P/dsbepYeGlaO1rtGaRpfTcOPYM0beiG0jNI00jTYiGkaTEEQ2naOPQM2m1aetZ/49C0Fns2FifA4LF1Qz8PvBh4CfB64ALbM9TYRnqSprhMc12Tsm7oPZR1hC8Anm77kk4HOAkkbQPsDlxNuVrmOtvT6wF9d+AuyhTLR1zXSO1SfSxOB46zva+k5ShRep7t9er3rEs58P0F5UD4xxYObEMhaXXKVUwH2z565Pa/AA4H9neZzn8mcDPwMds3dDLYBVQj9ArKVUCH2D614yHFIpKmtaO1nkGa1nfj0DNI08bFkHoGaRppWsynNC2GZEhNG3rPoL2mpWf9Nw5Na7VnY3MCDB5bN/QzwN/bvlMjm1S2qp79fycwhbKJ5r0dD2mh1RfTicChts9S2QzwUMqB+931Co0HbF/T6UAr/fkayT8CfmL7fEnLAF8BlgXeWK8ueRFwv+3rOxvwmFLZ+HOa7fdKmkL5o/TlwCOUdZ0/DvyMspbtB2xf0dlgF0J9/axo+6Zc5TNsaVr/tdYzSNNaMC49gzRtXAyxZ5Cm9UGa1n9pWgzNEJs2tJ5Be01Lz9owLk1rsWdjdQIMQNLrKAeNtWzf0fV4JkONkW1f1/VYFsScL5b6Qvo+cLTtU1Q2o9ySso7tDNtv62ioj6PHr5H8AcqGk6fWGC0LHAGsCmzRwkFhqCS9mrI27ccpyw9MpcToDGAzYEnK1P6DbJ/Y1Tgj5kea1i8t9wzStFakZzFEQ+wZpGldStPakKbFEA2xaS33DNpuWnrWjjStv8buBBg8dkXGvbbP7XosMVu9SuEe4E7KdMrDgR1tX6qyaeCmwA9sX9zhMB9Hf75G8prAdOBplBhdUGN0FGUTzUs7HOpYq4/DbsCuwPWUKy6uAp5PWaf7c5Rj4s2tXMEQAWlaH7XaM0jTWpCexVClZ/2UpsWilKbFUKVp/dRq09KzNqRp/TWWJ8Am5MnWrTrFeE3bP6l/HBwAfA94c33bhLKm6HcoZ853sX1eV+N9Kpq9RvILgF2AJYCzbZ838bWOhxiApBVs3z7y+caUjRu3s31zV+OKWFhpWneG1jNI01qQnsVQpWfdStOiC2laDFWa1q2hNS09a0Oa1j9Tuh5AlxKh7khaEng3sLWkVYCPANsAdwAPAnfZPgp4A2WK7459jhDARGjqlPBvUKa2biXpmYlQf0xESNJSkrakXJFxQCIUrUvTujHEnkGa1oL0LIYqPetOmhZdSdNiqNK07gyxaelZG9K0/hnrGWDRjYkrYCStT1kX+XDKydibgPcD/2T7urpu8qW2Z3U43AVWr8iYCFP0SF3v+RWUK30OsX1qx0OKiAaNS88gTeur9CwiJkuaFl1L0yJisoxL09Kz/krT+iUnwGKxkvRcYGfgKNu3SdqWsjng6sBdwHq2b5e0IWV66K62f93ZgGOwaoxWtH1TliWIiPmVnkVfpGcRsbDStOiLNC0iFlaaFn2RpvVHToDFYiXpAMrVFmcA+wK3AzsAGwHPpWwSeD7wXmB/2yd3NNSIiIgnlJ5FRMRQpGkRETEUaVpEzCknwGKxkLSk7T9JWgI4DHgRcCElPM8DlqFsRPl64G7gCtvn5Ax5RET0SXoWERFDkaZFRMRQpGkR8USW7HoAMXx1s8kdJF1q+yJJXwJeDdwIPAxsDGwNrG57+9GfTYQiIqIv0rOIiBiKNC0iIoYiTYuIJzOl6wHEWFgWeAHwSUm7ANcAzwDutn0KsA/wY+AfJK3X2SgjIiKeXHoWERFDkaZFRMRQpGkR8YSyBGIsFpKWBjYBvgx8FlgK2A7Y3faVklYAVrB9fXejjIiIeHLpWUREDEWaFhERQ5GmRcQTyQywWCxsP2j7B8DmlKsylgGeCXxE0sq2b0+EIiKi79KziIgYijQtIiKGIk2LiCeSGWCx2ElaEVgXeB+wBbCO7d92OaaIiIj5lZ5FRMRQpGkRETEUaVpEjMoJsOiUpGm2Z3Y9joiIiIWRnkVExFCkaRERMRRpWkTkBFh0QtIU24+OfC7nyRgREY1JzyIiYijStIiIGIo0LSIm5ARYREREREREREREREREDMqUrgcQERERERERERERERERMZlyAiwiIiIiIiIiIiIiIiIGJSfAIiIiIiIiIiIiIiIiYlByAiwiIiIiIiIiIiIiIiIGJSfAIp6CpEckzZR0taRfSHq/pAV+7UjaUNLPJF1b33Yb+dpKki6WdLmk/SV9fuRrX5Q0Y+TzPSV9YQH+/Y9K2ntBxx8REe1K0yIiYgjSs4iIGIo0LWLRWrLrAUQ04H7b0wAkPRv4DrA8sP/8/iJJq9Sf3872ZZKeBZwl6X9tnw5sBlxr+22S1gcOH/nxacAUSUvYfgTYADhpwe9WRESMoTQtIiKGID2LiIihSNMiFqHMAIuYD7ZvAXYD9lCxuqSfSLqsvm0AIOmbkrad+DlJ35b0BuBfgK/Zvqz+vluBfwP2kTQNOAjYUtJM4FpgDUlTJS0P3AfMBF5Uf+0GwIWS/kbSDyRdWseyVv03V5J0vKRL6tur5rw/kt4l6UxJUyf/fysiIvosTYuIiCFIzyIiYijStIjJlxNgEfPJ9m8or51nA7cAm9t+KfAWYGJq8FHA2wFqRDYAzgBeCFw6x6/8OfBC2zOBjwDH2p5m+25KeNYH/h64GPgpsIGkVQHZvhH4ErCn7ZcBewNH1N97CHCw7fWB7euYHiNpD2AbylUh9y/kf0tERDQoTYuIiCFIzyIiYijStIjJlSUQIxaM6vulgMPqVRSPAGsA2D5P0uEqU5ffBBxv+0+SBHguv29utwFcQInYVOAi4DpgP2AW5SqM5erXjyu/GoCl6/vXAOuM3P50SX9ZP94F+B9KhB6enzseERGDk6ZFRMQQpGcRETEUaVrEJMkJsIj5JOmvKdG5hbIe783AepSrMx4Y+dZvAtOBnYB31NuuBl4OnDLyfS8DfvkE/9yFwLuBZSjr8s4C1qnvL6j/5h8n1gqewxTglXNeZVHDdBVlbd//A9zwpHc4IiIGK02LiIghSM8iImIo0rSIyZUlECPmg6SVgCOBw2ybsinlH2w/Srm6YYmRb/8a8D4A21fX2w4Hdq1XbiBpReBTlDV45+ZCyjTklWzfUv/NWcC2wIW27wJukPTm+vskab36s2cDe4yMfdrI772cErhT6rTmiIgYM2laREQMQXoWERFDkaZFTL6cAIt4alMlzZR0NTCDcoD/WP3aEcDbJP2UMg353okfsn0zcA3w1ZHb/gC8FfiypGspofmK7VPn9g/bvoMSnqtHbr6Isg7wL+rn04F3SvpF/b6JTTD3Al4u6QpJvwR2n+N3n09Zu/d0Sc+aj/+PiIhoV5oWERFDkJ5FRMRQpGkRi5DKid2ImGySlgWuBF5q+86uxxMREbGg0rSIiBiC9CwiIoYiTYuYN5kBFrEISHoNcC1waCIUEREtS9MiImII0rOIiBiKNC1i3mUGWERERERERERERERERAxKZoBFRERERERERERERETEoOQEWERERERERERERERERAxKToBFRERERERERERERETEoOQEWERERERERERERERERAxKToBFRERERERERERERETEoOQEWERERERERERERERERAzK/weEeen5rIx8jgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 2160x2160 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def show_countplot(name, data):\n",
+    "    labels = ['NO Fraud','Fraud']\n",
+    "    sns.countplot(x=data, hue=vic['FraudFound_P'], order=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n",
+    "    plt.legend(labels, loc='best')\n",
+    "    plt.title(f'Number Of Accidents in each Day Of {name}')\n",
+    "    plt.xticks(rotation=45)\n",
+    "\n",
+    "plt.figure(figsize=(30, 30))\n",
+    "for i in range(12):\n",
+    "    plt.subplot(3, 4, i + 1), show_countplot(Month[i], vic[vic['Month'] == Month[i][:3]]['DayOfWeek'])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Day Of Week Analysis\n",
+    "As you can see, most of the claims are on Monday, Tuesday, Thursday and Friday, that is, on the first day of the week and the last working day of the week.\n",
+    "In order, the most claims belong to the following days:\n",
+    "1. Monday (Highest)\n",
+    "2. Friday\n",
+    "3. Tuesday\n",
+    "4. Thursday\n",
+    "5. Wednesday\n",
+    "6. Saturday\n",
+    "7. Sunday (Lowest)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Make Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0          Honda\n",
+       "1          Honda\n",
+       "2          Honda\n",
+       "3         Toyota\n",
+       "4          Honda\n",
+       "          ...   \n",
+       "15415     Toyota\n",
+       "15416    Pontiac\n",
+       "15417     Toyota\n",
+       "15418     Toyota\n",
+       "15419     Toyota\n",
+       "Name: Make, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Make']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count       15420\n",
+       "unique         19\n",
+       "top       Pontiac\n",
+       "freq         3837\n",
+       "Name: Make, dtype: object"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Make'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Make</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Accura</td>\n",
+       "      <td>472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>BMW</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Chevrolet</td>\n",
+       "      <td>1681</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dodge</td>\n",
+       "      <td>109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Ferrari</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Ford</td>\n",
+       "      <td>450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Honda</td>\n",
+       "      <td>2801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Jaguar</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Lexus</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Mazda</td>\n",
+       "      <td>2354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Mecedes</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Mercury</td>\n",
+       "      <td>83</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Nisson</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Pontiac</td>\n",
+       "      <td>3837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Porche</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Saab</td>\n",
+       "      <td>108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Saturn</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Toyota</td>\n",
+       "      <td>3121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>VW</td>\n",
+       "      <td>283</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Make  NumberOfAccidents\n",
+       "0      Accura                472\n",
+       "1         BMW                 15\n",
+       "2   Chevrolet               1681\n",
+       "3       Dodge                109\n",
+       "4     Ferrari                  2\n",
+       "5        Ford                450\n",
+       "6       Honda               2801\n",
+       "7      Jaguar                  6\n",
+       "8       Lexus                  1\n",
+       "9       Mazda               2354\n",
+       "10    Mecedes                  4\n",
+       "11    Mercury                 83\n",
+       "12     Nisson                 30\n",
+       "13    Pontiac               3837\n",
+       "14     Porche                  5\n",
+       "15       Saab                108\n",
+       "16     Saturn                 58\n",
+       "17     Toyota               3121\n",
+       "18         VW                283"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "make = pd.DataFrame(vic.groupby(['Make']).size()).reset_index()\n",
+    "make = make.rename(columns={0: 'NumberOfAccidents'})\n",
+    "make"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Make</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Pontiac</td>\n",
+       "      <td>3837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Toyota</td>\n",
+       "      <td>3121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Honda</td>\n",
+       "      <td>2801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Mazda</td>\n",
+       "      <td>2354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Chevrolet</td>\n",
+       "      <td>1681</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Accura</td>\n",
+       "      <td>472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Ford</td>\n",
+       "      <td>450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>VW</td>\n",
+       "      <td>283</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Dodge</td>\n",
+       "      <td>109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Saab</td>\n",
+       "      <td>108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Mercury</td>\n",
+       "      <td>83</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Saturn</td>\n",
+       "      <td>58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Nisson</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>BMW</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Jaguar</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Porche</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Mecedes</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Ferrari</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Lexus</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Make  NumberOfAccidents\n",
+       "13    Pontiac               3837\n",
+       "17     Toyota               3121\n",
+       "6       Honda               2801\n",
+       "9       Mazda               2354\n",
+       "2   Chevrolet               1681\n",
+       "0      Accura                472\n",
+       "5        Ford                450\n",
+       "18         VW                283\n",
+       "3       Dodge                109\n",
+       "15       Saab                108\n",
+       "11    Mercury                 83\n",
+       "16     Saturn                 58\n",
+       "12     Nisson                 30\n",
+       "1         BMW                 15\n",
+       "7      Jaguar                  6\n",
+       "14     Porche                  5\n",
+       "10    Mecedes                  4\n",
+       "4     Ferrari                  2\n",
+       "8       Lexus                  1"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_make = make.sort_values(by=['NumberOfAccidents'], ascending=False)\n",
+    "sorted_make"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1440x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['Make'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Make With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Make Analysis\n",
+    "Top 5 of claims in order is:\n",
+    "1. Pontiac (Highest)\n",
+    "2. Toyota\n",
+    "3. Honda\n",
+    "4. Mazda\n",
+    "5. Chevrolet\n",
+    "\n",
+    "and \"Lexus\" has the Lowest number of claims."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Accident Area Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        Urban\n",
+       "1        Urban\n",
+       "2        Urban\n",
+       "3        Rural\n",
+       "4        Urban\n",
+       "         ...  \n",
+       "15415    Urban\n",
+       "15416    Urban\n",
+       "15417    Rural\n",
+       "15418    Urban\n",
+       "15419    Urban\n",
+       "Name: AccidentArea, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AccidentArea']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count     15420\n",
+       "unique        2\n",
+       "top       Urban\n",
+       "freq      13822\n",
+       "Name: AccidentArea, dtype: object"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AccidentArea'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>AccidentArea</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Rural</td>\n",
+       "      <td>1598</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Urban</td>\n",
+       "      <td>13822</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  AccidentArea  NumberOfAccidents\n",
+       "0        Rural               1598\n",
+       "1        Urban              13822"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "area = pd.DataFrame(vic.groupby(['AccidentArea']).size()).reset_index()\n",
+    "area = area.rename(columns={0: 'NumberOfAccidents'})\n",
+    "area"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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1xkhnbFtHP0HT6zBgeft9ZX2Y5kro+4H/4Mn75N00AfQ+mmPv13rqeT5Nq+G3aY473x6F+mgEsvTpNZIkSeoCW+IkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYOGuwfSuLX55pvXtGnT+l0NSZKk5VqwYMHdVTVpqHFPuRA3bdo05s+f3+9qSJIkLVeSYR9jZneqJElSBxniJEmSOsgQJ0mS1EFPuXPiJEnS6Prd737HwoULeeihUX288lPKOuusw5QpU3ja05424nkMcZIkaZUsXLiQDTfckGnTppGk39XpnKpi8eLFLFy4kOnTp494PrtTJUnSKnnooYfYbLPNDHArKQmbbbbZCrdkGuIkSdIqM8CtmpXZf4Y4SZLUeUk46qijlrw//vjjOfbYY5e8P+WUU9huu+3Ybrvt2H333bnkkkuGXM7hhx/O9OnTmTFjBjNmzODEE08c9boee+yxHH/88au8HM+JkyRJo2q3950xqstbcNzs5U6z9tprc+6553L00Uez+eabLzXum9/8JieffDKXXHIJm2++OVdeeSUHHXQQl19+Oc961rOetKzjjjuOgw8+eMj1PProo0ycuGbEJ1viJElS502cOJEjjjiCT37yk08a9/GPf5zjjjtuSbjbddddmTNnDp/+9KdHtOx99tmHD37wg7zsZS/jhBNO4Bvf+AZ77LEHu+yyC/vttx933nkn8OQWtp122olbbrkFgLlz5/K85z2P/fbbjxtvvHEVt7ZhiJMkSePCkUceyVlnncX999+/VPl1113HbrvttlTZzJkzue6664Zczvve974l3anXXnstAPfddx8XXXQRRx11FHvttReXXXYZV111FbNmzeITn/jEMuu1YMEC5s2bx1VXXcW5557LFVdcsQpb+YQ1oz1QkiRpFW200UbMnj2bE088kXXXXXeZ01bVsBcTDNWdeuihhy4ZXrhwIYceeih33HEHjzzyyHJvC/Ld736X17zmNay33noAHHDAASPZnOWyJU6SJI0b73nPezj11FP59a9/vaRshx12YMGCBUtNd+WVV7LDDjuMeLnrr7/+kuF3vetdvPOd7+Taa6/l5JNPXnJrkIkTJ/L4448vma73liFjcfWuIU6SJI0bm266Ka997Ws59dRTl5T99V//Ne9///tZvHgxAFdffTWnnXYa73jHO1ZqHffffz+TJ08G4PTTT19SPm3aNK688kqgCYk333wzAHvvvTdf/epX+e1vf8uDDz7IN77xjZVa72B2p0qSpHHlqKOO4lOf+tSS9wcccAC/+MUvePGLX0wSNtxwQ84880y23HLLlVr+scceyyGHHMLkyZPZc889l4S1P/3TP+WMM85gxowZvPCFL+S5z30u0FxIceihhzJjxgymTp3KS1/60lXfSCBVNSoL6oqZM2fW/Pnz+10NSZLGjRtuuIHtt9++39XovKH2Y5IFVTVzqOltiRtjo32vHK1eI7k3kSRJ/eA5cZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZLUeRMmTFjyvNMZM2YsefD8aJo2bRp33333qC93ZXmLEUmSNKpu/cjzR3V523zo2uVOs+6663L11VcPOa6qqCrWWmt8tV2Nr62RJEkCbrnlFrbffnve8Y53sOuuu3Lbbbfx9re/nZkzZ7LjjjtyzDHHLJm2t4Vt/vz57LPPPgAsXryYl7/85eyyyy689a1vZU17QIIhTpIkdd5vf/vbJV2pr3nNawC48cYbmT17NldddRVTp05l7ty5zJ8/n2uuuYaLLrqIa665ZpnL/PCHP8xee+3FVVddxQEHHMCtt966OjZlxOxOlSRJnTe4O/WWW25h6tSp7LnnnkvKzjnnHE455RQeffRR7rjjDq6//np23nnnYZd58cUXc+655wLwqle9ik022WTM6r8yDHGSJGlcWn/99ZcM33zzzRx//PFcccUVbLLJJhx++OE89NBDAEycOJHHH38cYEnZgCSrr8IryO5USZI07j3wwAOsv/76bLzxxtx5552cf/75S8ZNmzaNBQsWAPCVr3xlSfnee+/NWWedBcD555/Pvffeu3orvRyGOEmSNO694AUvYJdddmHHHXfkTW96Ey95yUuWjDvmmGN497vfzUtf+lImTJiwVPnFF1/Mrrvuyre+9S222WabflR9WFnTrrQYazNnzqz58+evtvXt9r4zVtu6NPoWHDe731WQpDXeDTfcwPbbb9/vanTeUPsxyYKqmjnU9LbESZIkdZAhTpIkqYMMcZIkSR1kiJMkSavsqXaO/Whbmf1niJMkSatknXXWYfHixQa5lVRVLF68mHXWWWeF5vNmv5IkaZVMmTKFhQsXsmjRon5XpbPWWWcdpkyZskLzGOIkSdIqedrTnsb06dP7XY2nHLtTJUmSOsgQJ0mS1EGGOEmSpA4asxCX5HNJ7kryw56y45L8KMk1Sb6a5Bk9445OclOSG5O8oqd8tyTXtuNOTJK2fO0kZ7fl308ybay2RZIkaU0zli1xpwH7Dyq7ANipqnYGfgwcDZBkB2AWsGM7z0lJBp5A+xngCGDb9jWwzDcD91bVc4BPAh8fsy2RJElaw4xZiKuqi4F7BpV9q6oebd9eBgxcS3sgMK+qHq6qm4GbgN2TbAlsVFWXVnPzmTOAg3rmOb0d/jKw70ArnSRJ0njXz3Pi3gSc3w5PBm7rGbewLZvcDg8uX2qeNhjeD2w2hvWVJElaY/QlxCX5G+BR4KyBoiEmq2WUL2ueodZ3RJL5SeZ7I0JJkjQerPYQl2QO8Grgz+qJ53MsBLbumWwKcHtbPmWI8qXmSTIR2JhB3bcDquqUqppZVTMnTZo0WpsiSZLUN6s1xCXZH3g/cEBV/aZn1HnArPaK0+k0FzBcXlV3AA8m2bM932028PWeeea0wwcD3y4f2iZJkp4ixuyxW0m+BOwDbJ5kIXAMzdWoawMXtNcgXFZVb6uq65KcA1xP0816ZFU91i7q7TRXuq5Lcw7dwHl0pwJfSHITTQvcrLHaFkmSpDXNmIW4qjpsiOJTlzH9XGDuEOXzgZ2GKH8IOGRV6ihJktRVPrFBkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOGrMQl+RzSe5K8sOesk2TXJDkJ+3PTXrGHZ3kpiQ3JnlFT/luSa5tx52YJG352knObsu/n2TaWG2LJEnSmmYsW+JOA/YfVPYB4MKq2ha4sH1Pkh2AWcCO7TwnJZnQzvMZ4Ahg2/Y1sMw3A/dW1XOATwIfH7MtkSRJWsOMWYirqouBewYVHwic3g6fDhzUUz6vqh6uqpuBm4Ddk2wJbFRVl1ZVAWcMmmdgWV8G9h1opZMkSRrvVvc5cc+sqjsA2p9btOWTgdt6plvYlk1uhweXLzVPVT0K3A9sNtRKkxyRZH6S+YsWLRqlTZEkSeqfNeXChqFa0GoZ5cua58mFVadU1cyqmjlp0qSVrKIkSdKaY3WHuDvbLlLan3e15QuBrXummwLc3pZPGaJ8qXmSTAQ25sndt5IkSePS6g5x5wFz2uE5wNd7yme1V5xOp7mA4fK2y/XBJHu257vNHjTPwLIOBr7dnjcnSZI07k0cqwUn+RKwD7B5koXAMcDHgHOSvBm4FTgEoKquS3IOcD3wKHBkVT3WLurtNFe6rguc374ATgW+kOQmmha4WWO1LZIkSWuaMQtxVXXYMKP2HWb6ucDcIcrnAzsNUf4QbQiUJEl6qllTLmyQJEnSCjDESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIH9SXEJfnLJNcl+WGSLyVZJ8mmSS5I8pP25yY90x+d5KYkNyZ5RU/5bkmubcedmCT92B5JkqTVbbWHuCSTgb8AZlbVTsAEYBbwAeDCqtoWuLB9T5Id2vE7AvsDJyWZ0C7uM8ARwLbta//VuCmSJEl906/u1InAukkmAusBtwMHAqe3408HDmqHDwTmVdXDVXUzcBOwe5ItgY2q6tKqKuCMnnkkSZLGtdUe4qrqF8DxwK3AHcD9VfUt4JlVdUc7zR3AFu0sk4HbehaxsC2b3A4PLpckSRr3+tGduglN69p0YCtg/SSvX9YsQ5TVMsqHWucRSeYnmb9o0aIVrbIkSdIapx/dqfsBN1fVoqr6HXAu8GLgzraLlPbnXe30C4Gte+afQtP9urAdHlz+JFV1SlXNrKqZkyZNGtWNkSRJ6od+hLhbgT2TrNdeTbovcANwHjCnnWYO8PV2+DxgVpK1k0ynuYDh8rbL9cEke7bLmd0zjyRJ0rg2cXWvsKq+n+TLwJXAo8BVwCnABsA5Sd5ME/QOaae/Lsk5wPXt9EdW1WPt4t4OnAasC5zfviRJksa91R7iAKrqGOCYQcUP07TKDTX9XGDuEOXzgZ1GvYKSJElrOJ/YIEmS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOmhEIS7JhSMpkyRJ0uoxcVkjk6wDrAdsnmQTIO2ojYCtxrhukiRJGsYyQxzwVuA9NIFtAU+EuAeAT49dtSRJkrQsywxxVXUCcEKSd1XVv6ymOkmSJGk5ltcSB0BV/UuSFwPTeuepqjPGqF6SJElahhGFuCRfAJ4NXA081hYXYIiTJEnqgxGFOGAmsENV1VhWRpIkSSMz0vvE/RB41lhWRJIkSSM30pa4zYHrk1wOPDxQWFUHjEmtJEmStEwjDXHHjmUlJEmStGJGenXqRWNdEUmSJI3cSK9OfZDmalSApwNPA35dVRuNVcUkSZI0vJG2xG3Y+z7JQcDuY1EhSZIkLd9Ir05dSlV9DfiD0a2KJEmSRmqk3al/0vN2LZr7xnnPOEmSpD4Z6dWpf9wz/ChwC3DgqNdGkiRJIzLSc+LeONYVkSRJ0siN6Jy4JFOSfDXJXUnuTPKVJFPGunKSJEka2kgvbPg8cB6wFTAZ+EZbJkmSpD4YaYibVFWfr6pH29dpwKQxrJckSZKWYaQh7u4kr08yoX29Hlg8lhWTJEnS8EYa4t4EvBb4JXAHcDDgxQ6SJEl9MtJbjHwUmFNV9wIk2RQ4nibcSZIkaTUbaUvczgMBDqCq7gF2GZsqSZIkaXlGGuLWSrLJwJu2JW6krXiSJEkaZSMNYv8IfC/Jl2ket/VaYO6Y1UqSJEnLNNInNpyRZD7NQ+8D/ElVXT+mNZMkSdKwRtwl2oY2g5skSdIaYKTnxEmSJGkNYoiTJEnqIEOcJElSB/UlxCV5RpIvJ/lRkhuSvCjJpkkuSPKT9mfvLU2OTnJTkhuTvKKnfLck17bjTkySfmyPJEnS6tavlrgTgP+qqu2AFwA3AB8ALqyqbYEL2/ck2QGYBewI7A+clGRCu5zPAEcA27av/VfnRkiSJPXLag9xSTYC9gZOBaiqR6rqPuBA4PR2stOBg9rhA4F5VfVwVd0M3ATsnmRLYKOqurSqCjijZx5JkqRxrR8tcb8HLAI+n+SqJP+WZH3gmVV1B0D7c4t2+snAbT3zL2zLJrfDg8ufJMkRSeYnmb9o0aLR3RpJkqQ+6EeImwjsCnymqnYBfk3bdTqMoc5zq2WUP7mw6pSqmllVMydNmrSi9ZUkSVrj9CPELQQWVtX32/dfpgl1d7ZdpLQ/7+qZfuue+acAt7flU4YolyRJGvdWe4irql8CtyV5Xlu0L82TIM4D5rRlc4Cvt8PnAbOSrJ1kOs0FDJe3Xa4PJtmzvSp1ds88kiRJ49qIH7s1yt4FnJXk6cDPgDfSBMpzkrwZuBU4BKCqrktyDk3QexQ4sqoea5fzduA0YF3g/PYlSZI07vUlxFXV1cDMIUbtO8z0c4G5Q5TPB3Ya1cpJkiR1gE9skCRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1UN9CXJIJSa5K8s32/aZJLkjyk/bnJj3THp3kpiQ3JnlFT/luSa5tx52YJP3YFkmSpNWtny1x7wZu6Hn/AeDCqtoWuLB9T5IdgFnAjsD+wElJJrTzfAY4Ati2fe2/eqouSZLUX30JcUmmAK8C/q2n+EDg9Hb4dOCgnvJ5VfVwVd0M3ATsnmRLYKOqurSqCjijZx5JkqRxrV8tcf8M/DXweE/ZM6vqDoD25xZt+WTgtp7pFrZlk9vhweWSJEnj3moPcUleDdxVVQtGOssQZbWM8qHWeUSS+UnmL1q0aISrlSRJWnP1oyXuJcABSW4B5gF/kORM4M62i5T2513t9AuBrXvmnwLc3pZPGaL8SarqlKqaWVUzJ02aNJrbIkmS1BerPcRV1dFVNaWqptFcsPDtqno9cB4wp51sDvD1dvg8YFaStZNMp7mA4fK2y/XBJHu2V6XO7plHkiRpXJvY7wr0+BhwTpI3A7cChwBU1XVJzgGuBx4Fjqyqx9p53g6cBqwLnN++JEmSxr2+hriq+g7wnXZ4MbDvMNPNBeYOUT4f2GnsaihJkrRm8okNkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR10GoPcUm2TvK/SW5Icl2Sd7flmya5IMlP2p+b9MxzdJKbktyY5BU95bslubYdd2KSrO7tkSRJ6od+tMQ9ChxVVdsDewJHJtkB+ABwYVVtC1zYvqcdNwvYEdgfOCnJhHZZnwGOALZtX/uvzg2RJEnql9Ue4qrqjqq6sh1+ELgBmAwcCJzeTnY6cFA7fCAwr6oerqqbgZuA3ZNsCWxUVZdWVQFn9MwjSZI0rvX1nLgk04BdgO8Dz6yqO6AJesAW7WSTgdt6ZlvYlk1uhweXS5IkjXt9C3FJNgC+Arynqh5Y1qRDlNUyyoda1xFJ5ieZv2jRohWvrCRJ0hqmLyEuydNoAtxZVXVuW3xn20VK+/OutnwhsHXP7FOA29vyKUOUP0lVnVJVM6tq5qRJk0ZvQyRJkvqkH1enBjgVuKGq/qln1HnAnHZ4DvD1nvJZSdZOMp3mAobL2y7XB5Ps2S5zds88kiRJ49rEPqzzJcAbgGuTXN2WfRD4GHBOkjcDtwKHAFTVdUnOAa6nubL1yKp6rJ3v7cBpwLrA+e1LkiRp3FvtIa6qLmHo89kA9h1mnrnA3CHK5wM7jV7tJEmSusEnNkiSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmD+vHsVEnSKtrtfWf0uwpaBQuOm93vKmgcsCVOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgcZ4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgyb2uwLSmuzWjzy/31XQStrmQ9f2uwqSNKZsiZMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkdZAhTpIkqYMMcZIkSR1kiJMkSeogQ5wkSVIHTex3BVZVkv2BE4AJwL9V1cf6XCVJkpbp1o88v99V0Era5kPX9rsKS3S6JS7JBODTwCuBHYDDkuzQ31pJkiSNvU6HOGB34Kaq+llVPQLMAw7sc50kSZLGXNe7UycDt/W8XwjsMXiiJEcAR7Rvf5XkxtVQN40DU2Fz4O5+10Mr4Zj0uwbSsDy2dNjqP7ZMHW5E10PcUHuynlRQdQpwythXR+NNkvlVNbPf9ZA0vnhs0WjoenfqQmDrnvdTgNv7VBdJkqTVpush7gpg2yTTkzwdmAWc1+c6SZIkjblOd6dW1aNJ3gn8N80tRj5XVdf1uVoaX+yGlzQWPLZolaXqSaeQSZIkaQ3X9e5USZKkpyRDnCRJUgcZ4iRJkjrIECdJUp8leU6/66DuMcRJKyBJlvVeklZEGmsDlyT5eL/ro24xxEkjlCTVXs6d5MVJng08rc/VktRh1XgY2BOYleQj/a6TuqPT94mTVqeeAPc24N3AA8C8JP9ZVT6PV9IKGfhimGRiVd2SZG/gsiRU1Yf6XT+t+WyJk1ZAkgOAfYAdgHcCzwYOTPLcftZLUrf0tuwDGyfZoqp+DrwIeIstchoJQ5w0Qkk2A14DzKS5UfYVwFnAVOB1npgsaaR6WvbfC3wO+GaSQ6rqFmAPYE6Sf+pjFdUBhjhpGIMvWqiqxcBHgB8C/5LkaVV1KXA2sCFw7+qvpaQu6T2uJHkH8KqqOhBYCHw2yVuq6jbgZcD+SSb1qarqAB+7JQ1h0EUMbwXWByZW1SfaCxqOBh4C/rKqfpdknap6qI9VlrSGG3Rc2ZjmYoYbgINpulHPoGndP7qqPt2eK/do3yqsNZ4tcdIQeg60fwG8Hvg28IEkJ1XVT4G/AzYHPtbO8nBfKiqpM3qOK0cApwIXAY8AL6f5QvgN4H9pTs/YEHisX3VVN3h1qjSMJFOAvYA/Bt4MXAzsm+QLVfWGJB+gDW9lk7akEUjyMppjyuyqeijJvcAtwKFJHgTuBt5VVQ/2sZrqCEOcNIyqWties7IbcHBVvSjJC4Crkiyqqr/qcxUldUh7U9+XAy8EdqZpifsdcAmwC82V72+oqlv7VUd1iyFOApI8o6rua4cPBNYDflxVC5I8BFyZZC2aW4ocC8zrV10ldU+Sw4DLaS6OCnBYkl9X1fwkX6yqM5NsVFUP9Lem6hLPidNTXnuPt2OT7JrkjcDHgRnA2Un+jOaAuxlwJvAJ4AtV9eN+1VdSJ20H/DewFc0x5hfA4Un2rKrHAQxwWlFenaqnvPYE4r+nudr0WcCHq+qmJH8IfBD4G+Am4PeARe2FDZL0JINu4kvvletJ3g/MAf4IuA94P/B04IPto7ekFWKI01NakglV9ViSPwD+hOaS/38FTm9POn4LzQH3tV7qL2l5kqw9EMiSvALYH/iHqrqrLft/wEE0x5v7aW5ddHefqquOsztVT0lt6xttgDsMeB3wDzTdHc+luSoVmta5RwC/7UhapiQvp3me8jFJXglcQdONemTPTXs/T3OKxpnArwxwWhW2xOkppz0H7nU0N9acRvOt+Nyq+k57A86/pbki9XZgEvDXVfWD/tRWUhck2R/4MM1xZQtgG+A9NE9z+SxwNXAKzU19nwd8rqoW9qOuGj8McXrKSbIHzQ18b6N5Dup0moPrmVX12yTr09zMdyLw0YFuEEkaSpJNae7vdmBVfaO9x+TfAydX1f8l2Zympf/pNK38r6qqH/WvxhovDHF6SmqD3KuBe2iuRH068I/AD9rHaG0ArGeAkzQSSV5Fc/X6i6rqgST/SXOromuBBTT3hPsN8JhdqBothjg9JSR5MbBNVc0bVPZKYBFNkNuIJshd4UUMklZUex7cicB/AdsDJwObAn9O0536lz6JQaPJEKenhPZb8r8A76+qf+8pfzFwCHAeTTfHjsDhPsxe0spIsh/wLWDLqrqzLVsL2NQWOI02n9igp4Sq+o8kjwMfT7JWVZ3d3s/pe+2jtN5YVbOTbGaAk7Syqup/2i+N307yB1V1Z3szXwOcRp0hTk8ZVXV+kgBzk1BVZ7ej7gUeae8Zt7iPVZQ0DrTHmqcD5yeZOfBEBmm02Z2qp5z2BpyntK+HgUNpWuJ+2NeKSRpXkmxQVb/qdz00fhni9JSUZBea8PYwMK+qbuhzlSRJWiGGOEmSpA7ysVuSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEnjRpLXJKkk263EvDOTnDjMuFuSbL6SdTooyQ6DyiYmuTvJP6zMMiUJDHGSxpfDgEuAWSs6Y1XNr6q/GP0qcRCww6CylwM3Aq9tnyLyJEkmjEFdJI0jhjhJ40KSDYCXAG+mDXFJJiQ5Psm1Sa5J8q62/IVJvpfkB0kuT7Jhkn2SfLMdv1mSbyW5KsnJQHrW8/p2nquTnDwQtpL8KsncdpmXJXlmkhcDBwDHtdM/u13MYcAJwK3Anj3LviXJh5JcAhyS5OVJLk1yZZJ/b7eRdporkvwwySnDBUFJ45shTtJ4cRDwX1X1Y+CeJLsCRwDTgV2qamfgrPaZlmcD766qFwD7Ab8dtKxjgEuqahfgPGAbgCTb0zzp4yVVNQN4DPizdp71gcvaZV4M/HlVfa+d/31VNaOqfppkXWBf4JvAl2gCXa+Hqmov4H+AvwX2q6pdgfnAX7XTfKqqXlhVOwHrAq9e6b0mqbMMcZLGi8OAee3wvPb9fsBnq+pRgKq6B3gecEdVXdGWPTAwvsfewJnt+P8A7m3L9wV2A65IcnX7/vfacY/QBDOABcC0Yer5auB/q+o3wFeA1wzqOj27/bknTTfs/7XrmgNMbcf9fpLvJ7kW+ANgx2H3iqRxa2K/KyBJqyrJZjRhZqckBUwAiiZMDX62YIYoG8pQ0wQ4vaqOHmLc7+qJ5xg+xvDH18OAlyS5pX2/GfD7NC1vAL/uWdcFVbVUS12SdYCTgJlVdVuSY4F1lr85ksYbW+IkjQcHA2dU1dSqmlZVWwM3A1cCb0syESDJpsCPgK2SvLAt23BgfI+LabtJk7wS2KQtvxA4OMkWA8tLMpVlexDYsJ1+I2AvYJu2ntOAI3lylyrAZTRh7zntvOsleS5PBLa723PkDl7O+iWNU4Y4SePBYcBXB5V9BdiK5uKBa5L8AHhdVT1Cc17bv7RlF/DklqwPA3snuZLmStJbAarqeprz1L6V5Jp23i2XU7d5wPuSXAUcAny7qh7uGf914IAka/fOVFWLgMOBL7XrugzYrqruA/4VuBb4GnDFctYvaZzKE63/kiRJ6gpb4iRJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHWSIkyRJ6iBDnCRJUgf9f7kwvyOnPjUeAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['AccidentArea'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Area With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAADnCAYAAADYZiBGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAaBElEQVR4nO3deXwV5b3H8c+TnRBWIyAijCKiVUBAEZGyuLSW01qxlV5FiloX6nKlrdrRtvcGte143ZcrLtVKra0LKtQ71tKCUK3KhavgUgG3waIoe0gISc4y9485EQgk5CTnnGeW3/v1Oi/jyVm+0XzzzMyZ5xnlui5CiPAr0B1ACJEfUnYhIkLKLkRESNmFiAgpuxARIWUXIiKk7EJEhJRdiIiQsgsREVJ2ISJCyi5EREjZhYgIKbsQESFlFyIipOxCRISUXYiIkLILERFSdiEiQsouRERI2YWICCm7EBEhZRciIqTsQkSElF2IiJCyCxERUnYhIkLKLkREFOkOILLHMO0ioA/Qt4VbD7z/54W7/bPp6wKgFtjc7LYp/c8NwPvAR44VS+TthxJZo+TCjsFkmHYv4HhgGDAkfRtM7v+AJ4CPgfeAt4G3gJXAGseKyS+Tj0nZA8Iw7UHAN4BxeCXvrzfRXrYAS4BFwCLHiv1Tcx7RjJTdpwzTLgcmAqfjlXyg3kQZ+xxYjFf+BY4VW6s3jpCy+4hh2j2Bc4Az8EbwMr2Jsuo14A/Ak44V26g7TBRJ2TUzTLsA+BpwIV7JS/UmyrkEsBCv+M85VqxGc57IkLJrYpj2QOAC4PvAIZrj6LITmA/c6VixpbrDhJ2UPc8M0z4FuA44GVCa4/jJy8CtwPNyVD83pOx5Ypj2JODnwIm6s/jcauA24HeOFWvQHSZMpOw5ZJi2As4EfgaM1JsmcL4A7gbucqzYDt1hwkDKniOGaZ8FVOGd7CLabz3ef8eHHSuW1Jwl0KTsWWaY9lDgLmCC5ihh8x7wE8eK/Vl3kKCSsmeJYdo9gF8Cl+Cdby5ywwZmOlbsA91BgkbKngWGaU8Fbgd66c4SEY3Ar4GbZFJO20nZO8Aw7QHAb4BTdWeJqOXANMeKrdIdJAik7O1kmPZ3gYeA7pqjRF09YAJ3y+fzrZOyZ8gw7U54B+Au1p1F7GERcL5jxf6lO4hfSdkzYJj2EOAJ4Cu6s4h9qgYuc6zYH3QH8SMpexsZpn053umcYZqJFla3Adc6ViylO4ifSNn3wzDtYuBhYJruLCIjLwDnOFZsu+4gfiFlb4Vh2t2AZ/EmrYjgeQ84Qz6T98jqsi0wTLs/8A+k6EF2FLDUMG35f4iUfZ8M0x4BvA4crTuL6LCewF8M075IdxDdpOzNpKei/h04SHcWkTVFwIPpg6yRJWXfTfpEmT8BnXVnEVmngHsN0/533UF0kbKnGab9Tbx10WQSS7jdZZj2j3SH0EHKDhimfRowFyjWnUXkxe2GaV+jO0S+Rb7shml/FZhH+Fd1FXv6L8O0Td0h8inSn7Mbpj0K+BvQRXcWoc2ljhV7UHeIfIhs2dPnuS/Bu9ihiK4k8K0orIATybKnL4q4DP9dL03oUQuMd6zYG7qD5FLk9tkN0y7BOwVWii6aVADzDdPuoztILkWu7MBs4CTdIYTv9APmGaYd2gO1kSq7YdqX4l1TTYh9OQEI7cG6yOyzp4+8vwyU6M4ifG+6Y8V+pztEtkWi7OlLIa8guhdQFJmpAYY5Vuxj3UGyKSqb8XcjRRdt1wX4vWHaoTp1OvRlN0z728BU3TlE4IwBrtcdIptCvRmf3nx/Fwj1RyoiZxLA2LBcOz7sI/u9SNFF+xUBjxumXaE7SDaEtuyGaU8GztGdQwTeQGCW7hDZEMrNeMO0D8DbfO+tO4sIhTgwNOiXmQrryH4jUnSRPcXAHbpDdFToRnbDtAcD7+DtbwmRTWc4Vux53SHaK4wju4UUXeTG7emJVIEUqrIbpj0WOFN3DhFahwOBXb8uVGUHbtEdQITezw3TDuTxoNCUPb0M9GjdOUToVRDQ0T0UB+jS5zCvwtvMEiLXtgP9HStWrTtIJsIysp+FFF3kT1fgMt0hMhWWss/UHUBEzkzDtDvpDpGJwJc9vSjFGN05ROT0ImCrHu237EopQyn1TrP7qpRSV+/jsY8qpb6bzYBtMDPP7ydEk6sN0w7MOR1ZG9mVUnn/oQ3TPhg4O9/vK0SaQYB+/zpUdqXUYqXUr5RSS4Cr0nefqpR6WSm1Rin1zfTjjPR9b6RvY9L3T0i/xlyl1Cql1ONKKZVBhCuQs+WEXhfrDtBW2RjZu7uuO9513dvS/24A44EYcL9SqgzYAJzmuu4I4Ht4y0Q1GY63Kf4V4DDauMxz+uDIJVnIL0RHTDBM+zDdIdqiLWVv6YP4pvufbHb/U67rplzXfR/4CDgSb9bQQ0qpt4Gn8Yrd5H9d113num4Kb1FIo43ZvwX0bONjhcgVBVygO0RbtKXsm9n7emg9gU3pr3c0+17zPw4u3hlHXwDDgOPYcznnht2+TtL2zfJz2/g4IXJtmmHamex+arHfsruuWwusV0qdAqCU6gmcDrzSwlPOVkoVKKUG4m2Wrwa6AevTo/c0oEOrdhqm3QP4RkdeQ4gsGkAArjLU1n327wM/V0qtABYBs1zX/bCFx67Guzrqn4EZruvWA/cB05VSrwNHsPfWQKYmIxd7EP7i+y3NQJ4bb5i2DUzSnUOI3WwC+jhWLKk7SEsCdwadYdpdgVN15xCimUpglO4QrQlc2fE+0pNNeOFHp+kO0Joglv3rugMI0QIpe5aN0x1AiBaMNky7i+4QLQlU2Q3T7gccqjuHEC0oAiboDtGSoJ1XnpVRffuyedSuXAAKig80qJw0k/iWdWz+y3/jNtZT1K0Xld+6hoLS8r2em6qvZfOf76Zx0ycAVE66itKDj/ry+9VLn2Xb4kfod+XjFJZ3o37dP9my4D5UYTGVZ1xDcY++pOpr2Tj/ZnpNuYHMpgKIADgN8OVy05Ere6JmE9v/73n6/uA+CopL2TjPYsd7f6fmDZseEy+krP8Qat9awPalz9B93LS9nr9l4YOUHTaSAydfj5uM48Z3nQCY2L6ReudNCrse+OV925c9x4FnXkeiegM1b75Az5MvYturT9DtxClS9HDy7X57oDbjydb+eiqJm2jETSVxEw0UVvQkvmUdpYccA0CZMZy6Na/u/bSGOur/9S4VQ78GgCospqBs1zX/ti58iB4TL8A7XdqjCoq890o0oAqKiG9dT7JmM2X9h2TlRxG+c2T68mO+E5iR3TDtA4Gj9vvA/SjqUknXUZP5dPYFqKISyg4dTqdDR1BSOYCdHyylfNBo6la9QqJm017PTWz7nMLyrmx+4U4aN3xMaZ/D6XHKJRSUlFH3/lIKuxxASa89J0B1G302m1+8F1VcQmXsJ2x96WG6f/W8jv4Ywt+GAIt1h2guSCP7Cdl4kWR9LXXvL+XgGQ/T7/Lf4cYbqH33JQ6YdBU1b9isf/QqUo07UQV7/x10U0kaP/+QLsMn0feCu1HFpWx//WlS8XqqX3tynyUu6X0YB33/Nvqc82sS1Z9TWOFN1Ns4/2Y2PX8ryR1bs/FjCX8ZqjvAvgSp7B0e1QHqnRUUdetNYXk3VGER5UecSMOn71F8wCH0/t6NHHT+XXT+yniKeux9WfeiLpUUdqmktO9gAMoHn0TjFx+S2PY5ieov+OyRK1k3+0KSNZtY/+hMkrW7iuy6LtWvPkm3k85h2z/+QPex59L56Ils/z9fHssRHePLfbTAbMbjTaDpsKKuB9L42WpS8XpUUSn1a1dS0mcQyR3bKOzcHddNUf3qE3Q5du9JdYUVPSjqWkl88zqKD+hH/dqVFFf2p+RAg0OufPzLx62bfSEHTb+DwvJuX963452FdBp4HIVlFd5BPVUASu1xgE+Ehi9H9iCVfXA2XqS072DKB5/E+kdnogoKKOk9kC7DTqdmxQvUvGEDUH7EGDoP8Q6qJmo2s/nFu+l99iwAep46g03/cytuMkFR9z4cMGnmft8zFa+n9p2F9J5yIwBdjz+Tjc/9ClVYROUZ12bjxxL+crRh2sqxYr6aZRaYWW+GaX+Bt3yvEEEwyLFiH+gOsbtA7LMbpt0NKboIlmN0B2guEGUnS5vwQuTRwboDNBeUsmfl4JwQeeS7yzoHpex9dQcQIkO+2+0MStm76w4gRIZkZG+n7roDCJEhGdnbqdv+HyKEr8jI3k7ddQcQIkMysrdTd90BhMhQF79dzlnKLkTuSNnbwbeL+AnRCim7EBHhq7L7KkwrfHtJnaD7t8JFS28qeuSQAtwy3VnCppYyFz7XHeNLUvaIeyJ58gnvpfqvebrkhsYSlTB05wmTruxM6c6wu6Bsxsd1Bwizle7hR4xouL+nk+r9mu4sIeOrQSooZd+pO0DY1VLedULjHSf+NvH1Ja4rf1yzJKE7wO6CUvaOXs9dtNGsxPTxU+PXr0m4BZ/qzhJwO6iqbtQdYndBKXud7gBR8mrqmKOPb7iv0+duj+W6swTYRt0BmgtK2WW95TzbSteeoxvuHflscuxi1/XXvmdASNnb6V+6A0STUj+OXzbh0viP3kq6yne/vD7nu/9eUnaxXwtSxw8/qeGe1Fa3YoXuLAEiZW+nT3QHiLrP6dl7ZMP9QxYmhy92XYKxJLFeUvZ2kpHdB1IUFP4gfs2Eq+MzlqdcOY6yHxt0B2guKGWXkd1HnkmNO35C4x07at2yf+rO4mPv6w7QXCDK7lixjUC97hxil0/c3v2GNzx4+LLUEX/XncWnfPeHMBBlT5PR3WfiFJWc3Vg17ob4tFddl9r2vMaF83fS65Yajrlv19O37HQ57bEdDLqnltMe28HWnXsfIqhPuIx6qJZh99dy9H21/OdLe44F9yxtZPC93veu/av3vX98kmDo7FqOf6iWD7Z4p61vq3f5+u93kOUrIzUAH2bzBbMhSGV/R3cAsW+PJL8x5vRGa2O9W5zxpuv5xxbz4nnle9xnvdLAKYcW8f6VFZxyaBHWK3tf/LK0EBZN78zKGRWsuLQzL36Y4PV13tmpL32cYP7qOG/N6My7l1Vw9ZgSAG57rZFnpnTiVyeXMXuZd3LbjUsauH5sKUqpjH/uVqyhqtp35yYEqezLdAcQLVvt9j90eMODB7+X6v9KJs8bN6CInp32LNr81QmmDysGYPqwYuat3vsUc6UUFSXe8+IpiCeh6VVmL2/EHFtKaZF3T6/O3q95cSHsTEBd3KW4ED7ckuLTmhTjjaxP/vTdJjwEq+xy6qbP7aS0/BuN1ti7EpNfdt32H2P5ojbFQV28X82DuhSwYce+Z4omUy7H3l9Lr1tqOO2wIk7o55V2zeYUL69NcMJvahn/6A6WfeoNsteNLeWS5+u5c2kjV4wq4WeL6rlxYml7Y7ZGyt5By0E+3w2COxJnf3Vy4w1rG93Ctbl8n8ICxYoZFaz7cRf+97Mk72zwSp1IwdZ6eP0HnbnltDKmzK3DdV2O7VPI6xd15qXpnfloa4q+XQpwge/NreO8Z3fyRW3Wpp+/m60XyqbAlN2xYtvw4UEPsW8r3MMHj2h4oMfaVK/XM31u74oC1td4xVtfk/pyM7wl3csUEwYU8eIH3uZ+v66Ks44qQinFqIMLKVCwqW7XOOG6Ljf9vYFfjCtl1pIGZk0o5byhxdy9NGuT1P6RrRfKpsCUPU322wOklvKu4xvvHD0n8bWM5sifcUQRc1Z6D5+zMs63B++9T71xR4pt9V6Bd8Zd/vZxgiMrvV/nM48sZtHHXvHXbE7SmITK8l3HBeasjBMbVESPToq6OBQo71aXnVn8q6mq9s9aVLsJyrJUTZYB5+gOITLzn4nzxy9IHffOnGKrZ5FK7XGRznOeqWOxk2RTnUu/22uYNaEUc2wJU+bu5OE34/Tvpnj6bO9o/Wc1KS76Uz0vTC1nfa3L9Hl1JFOQcmHK0cV88wjvoN6Fw4u5cH49x9xXS0khzDmz05dH2+viLnNWxlmQ/gTgx6NL+M5TOykphD9+p1M2ftzF2XiRXFBZ/nwxpwzTHgUs1Z1DtE8Ptm95sdT8qLfadpzuLDl0DlXVT+gOsS9B24xfjg/PORZts5WuPU9o+O+RzyVPCvMc+cW6A7QkUGV3rFgKeEF3DtERSv0ofnlY58iv8ev+OgSs7Gn/ozuA6Ljd5siv1J0lixbpDtCaIJZ9AeCrhfxE+6TnyB8Tojnyz+kO0JrAld2xYjXAEt05RHY0zZG/JnHpspTLNt15OmAr8JLuEK0JXNnTZFM+ZOYmx4+a2Hh7bYDnyD9PVfV+P6lXSiWVUiuUUu8opZ5XSnXPVgClVKszD4Na9j/pDiCyb63bJ8hz5J9s4+N2uq57rOu6xwBbgMvb+gZKqQ6dFxPIsjtWzAEyml0lgqFpjvyN8fPaPUdeg014x5Iy9RpwMIBSarFS6rj015VKKSf99flKqaeVUs8DC5RSFUqphUqpN5RSbyulvt3WNwtk2dMe0R1A5M7DyUntniOvwVNUVWd0qSelVCFwCm3bSj0RmO667sl4KzZNdl13BDARuE21cTJ+kMv+FATmL79oh6Y58qtSh/h9K+7RDB7bSSm1AtgM9AT+2obn/NV13S3prxXwK6XUW8Df8LYMerfljQNbdseK7QD+qDuHyK2dlJaf3njz2HsSZ3ZojnwOLaWqOpMJWjtd1z0WGACUsGufPcGuPpY1e87u1zqcChwIjEy/zhf7ePw+BbbsabN1BxD5cVtiylfPapyV8zny7XBXe57kum418O/A1UqpYsABRqa//d1WntoN2OC6blwpNRHvj0abBLrsjhV7E8h4vrQIpjfdQYNHNDzQ45N2zJHPkc+Aue19suu6bwIrgX8DbgV+qJR6Fahs5WmPA8cppZbjjfKr2vp+gZr1ti+GaU8Ffq87h8ivG4p+u2Ra4V/HKEWxxhj/QVX1jRrfPyOBHtnTnkRWsImc/0hcMH5a/LpVCbfgM00RGoAHNL13uwS+7I4VSwA36c4h8u+V1JAhxzfcV/aF213HYqR/pKo6UNOtA1/2tMeAD3SHEPnXNEd+fnLMYtclaytG7kecAA4woSi7Y8WSQGD2nUS2KXVV/IoJM+IzV+ZpjvzDVFUHbtcxFGVPexwfXkxP5M9fUqPyMUe+Drghh6+fM6Epu4zuAnbNkX8pOWxJjubI301V9focvG7OhabsaX8A3tMdQuiVoqDwgvhPx1+buCTbc+S3Ajdn8fXyKlRlT4/ul+nOIfzh6eSEbM+Rv5mq6m1Zeq28C1XZARwrthjv6LwQrHX79BvR8MDA5R2fI78auDMLkbQJXdnTfoK3MIAQNFJc+t3GqnG/jE9t7xx5F7iYquq9rx0dIIE/XbYlhmlfDDyoO4fwlyPVJx/NK/lFqkzFD8/gaQ9QVT0jZ6HyJKwjO8Bv8OkF9oQ+q9z+hw1veLBvBnPkPwOuzWWmfAlt2R0r5gIz8OYJC/GlDOfIX0ZV9fa8BMux0G7GNzFM+2cE8NRGkR/D1furnyy5oaxEJfc1L3wuVdVn5z1UjoR2ZN/Nr2nb0j8iglqZI/8p8EMdmXIl9GVPXx/uPCCQZz2J3KulvOu4xjtHP5Y4tek68kngXKqqN+nOlk2h34xvYpj2BLwF+go1RxE+Nrbg7bfvKr73sQNmrbtFd5ZsC/3I3iR9sk0gJzCI/HklNeTTkQ0P3KY7Ry5EpuxpNwELdYcQvvUxcG561y90IrMZ38Qw7V54i1QeqjuL8JWdwBjHiq3QHSRXojay41ixDcAkvBlMQoB3LsaUMBcdIlh2AMeKrQImI9d5F9557xc5Viz0VwaOZNkBHCu2BJgGeVu3TPjTTx0rNkd3iHyIbNkBHCv2FBlcMleEzq2OFQvdR2wtiXTZARwrdj/wC905RN7NISQTXNoqckfjWyLn0EfKs8D30tcciIzIj+xNHCv2S+AKyMkihcI/HsY78h6pooOM7HsxTPs84LdAke4sIuv+y7FiP9UdQhcp+z4Ypn0G8BRQqjuLyJprHCt2q+4QOknZW2CY9kTgT0CF7iyiQ5LAxY4V+63uILpJ2VthmPaxwHOAoTeJaKcdwFTHis3XHcQP5ABdK9KnT44EXtQcRWRuFTBKir6LlH0/HCu2BYjhXVpKNoOC4UngeMeKZeviEKEgm/EZMEz7m3gXoOiuOYrYtzjwE8eK3aM7iB9J2TNkmPZA4BlgmO4sYg//wvv8vPlaciJNNuMz5FixD4FReGfbxTXHEZ5ngBFS9NbJyN4BhmkPxTsj6zjdWSJqA3C5Y8Xm6g4SBDKyd4Bjxd4CRgM/xVvpROTPY8BXpOhtJyN7lhimPQjvklPjdGcJudXADx0r9pLuIEEjI3uWOFbsfWACMBVYqzdNKG0DrgOGStHbR0b2HDBMuxS4Erge6KE5TtDVAnfhLTSxTXOWQJOy55Bh2t2BHwMzgS5awwRPPTAb+LVjxTbqDhMGUvY8MEz7AOBq4FJkpN+fBPAIcKNjxdbpDhMmUvY8Mky7HG+f/gpgqOY4fvMp8BDwkGPFPtMdJoyk7JoYpj0Or/STifZCGQvxNtfnR3H1mHySsmtmmPbBeJv35wIDNcfJl63A74DZjhVbrTtMVEjZfcQw7WHAd4CzgKM1x8m2dcB8YB6wWEbx/JOy+5Rh2oPxSv8dvDn1QfRPvMU/5jlWbLnuMFEnZQ8Aw7QrgTHp20l45+KXaQ21bx8ALwOvAEvSk4aET0jZA8gw7WJgBF7xRwNHAYPI3wKZCeAT4F1gefq2TD4P9zcpe0gYpl0ADMAr/QC8dfMGAL3xTuipSN+avi5p9hINQF2zWzXeqb8f73ZzgHWOFUvm8ucR2Sdlj6j01kEF3ihdJ+UNPym7EBEhs96EiAgpuxARIWUXIiKk7EJEhJRdiIiQsgsREVJ2ISJCyi5EREjZhYgIKbsQESFlFyIipOxCRISUXYiIkLILERFSdiEiQsouRERI2YWICCm7EBEhZRciIqTsQkSElF2IiJCyCxERUnYhIkLKLkRESNmFiAgpuxARIWUXIiL+HzqaL1AgQFTqAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['Urban', 'Rural']\n",
+    "plt.pie(vic['AccidentArea'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Accident Area Analysis\n",
+    "Most accidents occur in Urban areas (approximately 89.64%) and the remaining 10.36% occur in Rural areas."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Sex Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        Female\n",
+       "1          Male\n",
+       "2          Male\n",
+       "3          Male\n",
+       "4        Female\n",
+       "          ...  \n",
+       "15415      Male\n",
+       "15416      Male\n",
+       "15417      Male\n",
+       "15418    Female\n",
+       "15419      Male\n",
+       "Name: Sex, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Sex']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count     15420\n",
+       "unique        2\n",
+       "top        Male\n",
+       "freq      13000\n",
+       "Name: Sex, dtype: object"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Sex'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Female</td>\n",
+       "      <td>2420</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Male</td>\n",
+       "      <td>13000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Sex  NumberOfAccidents\n",
+       "0  Female               2420\n",
+       "1    Male              13000"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sex = pd.DataFrame(vic.groupby(['Sex']).size()).reset_index()\n",
+    "sex = sex.rename(columns={0: 'NumberOfAccidents'})\n",
+    "sex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['Sex'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Sex With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['Male', 'Female']\n",
+    "plt.pie(vic['Sex'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Sex Analysis\n",
+    "Most driver are men (approximately 84.31%) and the remaining 15.69% are women."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Marital Status Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0         Single\n",
+       "1         Single\n",
+       "2        Married\n",
+       "3        Married\n",
+       "4         Single\n",
+       "          ...   \n",
+       "15415    Married\n",
+       "15416    Married\n",
+       "15417     Single\n",
+       "15418    Married\n",
+       "15419     Single\n",
+       "Name: MaritalStatus, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['MaritalStatus']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count       15420\n",
+       "unique          4\n",
+       "top       Married\n",
+       "freq        10625\n",
+       "Name: MaritalStatus, dtype: object"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['MaritalStatus'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Divorced</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Married</td>\n",
+       "      <td>10625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Single</td>\n",
+       "      <td>4684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Widow</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  MaritalStatus  NumberOfAccidents\n",
+       "0      Divorced                 76\n",
+       "1       Married              10625\n",
+       "2        Single               4684\n",
+       "3         Widow                 35"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "marital = pd.DataFrame(vic.groupby(['MaritalStatus']).size()).reset_index()\n",
+    "marital = marital.rename(columns={0: 'NumberOfAccidents'})\n",
+    "marital"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MaritalStatus</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Married</td>\n",
+       "      <td>10625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Single</td>\n",
+       "      <td>4684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Divorced</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Widow</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  MaritalStatus  NumberOfAccidents\n",
+       "1       Married              10625\n",
+       "2        Single               4684\n",
+       "0      Divorced                 76\n",
+       "3         Widow                 35"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_marital = marital.sort_values(by=['NumberOfAccidents'], ascending=False)\n",
+    "sorted_marital"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['MaritalStatus'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each MaritalStatus With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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BJhhjIl1bXtez0XPQIYXHtMydjlNeTUmvAYivhPLNRtCyYOY629VNfonK4ftgWhoo6eeekJhYNo/SgcP59vErmX/PWZRsuiXJ+Lc4pT1wyqtY+MgliL8Ep7yKxs/fodf+ZyK+bhkttzcc3gVOFpGPgS+ALYE+ItJHRMqAHYAbReRuABHZUkTeF5EPROQP372IuP4sItNFZJqI/CTz83tF5LjM4+dF5KHM43NF5I/tfTMiEhaRK75vGxtzDrr6Uzc5xJky9T7/rQMacBqacZqbjNPaiK+l0TjJRpxEo3GSTTipJuNLNSOmOe2YZhzTakQSRkgYkaQRJ2lwUogvbfCRFp8vbYw/hfGnxGQe40tj/GmMz31M5mf4UhhfGvG7j/Gl4YGv5g6bkWjoe+sHoYm+NHLLsjnDvq5v6vXXd0KTnTQ4BmdRY0vZ9bPmDj9rwKbzblg8b/j5A/vNPm3CVSu/bGisuCo2b+gjW2/5daJmiHPyrM+22aV2bv3tiyctub+M3q+unF89skdly7LxN/gWJxP+4979W8t7r95eOqysLHVR302buurf1ohTSyS44e2MWSAiBjgOOAroCYwG7gLuBT4CHmP1AjJ3APcZYx4VkYvavNQJuMso7ozb+/hARN4C3gL2F5GXgcGsPi1gP+DJzrzHteX8dniBULQc6LL/aWq110ovf28rZ+E+XfmaaUg3ijQ0OE5TvSNN9Y7TXOs4rXWO01LrOMm446TqfE6q1nFMneOYekekQRxpdMTfJI6/2RH/l88sHrTk3ZV9d7hj24UpqJh995xeiZVJ/1bXrj4jec7dc6jetZrF4xZTPqScXnv3omZkDQDL/7uc5a8vxylzSLemcUodhv529aUOTbObmHvfXAafO5j5D86nYki5aVnQwtDRQ5or+5UlfSlSPkPSlybtS5Fy0qT8adK+NClfmpQvRdr93qR8KYw/s10m/NL+NGkxLL/ztk+Pas+/mYgkgDNxw+E23Huz3A38HtgVdy2Td4BjcMOjvzEmISJfAQMyz7+Ne9uGL4BzgBuAQcBXwE+A5zL7HgAsxj29ew9jzCciciVwCm4v/XljzO8zdV0DnAXMBZYAk40xt6zvfeT8r3gsEmwOhKJp7K98XVQ2Ib50qCzs8uXMHHCqjKmuSqWq+6c27jXe7p/gyMYUz300e8jgnsIWM+s5eXu/uSk2d1Xo7Pl53cCFk2tLKisk0TKtzrfss/rUPssbvhi4fY940/CSdHrk4NTKVnwvXBvbo9d2lSs2SabmtYqUJYTSr8cs2KJ8cJkp7VOSSsaTlUNu3lxmXjaT+iWtFc6Qjsx9f+8tVL7qwAulcecWdgSm434Y7wcOxv3Qf7fQ0QvAuYARkT2BObjnAN0NfAaMzWx3J1CXeTwI+BaYBvwSiOL2Rs4CZonIEcA2wB6ZNzReRA4AGoBTccPJD0wBJn/fm7DVxW8Gelhquyhd6R87XYSDbNeRzd5D/PQsg0MebUAAY+CC3UrlsQ9aqoCqC3cv5fht/Dz7WYItqqVkTtzQuxznyWHJEZ/MX8EZzzUhQEsKqpOGGQeZ/r3nzu8PMO7zBL9Z2cKbP/LRY/FCRpQYUlfOSG+aNNyZWLlo6PzGujqf01qb6enUOU6y1nHSccdJ1zti6hxHGhxHGh3xNYrjbxHxt4iUJoTSpEhFGirSUAE0duAtp3B7BV8bY1LAchER3KHE/W22Gwuchvuh3Q2Yj7sk3d64Q5HzcIcnfwbqgYnAy7gh82vcz+99wDPAM8aYxkw4HIEbGOAeZdkGqMbtRTQCiMj4Db0JW+HQiIZDFzLmBN/bW9quYn38jvDQ8RVc+koLKWO4eI9SRvTz8fac1V2RB4+r4MHjKgAYNa6JY4a5v5o79ffRq1xY1mgo98PYkyroXbHmX/gzdixhULXbET1thxImfJV0DtrCx/H9GEhra1edqt+RQ4xp3HmCfwCIyFAgCawA4m22ex/3s/ArYCfg5jbPjcP96z8ZqAF+gTtMacDtfRyJG0JTcE/QejuznwA3GWPahhCZw6sdmkPI+ZwDQCAUnQMMyXnDReqHzqQpfy29w5PrHObQy4TjG56RxD1XwRhTlXm8KfAE8L4x5vcichBwhTHmmMzzf8adZ9jEGHN05mfjgaeNMY+JyCjgeGPMj0XkEeAlY8wzme0mAhFjzLjMkRAf7sTkH4BDjTH1IjIYSACbAY8Ae7J6WHF/Xs05ZNRaarcohfxPttquwQNWdGDbisyhzBLcHsNjuBOT2YwFPgBGtfnZJcBDmYnFJbgTktmcCdwvItfjBsDJxphXRWQ74H13JEM98FNjzBQRGQt8DMxmdU9jvWz1HF4DDsl5w0WoHyuWTCq7qJcIJbZrKXL3EI7/0nYRuWTriMG3ltotOleVPPmpBkNOdKTnUBRshcN8S+0WGWOOc97z3PJlliy0XUCu2QqHuZbaLSrHOu9PLpGUTuzmxgzbBeSarXCYs+FN1IZc6R+btF2Dh3xqu4BcsxUOsyy1WzQGsHzREFniyRu8WrCUcHyJ7SJyzVY4fAHo4bdOuLrkic9F9CK2HPFcrwEshUMsEkwA616zq9pFSKeDziRP3r/REs/NN4Ddi5+mWWy7oJ3gvDPZL+nBtuvwEO055JiGw0a6rOTp3J+55m0aDjmm4bARBrNk4SCW7Wa7Do/RYUWOfWCx7YL125J/zBTRNThzaCnh+GLbRdhgLRxikeBi3AUtVDs5pFM/dD4YbrsOj5lquwBbbK/G9F/L7ReUU3xvfuiTtN5KMLde2fAmxcl2OLxluf2Ccqn/WR1O5F7UdgG22A4H7Tm00+ayaF5/VuiCLrn1DeG4Z4e+VsMhFgkuAL60WUOh+J3/8Vki1sPca162XYBN+fDL9qLtAvKdj1TyUGfKdrbr8CDPDikgP8LhOdsF5LvTfK9/6BPT33YdHtMEvGG7CJvyIRzeR1eG+l6/8j9XarsGD3qdcLzZdhE2WQ+HWCSYxr25h8piqCyY3Zf4rrbr8CBPDykgD8Ih43nbBeSr3/kf/0bk+2/FpLqFpycjIX/C4XXcJbhVG36SiYOcqSM2vKXqYlMIx2fbLsK2vAiHzPoOY2zXkW/O9P37Q0fMprbr8KB7bBeQD/IiHDIetF1Avvmlf1xH7gKrusYyMrex87q8CYdYJDgTPZ16lWEy95s+1O1iuw4PetDrRym+kzfhkPE32wXki2v9j8/RicicSwH32i4iX+RbODwDLLddhG2lJFr2dabvaLsODxpPOK63TcjIq3CIRYLN6GQQo3wTPnTE9LFdhwfdZbuAfJJX4ZBxB9BguwibRvvHV9muwYOmE457+nTpteVdOMQiwWV4eO5hO5n9VW+p39l2HR50t+0C8k3ehUPGLXj0pjfX+h+bZ7sGD1oJPG67iHyTl+EQiwTnA4/ariPXymht3suZob2G3LuFcNzTQ9ls8vl2an8Efgp45kSg83wvf+gI++Wireak4YCHG2hJQTINJ23n57qDy1neZPjJM43EVhoCvYSnTupB7wpp174AH3+b4sKXmmlOGvwO3BusYI/BPt6dk2R0tJkyP/zzxB5s3cdhZbPb1itn9EDE2lHb+cBtthrPZ2JM/t4fJRCKRoCrbNeRK1PLzptWI405OYRpjKEhAVWlQiJl2O/hBu74YTnPfZakT4UQ2q+MyDstrGgy3Hx4ebv23WszP0c81sCv9yrlqG1KePnLBH96t5U3R1VywthGbj6sjNhKwyuzktx6ZDmXT2jmuOF+DgxY/Rv1M8Lxh20WkK/ycljRxo145IKsHeXrL3MVDAAiQlWp+9c6kYZECgR4YWaSs3cuAeDsnUsYNzPZ7n3d56C2xX0cb4ZB1e4zJT5oSkJjwlDig6+Wp5lfl7YdDNPQa3rWK5+HFcQiwdpAKPp7PHDW2rUljy0Atsllm6m0YbcHGpi1PM1FI0vZczM/i+rTDKx2/2YMrHZY3JBu974Atx9ZzpGPN3LFv5tJG3jvZ5UAXL1fGT9/sZmKEnjsxxVc8Wozfzi4LDdvdP2uIBzP/gZV3vccAB6gyG9HVkFL40iZuUuu2/U5wscXVjHvsmr+tyDF9MWpTu9734cJ/nJkOXN/Xc1fjizn3PFNAOwywMfE8yp54+xKvl6RZlC1gwF+8kwjP32uiUX1Of+MPkc4/mquGy0keR8OsUgwBVxsu47udIH/xSki1Nhqv1e5cNAWfl6ZlaR/lcPCOveDurAuTb/K7/8VabsvwJiprZywnduLOHl7P/+bv2bgGGP441stXHtAGdf9t4XrDirjpzuVcOeknB65bgQuzWWDhSjvwwEgFgm+ThFf0n2u71+9c93mkoY0K5vdyeimhOE/3yTZtq/DccP8jJmaAGDM1ATHD1935Lm+fQEGVTv8d7YbCK9/k2KbTdb8FRszNUFwGz+9K4TGBDjifjUmuu2tZvNHwvG5OW2xAOX1nMNargCOAgbbLqQr7SpfzqyWppyv9rSw3nD2uEZSaUgbOGVECccMK2HvzXyc8kwTf/8oweY1wtMn9wBgQV2a88Y38/IZPda7L8Dfji3nV680k0xDuR8eOKZiVZuNCcOYqQle/an7mpftVcqJTzVR6oN/nlixbpHdYyZwa64aK2R5fShzbYFQ9FhgvO06utJzpf/31g+cWQfYrsMjWoH9CMf1Du/tUBDDiu/EIsEXgX/arqOrVNJUv6vM0pWlc+cqDYb2K6hwyPglUBTXH4z2j/9IhGrbdXjEOMLx220XUUgKLhxikeBy4DTcVXsK2jm+CX1t1+ARs4Gf2S6i0BRcOADEIsF3gN/brqMz9pDPPquUZr3/ZfdLAD8hHF9hu5BCU5DhkHEjBXzjkd+VPL7Udg0ecTXh+CTbRRSigjpasbZAKNobmAxsabuWjqiisXZa2Xk+ESpt11LkXiQcP852EYWqkHsOxCLBFcAxQNx2LR1xsf/5jzUYut0cYJTtIgpZQYcDQCwSnAGcgDu2LAhn+v7d33YNRa4OOJFw3PMrmXdGwYcDrDq9+jzbdbTHPs70T3tI63DbdRSxRiBIOP6h7UIKXVGEA0AsEnwUuM52HRtyjf8JnTXvPq3AjwnH37ZdSDEomnAAiEWCYeB+23WsT0/q49vL7N1s11GkkriHLPUy7C5SVOGQMZo8Xdr+Uv9zH4uQsyuMPCQNnE04Ps52IcWk6MIhFgka4ALg77ZrWdvpvteK6orSPOH+/w7H9c7YXazowgFWBcT5QN4sHHqAM/WTcklsbbuOInQZ4XjRrvVhU1GGA6wKiPNwl5mz7hr/E3W2ayhC1+jFVN2noM+QbK9AKPo74A+22u9F3YqPyi6oEPHOPTi6WQtwPuH4Y7YLKWZF23NoKxYJ/hE4G0snSl3uf/oTDYYu8y1wkAZD9/NEOMCq8yCOBmpz3fYpvjeH5LrNIjUFGEk4PtF2IV7gmXAAiEWC/wH2Bb7MVZuHOpM/LpPk0Fy1V8SeBvYnHC+KhX4KgafCASAWCU4HdgeezUV7V/v/2ZiLdoqYAcK4Jzjpv2UOeWJCcn0CoehlwM100yrcfYgvm1w2ulqE0u54fQ9oxD256RnbhXiR53oObcUiwduAg3DvtNzlrvQ/NV2DYaN9CuyrwWCPp8MBIBYJvgvsCDzata9szIm+t7fo2tf0hBQQAXYjHP/Yci2e5ulhxdoCoejRuCdNdfo05x86k6b8tfSOH3S+Kk/5HHcY8T/bhSjtOawhFgm+DIygC067vsr/ZEvnK/KMVtw1QXfVYMgf2nNYj0AoeghwO+6Qo0P6sWLJpLKLeolQ0uWFFZ83gdGE45/bLkStSXsO65FZXWpX4EJgSUf2/U3J2E81GDZoMXAW4fjBGgz5SXsO7RAIRWuA3wGXwIaOPhjzZdlZc0sktXkOSitEi4DbgHsJx+vbs4OIXAOcjjtZmca9JP984DZjzIyOFiAiAeAlY8wOHd3XSzQcOiAQim4BhIBzgLJs2xzjvD/57tK7dLWndc0H/gT8jXC8qb07icjeuGFykDGmRUT6AqXGmAUbW4iGQ/vosKIDYpHg7FgkOBoYijsfsc4Ze7/xP5nMdV157hvcodlQwvE7OxIMGQOBpcaYFgBjzFJjzAIReVNEdgcQkXoRuUFEporIRBHpn/n5VpnvPxCR60VknZ6KiPhE5M+ZbT4RkQs693aLh4bDRohFggtikeCvgQBwE7AMYADLFw2RJdprcH2Be9+IYYTj9xOOt27k67wKDBGRL0TkXhE5MMs2lcBEY8zOwFu4Qw6AO4A7jDEjgfX1NM4F4pltRgLni0hB3SSpu2g4dEIsElwSiwR/C2wGjLrc/9QrIt1zKnaBSAGvAacC2xGOjyEc71RPyhhTD+wG/Bx3YnisiIxaa7NW4KXM48m4oQ2wN+4FWwDrW0buCOAsEfkYmARsAmzTmZqLhZd/kbtMLBJsBsZAcAzhmj/hzkmcCXjh5jUGeB/4J/A04fiiLm/AmBTuIc83RWQa7tocbSXM6smzFB37vRbgYmPMhE4XWmQ0HLpaOD4DuJJwzdXAUbiz7Ifj/kUqJh8BTwJjCcdnd1cjIjIcSBtjvrvMfhdgNtCeycSJwInAWNzeTDYTgNEi8roxJiEiw4D5xpiGzlVe+DQcuovbnX4ReJFwjYN7zsThma99Wc/Rjjw3A3gKeJJwfGaO2qwC7hKRXrj3ppiFO8RozwVZlwKPi8jlQJTs91R9EHcYMkVEBHfo8qPOFl0M9FCmDeGaHsD+rA6LnewWlNVK4H+4f30nAZMIx5dZraiDRKQH0GSMMSJyKnCaMeZ423UVCg2HfBCu6Y8bFsNwJ8O++++mOaogBUxjdRBMBGYSjhf0L4eI7A/cjTuvsBL4mTFmltWiCoiGQz4L19TghsR3X8Nwz7GoxD1TsxR3eLL2fyXzCga3K72szdciYC7uLernZr6+2YjzD1SR03AoRuEaP25INBOOp2yXowqThoNSKis9CUoplZWGg1IqKw0HpVRWGg5Kqaw0HJRSWWk4KKWy0nBQSmWl4aCUykrDQSmVlYaDUiorDQelVFYaDkqprDQclFJZaTgopbLScFBKZaXhoJTKSsNBKZWVhoNSKisNB6VUVhoOSqmsNByUUllpOCilstJwUEplpeGglMpKw0EplZWGg1IqKw0HpVRW/w/dKjg9DP3A+QAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['Married', 'Single', 'Divorced', 'Widow']\n",
+    "plt.pie(vic['MaritalStatus'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Marital Status Analysis\n",
+    "Most of the claims are from people who are married (about 68.90 percent) and about 30.38 percent of the claims are from single people. The remaining percentage is from people who are either divorced or widowed."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Age Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        21\n",
+       "1        34\n",
+       "2        47\n",
+       "3        65\n",
+       "4        27\n",
+       "         ..\n",
+       "15415    35\n",
+       "15416    30\n",
+       "15417    24\n",
+       "15418    34\n",
+       "15419    21\n",
+       "Name: Age, Length: 15420, dtype: int64"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Age']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    15420.000000\n",
+       "mean        39.855707\n",
+       "std         13.492377\n",
+       "min          0.000000\n",
+       "25%         31.000000\n",
+       "50%         38.000000\n",
+       "75%         48.000000\n",
+       "max         80.000000\n",
+       "Name: Age, dtype: float64"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Age'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "sns.boxplot(x=vic['Age'])\n",
+    "plt.title('Number Of Accidents in different Age')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "sns.violinplot(x=vic['Age'])\n",
+    "plt.title('Distributoin Of Accidents in different Age')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "no_fraud = vic[vic['FraudFound_P'] == 0]\n",
+    "fraud = vic[vic['FraudFound_P'] == 1]\n",
+    "\n",
+    "labels = ['No Fraud', 'Fraud']\n",
+    "plt.figure(figsize=(10,7))\n",
+    "sns.histplot(x=no_fraud['Age'], color='green', bins=50)\n",
+    "sns.histplot(x=fraud['Age'], color='red', bins=50)\n",
+    "plt.title('Age distribution of fraud and no fraud')\n",
+    "plt.legend(labels)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "320"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic[vic['Age'] == 0].shape[0]"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Age Of Policy Holder Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        26 to 30\n",
+       "1        31 to 35\n",
+       "2        41 to 50\n",
+       "3        51 to 65\n",
+       "4        31 to 35\n",
+       "           ...   \n",
+       "15415    31 to 35\n",
+       "15416    31 to 35\n",
+       "15417    26 to 30\n",
+       "15418    31 to 35\n",
+       "15419    26 to 30\n",
+       "Name: AgeOfPolicyHolder, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AgeOfPolicyHolder']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count        15420\n",
+       "unique           9\n",
+       "top       31 to 35\n",
+       "freq          5593\n",
+       "Name: AgeOfPolicyHolder, dtype: object"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AgeOfPolicyHolder'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>AgeOfPolicyHolder</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>16 to 17</td>\n",
+       "      <td>320</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>18 to 20</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>21 to 25</td>\n",
+       "      <td>108</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>26 to 30</td>\n",
+       "      <td>613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>31 to 35</td>\n",
+       "      <td>5593</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>36 to 40</td>\n",
+       "      <td>4043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>41 to 50</td>\n",
+       "      <td>2828</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>51 to 65</td>\n",
+       "      <td>1392</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>over 65</td>\n",
+       "      <td>508</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  AgeOfPolicyHolder  NumberOfAccidents\n",
+       "0          16 to 17                320\n",
+       "1          18 to 20                 15\n",
+       "2          21 to 25                108\n",
+       "3          26 to 30                613\n",
+       "4          31 to 35               5593\n",
+       "5          36 to 40               4043\n",
+       "6          41 to 50               2828\n",
+       "7          51 to 65               1392\n",
+       "8           over 65                508"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "age = pd.DataFrame(vic.groupby(['AgeOfPolicyHolder']).size()).reset_index()\n",
+    "age = age.rename(columns={0: 'NumberOfAccidents'})\n",
+    "age"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['AgeOfPolicyHolder'], hue=vic['FraudFound_P'], order=['16 to 17', '18 to 20', '21 to 25', '26 to 30', '31 to 35', '36 to 40', '41 to 50', '51 to 65', 'over65'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each AgeOfPolicyHolder With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Age and Age Of Policy Holder Analysis\n",
+    "First, according to the descriptions of this feature(vic['Age'].describe()), we see that the average age of all people is almost equal to 39. Further, according to the box plot, we understand that the median age of people is almost equal to 38, and also according to the violin plot that displays the data distribution, we see that a large percentage of claimants are between 35 and 60 years old. The interesting thing to note is that the age of some people has been recorded as 0, which means that these samples are missing values, and these samples should either be deleted or corrected with average or median methods in the data preprocessing section.\n",
+    "\n",
+    "The top 4 age range of policy holders who claim is as follows:\n",
+    "1. 31 to 35 (Highest)\n",
+    "2. 36 to 40\n",
+    "3. 41 to 50\n",
+    "4. 51 to 65"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Fault Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        Policy Holder\n",
+       "1        Policy Holder\n",
+       "2        Policy Holder\n",
+       "3          Third Party\n",
+       "4          Third Party\n",
+       "             ...      \n",
+       "15415    Policy Holder\n",
+       "15416    Policy Holder\n",
+       "15417    Policy Holder\n",
+       "15418      Third Party\n",
+       "15419    Policy Holder\n",
+       "Name: Fault, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Fault']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count             15420\n",
+       "unique                2\n",
+       "top       Policy Holder\n",
+       "freq              11230\n",
+       "Name: Fault, dtype: object"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Fault'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Fault</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Policy Holder</td>\n",
+       "      <td>11230</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Third Party</td>\n",
+       "      <td>4190</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Fault  NumberOfAccidents\n",
+       "0  Policy Holder              11230\n",
+       "1    Third Party               4190"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fault = pd.DataFrame(vic.groupby(['Fault']).size()).reset_index()\n",
+    "fault = fault.rename(columns={0: 'NumberOfAccidents'})\n",
+    "fault"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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JTJkypd/VkCRJmq8kc70Dht2pkiRJHWSIkyRJ6iBDnCRJUgctc2PiJEnSyPrrX//KtGnTePTREb073zJl5ZVXZvz48aywwgrDXsYQJ0mSFsm0adNYY401mDBhAkn6XZ3OqSpmzZrFtGnT2HzzzYe9nN2pkiRpkTz66KOss846BriFlIR11llngVsyDXGSJGmRGeAWzcLsP0OcJElSBzkmTpIkjahtDj9zRNc39dgD5jtPEj74wQ/yhS98AYDjjjuOhx56iKOPPhqAk08+meOPPx6ANddck+OPP54ddtjhaes56KCDuOSSS1hrrbUAeOtb38p73/veEdqSxtFHH83qq6/Ohz70oUVajyFOkiR13korrcT3vvc9jjzySNZdd905pv3oRz/ia1/7GpdddhnrrrsuV111Fa997Wu58sor2XDDDZ+2rmOPPZa99957yPd54oknGDNmyYhPdqdKkqTOGzNmDIcccggnnHDC06Z97nOf49hjj50d7rbeemsOPPBAvvzlLw9r3bvssgsf/ehH2XnnnTnxxBO54IIL2G677dhqq63YbbfduOuuu4Cmhe24446bvdzzn/98br/9dgCOOeYYnvOc57Dbbrtx8803L+LWNgxxkiRpqXDooYdy9tlnc//9989Rfv3117PNNtvMUTZ58mSuv/76Iddz+OGHM2nSJCZNmsS1114LwH333ccll1zCYYcdxg477MAVV1zB1Vdfzf7778/nP//5edZr6tSpnHPOOVx99dV873vf49e//vUibOXfLBntgZIkSYtozTXX5IADDuCkk05ilVVWmee8VTXXM0KH6k7db7/9Zj+fNm0a++23HzNmzODxxx+f77XdfvnLX/K6172OVVddFYA999xzOJszX7bESZKkpcb73/9+Tj31VB5++OHZZVtssQVTp06dY76rrrqKLbbYYtjrXW211WY/f8973sO73/1urr32Wr72ta/Nvr7bmDFjeOqpp2bP13vdt8VxCRZDnCRJWmqsvfba7Lvvvpx66qmzyz784Q/zkY98hFmzZgFwzTXXcPrpp/Oud71rod7j/vvvZ9y4cQCcccYZs8snTJjAVVddBTQh8bbbbgNgp5124vvf/z6PPPIIDz74IBdccMFCve9gdqdKkqQRNZxLgixOhx12GF/60pdmv95zzz354x//yEtf+lKSsMYaa3DWWWex0UYbLdT6jz76aPbZZx/GjRvH9ttvPzusvf71r+fMM89k0qRJvPjFL+bZz3420JxIsd9++zFp0iQ222wzdtxxx0XfSCBVNSIr6orJkyfXlClTRu39RvpaORpd/T4QSVIX3HjjjTzvec/rdzU6b6j9mGRqVU0ean67UyVJkjrIECdJktRBhjhJkqQOMsRJkiR1kCFOkiSpgwxxkiRJHeR14iRJ0oi645MvGNH1bfrxa+c7z/LLL88LXvC39/3BD37AhAkTRrQeEyZMYMqUKay77rojut6FZYiTJEmdt8oqq3DNNdcMOa2qqCqWW27p6oBcbFuT5LQkdye5rqds7SQXJbml/Tm2Z9qRSW5NcnOS3XvKt0lybTvtpLQ3H0uyUpJvt+W/SjJhcW2LJEnqlttvv53nPe95vOtd72Lrrbfmzjvv5J3vfCeTJ09myy235Kijjpo974QJE7jnnnsAmDJlCrvssgsAs2bN4hWveAVbbbUV73jHO1jSbpCwOCPp6cAeg8qOAC6uqonAxe1rkmwB7A9s2S7zlSTLt8t8FTgEmNg+BtZ5MPDnqnoWcALwucW2JZIkaYn2yCOPMGnSJCZNmsTrXvc6AG6++WYOOOAArr76ajbbbDOOOeYYpkyZwm9+8xsuueQSfvOb38xznZ/4xCfYYYcduPrqq9lzzz254447RmNThm2xhbiquhS4d1DxXsDAnWLPAF7bU35OVT1WVbcBtwLbJtkIWLOqLq8m/p45aJmBdZ0H7DrQSidJkpYtA92p11xzDd///vcB2Gyzzdh+++1nz3Puueey9dZbs9VWW3H99ddzww03zHOdl156KW9605sAeNWrXsXYsWPnOf9oG+0xcRtU1QyAqpqRZP22fBxwRc9809qyv7bPB5cPLHNnu64nktwPrAPcs/iqL0mSumK11Vab/fy2227juOOO49e//jVjx47loIMO4tFHHwVgzJgxPPXUUwCzywYsye1DS8oIv6H2UM2jfF7LPH3lySFJpiSZMnPmzIWsoiRJ6qoHHniA1VZbjbXWWou77rqLCy+8cPa0CRMmMHXqVAC++93vzi7faaedOPvsswG48MIL+fOf/zy6lZ6P0W6JuyvJRm0r3EbA3W35NGCTnvnGA9Pb8vFDlPcuMy3JGGAtnt59C0BVnQycDDB58uQla1SiJElLmeFcEmS0vehFL2KrrbZiyy235JnPfCYve9nLZk876qijOPjgg/nMZz7DdtttN0f5G97wBrbeemt23nlnNt10035Ufa5GO8SdDxwI/Fv784c95d9McjywMc0JDFdW1ZNJHkyyPfAr4ADgi4PWdTmwN/CzWtJOG5EkSaPioYcemuP1hAkTuO666+YoO/3004dcdscdd+S3v/3t08rXWWcdfvrTn85+fcIJJyx6RUfQYgtxSb4F7AKsm2QacBRNeDs3ycHAHcA+AFV1fZJzgRuAJ4BDq+rJdlXvpDnTdRXgwvYBcCrwn0lupWmB239xbYskSdKSZrGFuKp6w1wm7TqX+Y8BjhmifArw/CHKH6UNgZIkScuaJeXEBkmS1GGOaFo0C7P/DHGSJGmRrLzyysyaNcsgt5CqilmzZrHyyisv0HLeO1WSJC2S8ePHM23aNLyM18JbeeWVGT9+/Pxn7GGIkyRJi2SFFVZg880373c1ljl2p0qSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHVQX0Jckg8kuT7JdUm+lWTlJGsnuSjJLe3PsT3zH5nk1iQ3J9m9p3ybJNe2005Kkn5sjyRJ0mgb9RCXZBzwXmByVT0fWB7YHzgCuLiqJgIXt69JskU7fUtgD+ArSZZvV/dV4BBgYvvYYxQ3RZIkqW/61Z06BlglyRhgVWA6sBdwRjv9DOC17fO9gHOq6rGqug24Fdg2yUbAmlV1eVUVcGbPMpIkSUu1UQ9xVfVH4DjgDmAGcH9V/RTYoKpmtPPMANZvFxkH3Nmzimlt2bj2+eBySZKkpV4/ulPH0rSubQ5sDKyW5E3zWmSIsppH+VDveUiSKUmmzJw5c0GrLEmStMTpR3fqbsBtVTWzqv4KfA94KXBX20VK+/Pudv5pwCY9y4+n6X6d1j4fXP40VXVyVU2uqsnrrbfeiG6MJElSP/QjxN0BbJ9k1fZs0l2BG4HzgQPbeQ4Eftg+Px/YP8lKSTanOYHhyrbL9cEk27frOaBnGUmSpKXamNF+w6r6VZLzgKuAJ4CrgZOB1YFzkxxME/T2aee/Psm5wA3t/IdW1ZPt6t4JnA6sAlzYPiRJkpZ6ox7iAKrqKOCoQcWP0bTKDTX/McAxQ5RPAZ4/4hWUJElawnnHBkmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSB/UlxCV5RpLzktyU5MYkL0mydpKLktzS/hzbM/+RSW5NcnOS3XvKt0lybTvtpCTpx/ZIkiSNtn61xJ0I/Liqngu8CLgROAK4uKomAhe3r0myBbA/sCWwB/CVJMu36/kqcAgwsX3sMZobIUmS1C+jHuKSrAnsBJwKUFWPV9V9wF7AGe1sZwCvbZ/vBZxTVY9V1W3ArcC2STYC1qyqy6uqgDN7lpEkSVqq9aMl7pnATOAbSa5OckqS1YANqmoGQPtz/Xb+ccCdPctPa8vGtc8Hlz9NkkOSTEkyZebMmSO7NZIkSX3QjxA3Btga+GpVbQU8TNt1OhdDjXOreZQ/vbDq5KqaXFWT11tvvQWtryRJ0hKnHyFuGjCtqn7Vvj6PJtTd1XaR0v68u2f+TXqWHw9Mb8vHD1EuSZK01Bv1EFdVfwLuTPKctmhX4AbgfODAtuxA4Ift8/OB/ZOslGRzmhMYrmy7XB9Msn17VuoBPctIkiQt1cb06X3fA5ydZEXg98BbaALluUkOBu4A9gGoquuTnEsT9J4ADq2qJ9v1vBM4HVgFuLB9SJIkLfX6EuKq6hpg8hCTdp3L/McAxwxRPgV4/ohWTpIkqQO8Y4MkSVIHGeIkSZI6yBAnSZLUQcMKcUkuHk6ZJEmSRsc8T2xIsjKwKrBue0P6gQvsrglsvJjrJkmSpLmY39mp7wDeTxPYpvK3EPcA8OXFVy1JkiTNyzxDXFWdCJyY5D1V9cVRqpMkSZLmY1jXiauqLyZ5KTChd5mqOnMx1UuSJEnzMKwQl+Q/gb8DrgEG7pZQgCFOkiSpD4Z7x4bJwBZVVYuzMpIkSRqe4V4n7jpgw8VZEUmSJA3fcFvi1gVuSHIl8NhAYVXtuVhqJUmSpHkabog7enFWQpIkSQtmuGenXrK4KyJJkqThG+7ZqQ/SnI0KsCKwAvBwVa25uComSZKkuRtuS9wava+TvBbYdnFUSJIkSfM33LNT51BVPwD+fmSrIkmSpOEabnfqP/a8XI7munFeM06SJKlPhnt26mt6nj8B3A7sNeK1kSRJ0rAMd0zcWxZ3RSRJkjR8wxoTl2R8ku8nuTvJXUm+m2T84q6cJEmShjbcExu+AZwPbAyMAy5oyyRJktQHww1x61XVN6rqifZxOrDeYqyXJEmS5mG4Ie6eJG9Ksnz7eBMwa3FWTJIkSXM33BD3VmBf4E/ADGBvwJMdJEmS+mS4lxj5FHBgVf0ZIMnawHE04U6SJEmjbLgtcS8cCHAAVXUvsNXiqZIkSZLmZ7ghbrkkYwdetC1xw23FkyRJ0ggbbhD7AvA/Sc6jud3WvsAxi61WkiRJmqfh3rHhzCRTaG56H+Afq+qGxVozSZIkzdWwu0Tb0GZwkyRJWgIMd0ycJEmSliCGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHXQmH5XQJK04LY5/Mx+V0GLYOqxB/S7CloK2BInSZLUQYY4SZKkDupbiEuyfJKrk/yofb12kouS3NL+HNsz75FJbk1yc5Lde8q3SXJtO+2kJOnHtkiSJI22frbEvQ+4sef1EcDFVTURuLh9TZItgP2BLYE9gK8kWb5d5qvAIcDE9rHH6FRdkiSpv/oS4pKMB14FnNJTvBdwRvv8DOC1PeXnVNVjVXUbcCuwbZKNgDWr6vKqKuDMnmUkSZKWav1qift34MPAUz1lG1TVDID25/pt+Tjgzp75prVl49rng8ufJskhSaYkmTJz5swR2QBJkqR+GvUQl+TVwN1VNXW4iwxRVvMof3ph1clVNbmqJq+33nrDfFtJkqQlVz+uE/cyYM8k/wCsDKyZ5CzgriQbVdWMtqv07nb+acAmPcuPB6a35eOHKJckSVrqjXpLXFUdWVXjq2oCzQkLP6uqNwHnAwe2sx0I/LB9fj6wf5KVkmxOcwLDlW2X64NJtm/PSj2gZxlJkqSl2pJ0x4Z/A85NcjBwB7APQFVdn+Rc4AbgCeDQqnqyXeadwOnAKsCF7UOSJGmp19cQV1W/AH7RPp8F7DqX+Y4BjhmifArw/MVXQ0mSpCWTd2yQJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4a9RCXZJMkP09yY5Lrk7yvLV87yUVJbml/ju1Z5sgktya5OcnuPeXbJLm2nXZSkoz29kiSJPVDP1ringAOq6rnAdsDhybZAjgCuLiqJgIXt69pp+0PbAnsAXwlyfLtur4KHAJMbB97jOaGSJIk9cuoh7iqmlFVV7XPHwRuBMYBewFntLOdAby2fb4XcE5VPVZVtwG3Atsm2QhYs6our6oCzuxZRpIkaanW1zFxSSYAWwG/AjaoqhnQBD1g/Xa2ccCdPYtNa8vGtc8Hlw/1PockmZJkysyZM0d0GyRJkvqhbyEuyerAd4H3V9UD85p1iLKaR/nTC6tOrqrJVTV5vfXWW/DKSpIkLWH6EuKSrEAT4M6uqu+1xXe1XaS0P+9uy6cBm/QsPh6Y3paPH6JckiRpqdePs1MDnArcWFXH90w6HziwfX4g8MOe8v2TrJRkc5oTGK5su1wfTLJ9u84DepaRJElaqo3pw3u+DHgzcG2Sa9qyjwL/Bpyb5GDgDmAfgKq6Psm5wA00Z7YeWlVPtsu9EzgdWAW4sH1IkiQt9UY9xFXVZQw9ng1g17kscwxwzBDlU4Dnj1ztJEmSusE7NkiSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHXQmH5XQFqS3fHJF/S7ClpIm3782n5XQZIWK1viJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA4yxEmSJHWQIU6SJKmDDHGSJEkdZIiTJEnqIEOcJElSBxniJEmSOsgQJ0mS1EGGOEmSpA7qfIhLskeSm5PcmuSIftdHkiRpNHQ6xCVZHvgy8EpgC+ANSbbob60kSZIWvzH9rsAi2ha4tap+D5DkHGAv4Ia+1kqSpHm445Mv6HcVtJA2/fi1/a7CbF0PceOAO3teTwO2GzxTkkOAQ9qXDyW5eRTqpqXAZrAucE+/66GFcFT6XQNprjy2dNjoH1s2m9uEroe4ofZkPa2g6mTg5MVfHS1tkkypqsn9roekpYvHFo2ETo+Jo2l526Tn9Xhgep/qIkmSNGq6HuJ+DUxMsnmSFYH9gfP7XCdJkqTFrtPdqVX1RJJ3Az8BlgdOq6rr+1wtLV3shpe0OHhs0SJL1dOGkEmSJGkJ1/XuVEmSpGWSIU6SJKmDDHHSKEnihcskjZgk/g9fxvkBkEbP+H5XQFL3Jdk2yUpV9VS/66L+MsRJoyDJLsB3kmxki5ykRXQwcBjYwr+sM8RJi1mSZwPvB95XVTPw707SAhgiqP0EGAtQXmJimeY/E2kxSrICsAPwQmBXgKp60m/PkuZn4DhRVZXkJUl2bSf9BNgpyVv7VzstCQxx0ggbOPAmGQusUFWnAZ8CnpVkX5h9UDbISRpSkpWBce3zDYG1gZOSfAzYAzic9sbonuCw7Or0HRukJVEb0PYC3gP8NcklwLfayS9PsmJVnWU3iKR52Ap4SRvm3lJVE5PcBkwADgU2BDZN8q2quqmP9VQfeccGaYQleTFwAjAQ5PYCtgHWAvYFtgc+2o6Pk6QhJTkbeDXw8ao6cdC0XYG9gRVoQt3jfjFc9tgEKy2iJOsnOTbJim3RqsCpwCuB3YHXt5cCWB04BfhXA5ykeUmyDXADcC6wUZK/b1vlAKiqi4HjgSeq6jED3LLJECcturWB9YAvtEHuQeAg4J+Bfavq90n+AfhPYK2qmta3mkpa4iV5JvAvwBlV9XbgCeAfgS2S7JrkHe2szwF2S7Jen6qqPjPESYuoHY9yNs0g46Or6irgZzRhbmJ7MsPngeOq6t7+1VTSkiyNzYAzaYLbg+2kTwL3AW9vpw205N8C7F5VM0e5qlpCOCZOWkRJXk0z9m0aMBG4sqo+lOQDNIOQ1wbOqqqfJIndHpLmpW1pOxD4GHBZVT2eZHlgU2BMVd2SZPmqerKvFVXfGeKkBZRkTWClqprZjlH5Ic3A418lmQS8G5gOfKK9JtzKVfVoH6ssaQk18MUuyUtovgReUVW/TfJ2YB/g023Z40Mt14cqawlid6q0AJKsBnwO2DfJ+sDjwGo0Y+IAbgSupDkL9YvtteD+2o+6SlrytQFuT+BrwPNojhvvqKqv01ya6LPAS4dabnRrqiWR14mTFkBVPZzkv4DXAI8CpwEnAe9NMquqLk9yM3A+TRdqAXZ5SJqt/QI4HrieZiztm2nOZp9M8wXwxW136VeSjAH+0rfKaolmiJOGKclyVfVUVX03yRPAfkCAn9NcVuScJOcA+wMHVdVv+lhdSUugJM+laWH7C/BHmpOijqa5O8NRNLfney3NF8OVquqE/tRUXWB3qjQM7fiTp5JMSLIqTUvbF4G/B3YGzqO5BMClwBuq6uf9q62kJVGSicAFwJFV9TLgD8AbgZuATYDLq+p24BrgauDH/ampusKWOGk+BlrgkryS5hvzLTTj4D5Ec2eG9wKrAN+qqql9q6ikJVY7Pna79uX9AFV1eJKfARvQhLYz2/ug/j3wrqq6sS+VVWcY4qS5SLJKVT3SBri/A74AvI3mUiKvpLmS+qtoukMOpDlL1evASXqa9gSGC2iGYPxLks/QtL4tBzxaVdOTTKY5tnyrqi7tY3XVEV5iRBpCkrVpWtiuqKofJ9kQOKGq3tAzz7HAzVV1SpINququftVX0pKr95puSdaiGfP2PuAZwAur6qEkKw6+jIg0P46Jk4a2Mk0X6U5JXk7TwrZFkqN65rmPZjAywN2jWz1JS7r2vspj2utFLg9QVfcD3we+DPye5rIiGOC0MAxx0hCqajrNRTYfpbkP6t/RXFZkzyRfTrIPzaUAftnOb5O2pNna+yh/GDhtiCD3AM3JUGcAx7b3VpYWmCFOaiXZJMnHB15X1YPAy2muov5WYH1gd5qL925Fc4bZz/pRV0lLvCeB/wAeoQlqyw/RIncBTZCzJV8LxTFxUivJ5jTdHOdV1aeTfJ/mDgz/BhwKrAN8p6p+1bOMt76RNIeeM9p3obn00E7AfwFHVNUTg8bIeQ9ULTRb4qRWVd0GvB7YLcndwHVV9dG26+NbNF2r+yVZt2cZA5ykObQBbjvgTJprSn4dWBP49yFa5AxwWmi2xEmDJHkW8J/Aj6vqEz3lm9Dc+P7WvlVO0hKr52b2Y2nud7pjVR2RZGWaExg+T9O6/8GqeqKfddXSwZY4aZA2pL0Z2CXJZ3vK7zTASRpK24Va7dns/0Lz//WNSbarqker6mrgNmBT4Dn9rKuWHoY4LfPaW2lt3FvWhrW3Abu214OTpKdpz0Id6EKdTHMbvh9V1QXAZ4BPJtk9ydY0F/c9vKqu71+NtTTxjg1aZrW3wVmDpovjNGB674kKVfW7JG+kOaFBkubQXgR8ryRnAw8DnwWeCfygneWbNGenfhx4CDi5qm7pQ1W1lHJMnJZ5Sd5GcxPqfarqnn7XR1I3tC34a9Jc+Hs5YBbNGe7Tq+ptPfOtSnMe1COe0a6RZHeqlklJJiZ5cXum2CnANTQ3oaa9AbUkzVUbxqbT3HXh08DhwFjgdcDEJF8dmLeq/lJVj7TPDXAaMf6z0jKj7T4lyWrAu2nGvH2vvT7cRu1rquqpvlVS0hIvyQrtSQxj2ttlfQpYkeZ+qGOBVwAvTnJKP+uppZ/dqVom9Jz6/xpgS+BUmvuhHk3zZWbrtnzfqrqibxWVtMRKsgEwsz2J4VU0t+T7MfBTmutIfgq4h+a+qH8GJnk80eJkS5yWCW2A25XmIDu1qmZW1ZNV9a/AF9ry/wW27Wc9JS2ZkjwfuBb4fnum6QeAqcCLgffSnAD1MZozUD8APGWA0+JmS5yWWknWAzasqmvb158GbquqU5OsQHNvQ2D25QEmAqcDr6mqe/tRZ0lLniTPpjnT9Gya67y9AvhUVZ2T5EXAa4C1gG8AM4ENquq6ftVXyw5b4rRUam9psw/wSHtmGMDqwLPa50+1Y99eSDOGBWBDmgOxV1KXBECS5wD/D7ioqk4A/hX4HXAkQFX9L80lRR4D3gH8xQCn0WJLnJY6SdYH1miv87Yh8EGaexj+BfgJcGxVnZzkpW353lV1TZItgUer6nd9q7ykJUaSLYAzaC4h8jPgl1V1WXsbrdOAVYHXtcM1XgA84l1dNJoMcVqqtN2khwLbAMcCdwEfAR6nOeiuBHwHuAKYBPxLVf3fvlRW0hIrySo0LXCnAD8CDqM5flzQBrlVga8AGwO7e+kQ9YMhTkuddgDyP9BcOf1Y4EGaU/9XAL5KM2ZlDWC1qrp14NIjHoQl9UqyYVX9qX3+HJqLgq9IE+T+uw1ypwBfqKqpfayqllGGOC012htQP9U+fw6wLzCO5uzTB2ha6J4BfNOzxiQN18CxpT356c3A8sBPq+qS3uOONNo8sUFLhfY6cE8leW578d67aa7VNI2mG2QNmq6Ph2mu3yRJwzIQ0tr7np5Jc9/xVyUZa4BTP9kSp87r+Za8B/DvwOXATsDewAzgYGAicAzwh/YK65K0UNoWuYFQJ/WNLXHqrJ5LhyyXZA3gE8AhVfUW4HPAt2kuGXIazSUBVjLASVpUVXWLAU5LgjH9roC0MJI8Fzg+yR+A39JchPPXwF3tTe1PTrIRcHhVvS3JCVX1UD/rLEnSSLIlTp3TXrvpFOB7wFU0F/A9ANgA2KeqBu7E8L8014bDACdJWtrYEqdOSbIicAFwfVWdkmQ54Aia0/4PBc5vL/B7L7Anzb0MJUla6tgSp05px7TtD2yf5F3tmWEPAxOr6m7g9TTdqrOA91fVjwauAydJ0tLEs1PVSUkmAxcBlwBrAm+pqj/0t1aSJI0eW+LUSVU1BXg5sDPw86r6Q5IxbfeqJElLPcfEqbPam9bvBlyY5KGqOqHfdZIkabTYnarOS7Id8F/AlsA0r6AuSVoWGOK0VEiyZlU90O96SJI0Whw/pKXFg9DcQ7XfFZEkaTTYEidJktRBtsRJkiR1kCFOkiSpgwxxkiRJHWSIk6S5SPJkkmt6HhMWYh2nJ9m7ff7+JKuOeEUlLZO82K8kzd0jVTVpBNf3fuAs4C8juE5Jyyhb4iRpmJKsnuTiJFcluTbJXm35hCTX9cz3oSRHD1r2vcDGwM+T/HxUKy5pqWRLnCTN3SpJrmmf3wbsA7yuqh5Isi5wRZLzh7OiqjopyQeBl1fVPYunupKWJYY4SZq7ObpTk6wAfCbJTsBTwDhggz7VTdIyzhAnScP3RmA9YJuq+muS24GVgSeYc3jKyn2om6RljGPiJGn41gLubgPcy4HN2vK7gPWTrJNkJeDVc1n+QWCNUainpGWALXGSNHxnAxckmQJcA9wE0Ia6TwK/ohk7d9Nclj8ZuDDJjKp6+SjUV9JSzHunSpIkdZDdqZIkSR1kiJMkSeogQ5wkSVIHGeIkSZI6yBAnSZLUQYY4SZKkDjLESZIkddD/B4mfzQzQh8DsAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['Fault'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Fault With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['Policy Holder', 'Third Party']\n",
+    "plt.pie(vic['Fault'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Fault Analysis\n",
+    "About 72.38% of the injured are insurance policy holders. The remaining 27.17% are third party people. But according to the histogram, we see that very few of the third-party samples were fraudulent"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Vehicle Category Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        Sport\n",
+       "1        Sport\n",
+       "2        Sport\n",
+       "3        Sport\n",
+       "4        Sport\n",
+       "         ...  \n",
+       "15415    Sedan\n",
+       "15416    Sport\n",
+       "15417    Sedan\n",
+       "15418    Sedan\n",
+       "15419    Sedan\n",
+       "Name: VehicleCategory, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['VehicleCategory']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count     15420\n",
+       "unique        3\n",
+       "top       Sedan\n",
+       "freq       9671\n",
+       "Name: VehicleCategory, dtype: object"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['VehicleCategory'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>VehicleCategory</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Sedan</td>\n",
+       "      <td>9671</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Sport</td>\n",
+       "      <td>5358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Utility</td>\n",
+       "      <td>391</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  VehicleCategory  NumberOfAccidents\n",
+       "0           Sedan               9671\n",
+       "1           Sport               5358\n",
+       "2         Utility                391"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vehicle = pd.DataFrame(vic.groupby(['VehicleCategory']).size()).reset_index()\n",
+    "vehicle = vehicle.rename(columns={0: 'NumberOfAccidents'})\n",
+    "vehicle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['VehicleCategory'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Vehicle Category With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['Sedan', 'Sport', 'Utility']\n",
+    "plt.pie(vic['VehicleCategory'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Policy Type Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0         Sport - Liability\n",
+       "1         Sport - Collision\n",
+       "2         Sport - Collision\n",
+       "3         Sedan - Liability\n",
+       "4         Sport - Collision\n",
+       "                ...        \n",
+       "15415     Sedan - Collision\n",
+       "15416     Sedan - Liability\n",
+       "15417     Sedan - Collision\n",
+       "15418    Sedan - All Perils\n",
+       "15419     Sedan - Collision\n",
+       "Name: PolicyType, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['PolicyType']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count                 15420\n",
+       "unique                    9\n",
+       "top       Sedan - Collision\n",
+       "freq                   5584\n",
+       "Name: PolicyType, dtype: object"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['PolicyType'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>PolicyType</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Sedan - All Perils</td>\n",
+       "      <td>4087</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Sedan - Collision</td>\n",
+       "      <td>5584</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Sedan - Liability</td>\n",
+       "      <td>4987</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sport - All Perils</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Sport - Collision</td>\n",
+       "      <td>348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Sport - Liability</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Utility - All Perils</td>\n",
+       "      <td>340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Utility - Collision</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Utility - Liability</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             PolicyType  NumberOfAccidents\n",
+       "0    Sedan - All Perils               4087\n",
+       "1     Sedan - Collision               5584\n",
+       "2     Sedan - Liability               4987\n",
+       "3    Sport - All Perils                 22\n",
+       "4     Sport - Collision                348\n",
+       "5     Sport - Liability                  1\n",
+       "6  Utility - All Perils                340\n",
+       "7   Utility - Collision                 30\n",
+       "8   Utility - Liability                 21"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "policy_type = pd.DataFrame(vic.groupby(['PolicyType']).size()).reset_index()\n",
+    "policy_type = policy_type.rename(columns={0: 'NumberOfAccidents'})\n",
+    "policy_type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['PolicyType'], hue=vic['FraudFound_P'], order=['Sedan - All Perils', 'Sedan - Collision', 'Sedan - Liability',\n",
+    "                                                                   'Sport - All Perils', 'Sport - Collision', 'Sport - Liability',\n",
+    "                                                                   'Utility - All Perils', 'Utility - Collision', 'Utility - Liability'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Policy Type With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Vehicle Price Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        more than 69000\n",
+       "1        more than 69000\n",
+       "2        more than 69000\n",
+       "3         20000 to 29000\n",
+       "4        more than 69000\n",
+       "              ...       \n",
+       "15415     20000 to 29000\n",
+       "15416     30000 to 39000\n",
+       "15417     20000 to 29000\n",
+       "15418     20000 to 29000\n",
+       "15419     20000 to 29000\n",
+       "Name: VehiclePrice, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['VehiclePrice']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count              15420\n",
+       "unique                 6\n",
+       "top       20000 to 29000\n",
+       "freq                8079\n",
+       "Name: VehiclePrice, dtype: object"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['VehiclePrice'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>VehiclePrice</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20000 to 29000</td>\n",
+       "      <td>8079</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>30000 to 39000</td>\n",
+       "      <td>3533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>40000 to 59000</td>\n",
+       "      <td>461</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>60000 to 69000</td>\n",
+       "      <td>87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>less than 20000</td>\n",
+       "      <td>1096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>more than 69000</td>\n",
+       "      <td>2164</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      VehiclePrice  NumberOfAccidents\n",
+       "0   20000 to 29000               8079\n",
+       "1   30000 to 39000               3533\n",
+       "2   40000 to 59000                461\n",
+       "3   60000 to 69000                 87\n",
+       "4  less than 20000               1096\n",
+       "5  more than 69000               2164"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "price = pd.DataFrame(vic.groupby(['VehiclePrice']).size()).reset_index()\n",
+    "price = price.rename(columns={0: 'NumberOfAccidents'})\n",
+    "price"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['VehiclePrice'], hue=vic['FraudFound_P'], order=['less than 20000', '20000 to 29000', '30000 to 39000',\n",
+    "                                                                     '40000 to 59000', '60000 to 69000', 'more than 69000'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each VehiclePrice With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Age of Vehicle Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0            3 years\n",
+       "1            6 years\n",
+       "2            7 years\n",
+       "3        more than 7\n",
+       "4            5 years\n",
+       "            ...     \n",
+       "15415        6 years\n",
+       "15416        6 years\n",
+       "15417        5 years\n",
+       "15418        2 years\n",
+       "15419        5 years\n",
+       "Name: AgeOfVehicle, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AgeOfVehicle']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count       15420\n",
+       "unique          8\n",
+       "top       7 years\n",
+       "freq         5807\n",
+       "Name: AgeOfVehicle, dtype: object"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AgeOfVehicle'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>AgeOfVehicle</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2 years</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3 years</td>\n",
+       "      <td>152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4 years</td>\n",
+       "      <td>229</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5 years</td>\n",
+       "      <td>1357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6 years</td>\n",
+       "      <td>3448</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>7 years</td>\n",
+       "      <td>5807</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>more than 7</td>\n",
+       "      <td>3981</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>new</td>\n",
+       "      <td>373</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  AgeOfVehicle  NumberOfAccidents\n",
+       "0      2 years                 73\n",
+       "1      3 years                152\n",
+       "2      4 years                229\n",
+       "3      5 years               1357\n",
+       "4      6 years               3448\n",
+       "5      7 years               5807\n",
+       "6  more than 7               3981\n",
+       "7          new                373"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "veh_age = pd.DataFrame(vic.groupby(['AgeOfVehicle']).size()).reset_index()\n",
+    "veh_age = veh_age.rename(columns={0: 'NumberOfAccidents'})\n",
+    "veh_age"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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BIDMfoozJmE75dXYnpQdowKfGyMzvUI6y+zdKL8l1lPEuL6i/BBerfhC8hDJY9c7G32zKrrADM/NyyiDnz1B6hi7iqV+Sb6KMy7iBMlD88C51fBx4NWU8xl8pY4fOakyfRWnzz9XpN9d5B/L4b6B8YP6p7g55OmVA7bVRjkQ8CZiemY8OZH0DlZlnU56rM+ruid8DfUeY/YQSYP9A2fXwKAvvjvg05QP1AsoX3Ncoz9nS2IfSIzaz+bzVdY2jDDQ/nxKsfkFp00vrso/V/x+s5ZfVx/AzyjgbMvMxyljO2yk9dQ/Wev97Zp6wuIrVHxAzKa+RmY3yZX6eO9b/BOVLdnPKLvo5lNdU53zL8v66iNIT2zxp7q9q2eJ2e54E7BflaMOTB/xgGtWlHMxwb63rS4FXNHr1FufrlGB9MXAL5fV2aGP6RZQv/776X0LpkRms04y8nzJM4iFKGP9Ox/TFfZ5+hfJ++S1wJY3PhU6ZeR3lKPdLKcH4WcD/LUU9X085kOU+yufxzMXPvtC2H6SMVWvuil5Suy+r4ygHvjxAOVirs00Oo7z+76d8l/xvo57nU3r/fk55f/18EOozYvUdRSJJI0LtSfo95SjL5f3VL0mtZo+apNaLiH3rrp51KL1JPzCkSRoLDGqSRoJ3UMb0/JEyTq/rQHpJGm3c9SlJktRS9qhJkiS1lEFNkiSppUbtFe7XX3/9nDJlSq+rIUmStESzZ8++NzMndpaP2qA2ZcoUZs2a1etqSJIkLVFEdL1Ulrs+JUmSWsqgJkmS1FIGNUmSpJYatWPUJEnS4PnHP/7BnDlzePTRQb3k8JgzYcIEJk+ezIorrjig+Q1qkiRpiebMmcMaa6zBlClTiIheV2dEykzmzZvHnDlz2GyzzQa0jLs+JUnSEj366KOst956hrTlEBGst956S9UraVCTJEkDYkhbfkvbhgY1SZI0IkQERxxxxIL7J554Iscee+yC+6eccgpbbbUVW221FTvvvDOXXHJJ1/UcdNBBbLbZZkydOpWpU6dy8sknD3pdjz32WE488cTlXo9j1CRJ0lLb6ciZg7q+2SfMWOI8K6+8MmeddRZHH30066+//kLTzjvvPL785S9zySWXsP7663PllVeyzz77cPnll/O0pz1tkXWdcMIJ7Lfffl23M3/+fMaPb0dEskdNkiSNCOPHj+fggw/mM5/5zCLTPvWpT3HCCScsCHA77rgjBx54IJ///OcHtO7dd9+dD33oQ7zoRS/ipJNO4gc/+AHPfe5z2WGHHdhjjz246667gEV7yrbbbjtuvfVWAI4//ni23HJL9thjD2688cblfLSFQU2SJI0YhxxyCKeffjoPPPDAQuXXXnstO+2000Jl06ZN49prr+26niOPPHLBrs9rrrkGgPvvv5+LLrqII444gl133ZXLLruMq666iunTp/Nf//Vfi63X7NmzOeOMM7jqqqs466yzuOKKK5bjUT6lHf16kiRJA7DmmmsyY8YMTj75ZFZZZZXFzpuZ/Q7e77br84ADDlhwe86cORxwwAHMnTuXxx9/fImn0/jVr37Fvvvuy6qrrgrAXnvtNZCHs0T2qEmSpBHl8MMP52tf+xp/+9vfFpRts802zJ49e6H5rrzySrbZZpsBr3e11VZbcPvQQw/lPe95D9dccw1f/vKXF5xSY/z48Tz55JML5mueamMojoo1qEmSpBFl3XXX5bWvfS1f+9rXFpR94AMf4IMf/CDz5s0D4Oqrr+bUU0/l3e9+9zJt44EHHmDSpEkAnHbaaQvKp0yZwpVXXgmUIHjLLbcAsNtuu3H22WfzyCOP8NBDD/GDH/xgmbbbyV2fkiRpxDniiCP43Oc+t+D+XnvtxV/+8hee//znExGsscYafPOb32SjjTZapvUfe+yx7L///kyaNIlddtllQSB7zWtew8yZM5k6dSrPec5zeOYznwmUgxcOOOAApk6dyqabbsoLX/jC5X+QQGTmoKyobaZNm5azZs3qdTUkSRoVrr/+erbeeuteV2NU6NaWETE7M6d1zmuPmiRJw2ywz0G2JAM5R5nayTFqkiRJLWVQkyRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkjQijBs3bsH1OadOnbrgYuiDacqUKdx7772Dvt5l5ek5JEnSUrvto88a1PVt8pFrljjPKquswtVXX911WmaSmaywwujqgxpdj0aSJI0Zt956K1tvvTXvfve72XHHHbn99tt517vexbRp09h222055phjFszb7CmbNWsWu+++OwDz5s3jZS97GTvssAPveMc7aNuFAAxqkiRpRHjkkUcW7Pbcd999AbjxxhuZMWMGV111FZtuuinHH388s2bN4ne/+x0XXXQRv/vd7xa7zuOOO45dd92Vq666ir322ovbbrttOB7KgLnrU5IkjQiduz5vvfVWNt10U3bZZZcFZWeeeSannHIK8+fPZ+7cuVx33XU8+9nP7nedF198MWeddRYAr3jFK1hnnXWGrP7LwqAmSZJGrNVWW23B7VtuuYUTTzyRK664gnXWWYeDDjqIRx99FIDx48fz5JNPAiwo6xMRw1fhpeSuT0mSNCo8+OCDrLbaaqy11lrcddddnH/++QumTZkyhdmzZwPw/e9/f0H5brvtxumnnw7A+eefz1//+tfhrfQSGNQkSdKosP3227PDDjuw7bbb8pa3vIUXvOAFC6Ydc8wxHHbYYbzwhS9k3LhxC5VffPHF7LjjjlxwwQVssskmvah6v6JtRzcMlmnTpuWsWbN6XQ1Jkhax05Ezh3V7s0+YsdzruP7669l6660HoTbq1pYRMTszp3XOa4+aJElSSxnUJEmSWsqgJkmS1FIGNUmSNCCjdVz7cFraNjSoSZKkJZowYQLz5s0zrC2HzGTevHlMmDBhwMt4wltJkrREkydPZs6cOdxzzz29rsqINmHCBCZPnjzg+Q1qkiRpiVZccUU222yzXldjzHHXpyRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppYY0qEXErRFxTURcHRGzatm6EfHTiLip/l+nMf/REXFzRNwYES9vlO9U13NzRJwcETGU9ZYkSWqD4ehR++fMnJqZ0+r9o4ALM3ML4MJ6n4jYBpgObAvsCXwhIsbVZb4IHAxsUf/2HIZ6S5Ik9VQvdn3uDZxWb58G7NMoPyMzH8vMW4CbgZ0jYiNgzcy8NMt1K2Y2lpEkSRq1hjqoJXBBRMyOiINr2YaZOReg/t+glk8Cbm8sO6eWTaq3O8slSZJGtaG+hNQLMvOOiNgA+GlE3LCYebuNO8vFlC+6ghIGDwbYZJNNlraukiRJrTKkPWqZeUf9fzdwNrAzcFfdnUn9f3edfQ6wcWPxycAdtXxyl/Ju2zslM6dl5rSJEycO5kORJEkadkMW1CJitYhYo+828DLg98C5wIF1tgOBc+rtc4HpEbFyRGxGOWjg8rp79KGI2KUe7TmjsYwkSdKoNZS7PjcEzq5n0hgPfCszfxwRVwBnRsRbgduA/QEy89qIOBO4DpgPHJKZT9R1vQs4FVgFOL/+SZIkjWpDFtQy80/A9l3K5wEv6WeZ44Hju5TPArYb7DpKkiS1mVcmkCRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppQxqkiRJLWVQkyRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppQxqkiRJLWVQkyRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppQxqkiRJLWVQkyRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppQxqkiRJLWVQkyRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppQxqkiRJLWVQkyRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppQxqkiRJLWVQkyRJaimDmiRJUksZ1CRJklrKoCZJktRSBjVJkqSWMqhJkiS1lEFNkiSppQxqkiRJLWVQkyRJaqkhD2oRMS4iroqI8+r9dSPipxFxU/2/TmPeoyPi5oi4MSJe3ijfKSKuqdNOjogY6npLkiT12nD0qB0GXN+4fxRwYWZuAVxY7xMR2wDTgW2BPYEvRMS4uswXgYOBLerfnsNQb0mSpJ4a0qAWEZOBVwBfbRTvDZxWb58G7NMoPyMzH8vMW4CbgZ0jYiNgzcy8NDMTmNlYRpIkadQa6h61/wY+ADzZKNswM+cC1P8b1PJJwO2N+ebUskn1dme5JEnSqDZkQS0iXgncnZmzB7pIl7JcTHm3bR4cEbMiYtY999wzwM1KkiS101D2qL0A2CsibgXOAF4cEd8E7qq7M6n/767zzwE2biw/Gbijlk/uUr6IzDwlM6dl5rSJEycO5mORJEkadkMW1DLz6MycnJlTKAcJ/Dwz3wicCxxYZzsQOKfePheYHhErR8RmlIMGLq+7Rx+KiF3q0Z4zGstIkiSNWuN7sM1PAmdGxFuB24D9ATLz2og4E7gOmA8ckplP1GXeBZwKrAKcX/8kSZJGtWEJapn5S+CX9fY84CX9zHc8cHyX8lnAdkNXQ0mSpPbxygSSJEktZVCTJElqKYOaJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktZVCTJElqqV5c61OSJGkROx05c1i3N/uEGcO6vWVhj5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKklhrf6wpIkkavnY6cOazbm33CjGHdnjTU7FGTJElqKYOaJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktZVCTJElqqSELahExISIuj4jfRsS1EXFcLV83In4aETfV/+s0ljk6Im6OiBsj4uWN8p0i4po67eSIiKGqtyRJUlsMKKhFxIUDKevwGPDizNwemArsGRG7AEcBF2bmFsCF9T4RsQ0wHdgW2BP4QkSMq+v6InAwsEX923Mg9ZYkSRrJFhvUaq/YusD6EbFO7Q1bNyKmAE9f3LJZPFzvrlj/EtgbOK2WnwbsU2/vDZyRmY9l5i3AzcDOEbERsGZmXpqZCcxsLCNJkjRqLemi7O8ADqeEstlA3y7HB4HPL2nltUdsNrA58PnM/E1EbJiZcwEyc25EbFBnnwRc1lh8Ti37R73dWS5JkjSqLTaoZeZJwEkRcWhmfnZpV56ZTwBTI2Jt4OyI2G4xs3cbd5aLKV90BREHU3aRsskmmyxdZSVJklpmST1qAGTmZyPi+cCU5jKZOXOAy98fEb+kjC27KyI2qr1pGwF319nmABs3FpsM3FHLJ3cp77adU4BTAKZNm9Y1zEmSJI0UAz2Y4BvAicCuwHPq37QlLDOx9qQREasAewA3AOcCB9bZDgTOqbfPBaZHxMoRsRnloIHL627ShyJil3q054zGMpIkSaPWgHrUKKFsmzqYf6A2Ak6r49RWAM7MzPMi4lLgzIh4K3AbsD9AZl4bEWcC1wHzgUPqrlOAdwGnAqsA59c/SZKkUW2gQe33wNOAuQNdcWb+DtihS/k84CX9LHM8cHyX8lnA4sa3SZIkjToDDWrrA9dFxOWU86MBkJl7DUmtJEmSNOCgduxQVkKSJEmLGuhRnxcNdUUkSZK0sAEFtYh4iKfOXbYS5SoDf8vMNYeqYpIkSWPdQHvU1mjej4h9gJ2HokKSJEkqBnQetU6Z+b/Aiwe3KpIkSWoa6K7PVzfurkA5r5pn/pckSRpCAz3q81WN2/OBW4G9B702kiRJWmCgY9TePNQVkSRJ0sIGeq3PyRFxdkTcHRF3RcT3I2LykpeUJEnSshrowQT/Q7lo+tOBScAPapkkSZKGyECD2sTM/J/MnF//TgUmDmG9JEmSxryBBrV7I+KNETGu/r0RmDeUFZMkSRrrBhrU3gK8FrgTmAvsB3iAgSRJ0hAa6Ok5PgYcmJl/BYiIdYETKQFOkiRJQ2CgPWrP7gtpAJl5H7DD0FRJkiRJMPCgtkJErNN3p/aoDbQ3TpIkSctgoGHr/wG/jojvUS4d9Vrg+CGrlSRJkgZ8ZYKZETGLciH2AF6dmdcNac0kSZLGuAHvvqzBzHAmSZI0TAY6Rk2SJEnDzKAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS01ZEEtIjaOiF9ExPURcW1EHFbL142In0bETfX/Oo1ljo6ImyPixoh4eaN8p4i4pk47OSJiqOotSZLUFkPZozYfOCIztwZ2AQ6JiG2Ao4ALM3ML4MJ6nzptOrAtsCfwhYgYV9f1ReBgYIv6t+cQ1luSJKkVhiyoZebczLyy3n4IuB6YBOwNnFZnOw3Yp97eGzgjMx/LzFuAm4GdI2IjYM3MvDQzE5jZWEaSJGnUGpYxahExBdgB+A2wYWbOhRLmgA3qbJOA2xuLzallk+rtzvJu2zk4ImZFxKx77rlnUB+DJEnScBvyoBYRqwPfBw7PzAcXN2uXslxM+aKFmadk5rTMnDZx4sSlr6wkSVKLDGlQi4gVKSHt9Mw8qxbfVXdnUv/fXcvnABs3Fp8M3FHLJ3cplyRJGtWG8qjPAL4GXJ+Zn25MOhc4sN4+EDinUT49IlaOiM0oBw1cXnePPhQRu9R1zmgsI0mSNGqNH8J1vwB4E3BNRFxdyz4EfBI4MyLeCtwG7A+QmddGxJnAdZQjRg/JzCfqcu8CTgVWAc6vf5IkSaPakAW1zLyE7uPLAF7SzzLHA8d3KZ8FbDd4tZMkSWo/r0wgSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJayqAmSZLUUgY1SZKkljKoSZIktdT4XldAkkaLnY6cOazbm33CjGHdnqThZ4+aJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktZVCTJElqKYOaJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLXUkAW1iPh6RNwdEb9vlK0bET+NiJvq/3Ua046OiJsj4saIeHmjfKeIuKZOOzkiYqjqLEmS1CZD2aN2KrBnR9lRwIWZuQVwYb1PRGwDTAe2rct8ISLG1WW+CBwMbFH/OtcpSZI0Kg1ZUMvMi4H7Oor3Bk6rt08D9mmUn5GZj2XmLcDNwM4RsRGwZmZempkJzGwsI0mSNKoN9xi1DTNzLkD9v0EtnwTc3phvTi2bVG93lncVEQdHxKyImHXPPfcMasUlSZKGW1sOJug27iwXU95VZp6SmdMyc9rEiRMHrXKSJEm9MNxB7a66O5P6/+5aPgfYuDHfZOCOWj65S7kkSdKoN9xB7VzgwHr7QOCcRvn0iFg5IjajHDRwed09+lBE7FKP9pzRWEaSJGlUGz9UK46IbwO7A+tHxBzgGOCTwJkR8VbgNmB/gMy8NiLOBK4D5gOHZOYTdVXvohxBugpwfv2TJEka9YYsqGXm6/qZ9JJ+5j8eOL5L+Sxgu0GsmiRJ0ojQloMJJEmS1MGgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktZVCTJElqKYOaJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktZVCTJElqKYOaJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktZVCTJElqKYOaJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktZVCTJElqKYOaJElSSxnUJEmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEktNb7XFeiFnY6cOazbm33CjGHdniRJGh3GZFCTJGksue2jzxrW7W3ykWuGdXujmbs+JUmSWsqgJkmS1FIGNUmSpJYyqEmSJLWUQU2SJKmlDGqSJEkt5ek5JEmjhqeh0GhjUJO01DxptKTRYCQEe3d9SpIktZRBTZIkqaUMapIkSS3lGDVpMRyLJUnqJXvUJEmSWsqgJkmS1FLu+pSkEWo4Ty3g+cKk3rBHTZIkqaXsURPgoHlJktpoxPSoRcSeEXFjRNwcEUf1uj6SJElDbUT0qEXEOODzwEuBOcAVEXFuZl7X25oNjONIJEnSshgRQQ3YGbg5M/8EEBFnAHsDIyKoSVo+I+F6fJI0FEZKUJsE3N64Pwd4bo/qokHgF293toskqSkys9d1WKKI2B94eWa+rd5/E7BzZh7aMd/BwMH17pbAjcNa0f6tD9zb60q0jG3Sne3Sne3Sne2yKNukO9uluza1y6aZObGzcKT0qM0BNm7cnwzc0TlTZp4CnDJclRqoiJiVmdN6XY82sU26s126s126s10WZZt0Z7t0NxLaZaQc9XkFsEVEbBYRKwHTgXN7XCdJkqQhNSJ61DJzfkS8B/gJMA74emZe2+NqSZIkDakREdQAMvNHwI96XY9l1LrdsS1gm3Rnu3Rnu3RnuyzKNunOdumu9e0yIg4mkCRJGotGyhg1SZKkMcegJkmS1FIGNbVSRET972u0wXZZlG3Sne3Sne3Sne2y9CLilRHx3qHejk/IMIuIHfreEOouIiIzMyJeCRwWEav0uk5tYLssyjbpznbpznbpznZZehGxB/Al4KiIGNIrJRnUhkkUqwNfBg7rdX3arH5gvAI4HvhtZj7S6zq1ge2yKNukO9ulO9ulO9tl6UTEnsCngbcA/wU8q5aPG4rtGdSGz7My82Hg9cBeEfGSXleoreqL/TXAR4D/i4g9I+K4iHhpj6vWU7bLomyT7myX7myX7myXgYuIDYEDgEMy8wLgfuDoiFgvM58Ykm16eo6hVd8A2wC/Bb4O/BB4AngG8FXg4fRJWCAiXkb5dbIGMAXYhNJ2GwN/zMwP9q52vWO7LMo26c526c526c52WXo1lM1r3P8ycA9wzFCEtRFzwtsRLDPzmoj4GLASpUdtdeBR4BeZeXUvK9cmEbE1cDjwLkqY3QG4LTN/GxG7Ap+KiPUzsy0X0B0WtsuibJPubJfubJfubJel0zeWry+kRcS4Gsx+DOwFRHO+wdquQW2I1AMGdgW+EBHTgeuBpwEfA94LHAp8KSKeByXN9aqubRARG1PG7q2UmX+uZX+pYyf2AE4GjhxrHxi2y6Jsk+5sl+5sl+5sl6XX+T3d6D07HziK8v1+9GB/nztGbYjU1P0r4HOUXyubUAYeviMzPwnsAby2zjcmQ1oNs33uAi4D/hERB0XESvUDYyKwC3B4Zv6wJxUdZrbLomyT7myX7myX7myXpdfRZouURcQKmfkocDTwtCgHDQ5uHcZoRhhSUS4gvzmwKmVw5lrAs4H31fLpmXlh72rYe31dwxHxQmBt4N7MvDQiDgSeA/wa+F5mPh4Rq4yVo5Bsl0XZJt3ZLt3ZLt3ZLkuvuQuzBth7G/cX2r0Z5SCD+c2xa4PFHrVBFhHvAvahdBvvDHwoM2/MzO8C7wQuAm7oXQ3boX5gvIrSTpsDH4uId2fmaZRfeS8BXld/uTzaw6oOK9tlUbZJd7ZLd7ZLd7bL0qk9ZX2h7HDgAuCEiHgjLGjPBT1rmXnXUIQ0cIzaoGmk6w2A6cCBwF+AIyJiAjAhywDN12fm472saxtExKbAe4BXAS8G1gFeFRGrZuaJETEemDXWdgvbLouyTbqzXbqzXbqzXZZOZj4JUHsgt6GMLX8m8OLa4/iVvrA21G1mUBs8W0TEn4B/Ar4H3AnsnZnzI+LtQEY5hPcfvaxkizxEGcg6mbJLeG/ghcDxEbFiZn6il5XrIdtlUbZJd7ZLd7ZLd7bLUqi9ZTtS9oIdnZm/iog/AH8FXhEREzLzs8MRbN31OQjqmLQfAp8CbqGck+aXNaQdRPkV87PMfHKs/lrp6yKOiO0jYktg3cy8gXIk7HeyHHX0APBdYMyM37NdFmWbdGe7dGe7dGe7LL2OXZmZmbMp3+tHRcSGmXkX8EvgZ8BWEbH2cNTLHrXlFBF7UQ4U2BN4GbAmcC7wwYjYjnJemv0y86be1bL3ahfxv1Aut/F1ygv/xZSxEG+rb5CDgTdk5uU9rOqwsl0WZZt0Z7t0Z7t0Z7ssneYuzIjYjfJdfn5mHh0RTwJXRsRzM3NORPwYOC8zHxqOuhnUlkNETKKcfuNnmfnHiPg65TIcAHcAJwGPZeYDvapjG9QPhMnAhygnBZxGaZ+7M/PaKAdgbAa8PTP/r3c1HV62y6Jsk+5sl+5sl+5sl6XXCGmHUS4RdQMl3L43M/89Ih4Hbo6If8rMO4azbga15ZCZf4lyNMjnImJ6Zp4REWcAB1EOf358rIc0WPDL7g5K9/rzKbuCD8jMeyJib+D/slwzbUyxXRZlm3Rnu3Rnu3RnuyybiPhXylkbXgD8G+V8p8dGxLGZeVwNa6sNe8Uy07/l/ANeAfyOcn40KGP/1uh1vdrwRxmMeVa9/XPg75QzYQM8l3Lunq16XU/bpfd/tontYrvYLsPcVit03F+dcr3TNwE/qWVnAtcBO/aqnvaoDYLM/GHdh31KRMzPzO9RjrAZsxr7+39HOeJ1M+B1lEGYJ9ejZ94EHJtlgOuYYLssyjbpznbpznbpznZZOhExPjPn19vPAJ7MzFuAhyPibTx1gMVPgAmU0231hEd9DpLMPJ9yiagre12XlpjQuP1n4NVZjpjZjXLqkseAIzLznOaRNmOA7bIo26Q726U726U722WAImIryrlOiYhDge8AF0XEW+oslwMvj4ivAG8GDqtt2RNeQkqDrv6S+wnwYeBq4BHgHODgzJzVw6r1lO2yKNukO9ulO9ulO9tl6dRA9jzgZmBX4NWU65t+FvgMpe2mUc7m8LXMvL5HVQUMahoiETGdsq//xcAvgK2AH2Xmd5pdzqNd85Dven/Mt4tt0l2US9Y82bhvu3Rhu3RnuyxZlJPUPlpvHwxMpRz9+qos5z19ESWonZKZX+pdTRdmUNNy6fLlsuB+RKxAuaTWkZSL/m4MbJNj4GK/nR+MzXAyVtslItbIet6hbq8bxmCbQLnYc2be08+0sdwukyi78/6UHV9UY7xdNgGek5nf7/KjZ8y2y5JExBrA7sA1wJbAqvVvb+B8ygXpH4qIPYBjgVcCD3S+9nrBoKZlFuVs168HngC+CdzaLbT1hZaI+ALlnHNn9ajKw6KOf3g3cC/w3c5u87HYLnXXzDeB0zLzlFq2UHgda20CC14r51LeR7O7BZIx2i5bAz8CDgd+nJmP9Y2ryswcw+2yFfBT4PbMfH4tG/Pvo4GIiHWBf6Vcs3NdYMvMfCIi3ko5af1vKWHtwSjX8mxNuPVgAi2T+oFxNjAP2B74ALBic56+0NboWXqS8ktm1KpfMN8CbgS2BY7qmB5jsV0ov/LXAl4ZEf8GC51gcoWx2Cb1PfRV4FOZucjFsMfqayUi1qKcSPw/M/OczHysb1ozpNX7Y6ldtgG+AvwH8GhEfACeeh/V22OuXQYqM+8DHgS2AC4DNq+T/geYTRmjtk/9QfBoTyrZD4OallpETAA+Dnw1M0+mnMV5K8qJfrvNv0L98F2d0nswKkXEypTxDV/PzM9TetVWi4jpEfGM+ittod0UY6RdgnIN3MuATwO7RMSbI2J8RKze2Qs7RtpkPPBl4L7M/FpEjKtt8o6I2HGsvlYAspwk/PrM/Eptl89GxMeAf4+I9WqPUd91LMdEu9Tddl8ETs/MUymfM5tHxDp9bdEx/5hol6WVmedSxvBdArwvIp5fP38uo4S1H2fVy3p2ctenlklE7AjcStmH/0REfBB4pAa3/pZpVXfyUIiI9TPz3vpFfCVwE3Af5aSTl2Tmd7uMKxn17QIQEZ8Hvk85x+DHgX+iXMLml13GrI36NomI7Sm9r1+lnELhLmC9+v/CzDx7rL1WauhYndJb/w1K78eqwFWU3VNrAe/tGxDeWG4stMummXlrvb8VMBP4aGae1/k6aSw3qttlaUTEuMx8ot7einJprWdQes/WBQ7NzPt7V8P+2aOmZfXbzLyv74VPGY+1EZQvoIh4TucCY+EDIzPvrf/nU3bdvCYz305pnxfVadmxzKhul8Yv/gcoH4q3UHbH/A14Jjy1y6bPaG8TgMz8LWVs2vuBOzLznZm5P3A35Vf/mHut1M6Mh4DjKBcMn5qZ78vMbwCn19kWOXpxjLTLrbBgqMANwBeAD0bE5P56gEZ7u/SnWy9j7VAYX2/fAJwFXEQ5Uva/2hrSwKCmZdT4ZdL3hlgJeCwing18lzH82moMej6jUXw5ZTfoKt0+REazxpfIeZTdwVcApwBvB/61HmgwJtWwthPlKL0+VwCrRsSEsfZaabiEEkReGk+dhHR1yrjPiWO4XZo/an5EuQrB5ouZfUxqjH99b0R8IiK+GRFrNcbukZk3Z+a3gNdk5jU9q+wAeAkpLZfGl/AfKL+AX0Y5+/Vveler3uoyKPwlwAnAUWP1F251A+Uz55OZ+eWIWImy67PrqSnGisy8s+92fa18Eji6c/feWFLfQ6dHxP3ACRGxObA/cHhmzu1p5VoiM++OiH9QhhHs2uv6tE1EvINy6o3plCM6j6Ye3NXPASmt5Rg1DYq6q/NXwL5ZLqc15kXEOMoYm69Rjuw7t7+xJGNFNM6lpqfUHqLJlEvZfNLXylMiYjKwBjC+7T0fw6X52oiIXTLzsl7Xqde6jOf8MOWUQHsDL6eMSVsBmN851KLtDGoaFHXf/8aZeYtfME+pYW2DzJxruzzFtuguIjaoPSW2jxbL10h3tSdtNerJfimnkHpzlnPxHQE8muWo/BHDXZ8aFLX7+JZe16Nt6li+ufW2H6qVbdFdZt5d/9s+WixfI4uKiN2Af83MveuZCX4OvLWGtNdTTiH1ml7WcVkY1DTo/ACRJA2niNgWeCfloK3IzCsj4kDg6IjYm9LD9rrM/ENPK7oM3PUpSZJGlC5j0lYA9gXeBJwDfCcz/x4RG1HO3bhyZs7rTW2Xjz1qkiRpxOg4mOLNlEvUrQQcD0wAngc8ERHfaxwl/HBPKjsIxuy5riRJ0sjTCGlvBQ4BbgZ2B86knMj2YspJo/fqURUHlbs+JUnSiFJPaXMqcFZmnlPLzgb+lplvjIg3ARdk5l09rOagsEdNkiS1Wh2DtkDtVbsb2LBRfCAwrk7/xmgIaeAYNUmS1HJ9J6mtR3A+AtwEfB84JSJuAX4DvBLYJCJWp/SsjYpdhu76lCRJrdRx4MB04DOUKw7sTulB2wh4P3A/5QLrb8/M3/eirkPFHjVJktQ6HSFtUyCBXTPzjxExg3LJtTdm5r/U03Bk89q5o4VBTZIktUpHSDuEcn60NYFPR8RfMnNmRCTww4h4U2b+opf1HUoGNUmS1CqNkLY3sAMlqL0deBawS0RckpnfiIjHgT/3rqZDzzFqkiSpdSJiEnAp5TQbb4uICcC/A2sD5wK/qNeZHtU8PYckSWqdzPwLcDjwrxHxusx8FDgO+AfwcsrVCEY9d31KkqRWysyzIuIx4BMRQWZ+OyI+AKyTmX/vdf2Gg0FNkiS1Vmb+MCKepJwzbX5mfhe4p9f1Gi6OUZMkSa0XES8F/piZf+p1XYaTQU2SJKmlPJhAkiSppQxqkiRJLWVQkyRJaimDmiRJUksZ1CSNKBGxb0RkRGy1HOuIiPhwRNwUEX+IiF9ExLaN6ftHxPW1fF5ErNWx/P9GxGv7WfeUiPh9P9M+GhF7LKZeu0fEecv6uCSNPgY1SSPN64BLgOnLsY5DgOcD22fmM4FPAOfWS9QAvBV4d2b+M3ABsE/fgjW07QosdaDKzI9k5s+Wo96SxhiDmqQRIyJWB15ACVLTa9kKEfGFiLg2Is6LiB9FxH512k4RcVFEzI6In0TERnVVHwQO7TuzeWZeAPwaeENEfIQSxL4UEScA32bhULgv8OPM/HtEHBkRV0TE7yLiuMY84yLiK7VOF0TEKrU+pzbq9pyI+HVE/DYiLo+INToe62oR8fW6/qvqxakljTEGNUkjyT6UkPQH4L6I2BF4NTAFeBbwNuB5ABGxIvBZYL/M3An4OnB8RKwJrJaZf+xY9yxg28z8aL39hsw8EvgxsFNErFfnmw58OyJeBmwB7AxMrfPsVufZAvh8Zm4L3A+8prmhiFgJ+A5wWGZuD+wBPNJRn38Hfp6ZzwH+GTghIlZbuuaSNNJ5CSlJI8nrgP+ut8+o91cEvpuZTwJ3RsQv6vQtge2An0YEwDhg7mLWHcAiZwDPzMcj4lxgv4j4PiWUXUDZXfoy4Ko66+qUgHYbcEtmXl3LZ1OCZNOWwNzMvKJu40GAWs8+LwP2ioj31/sTgE2A6xfzGCSNMgY1SSNC7dF6MbBdRCQleCVwdn+LANdm5vO6rOtvEfFPHZei2RG4qJ91fRv4cF3nOZn5jyip6hOZ+eWOdU8BHmsUPQGs0qVuS7osTACvycwblzCfpFHMXZ+SRor9gJmZuWlmTsnMjYFbgHuB19SxahsCu9f5bwQmRsSCXaGNIztPAE5ujB3bgzIu7Vv9bPsXlN6yQyihDeAnwFvquDkiYlJEbDDAx3ID8PSIeE5ddo2I6Pzh/BPg0BoIiYgdBrhuSaOIPWqSRorXAZ/sKPs+sDUwB/g98AfgN8ADdZflfpRAthbl8+6/gWspY9fWAa6JiCeAO4G9M7NznBgAmflk3e25P3BxLbsgIrYGLq1Z6mHgjZQetMWqdTsA+GwNi49Qxqk1fazW93c1rN0KvHJJ65Y0unhRdkkjXkSsnpkP192jlwMvyMw7e10vSVpe9qhJGg3Oi4i1gZWAjxnSJI0W9qhJkiS1lAcTSJIktZRBTZIkqaUMapIkSS1lUJMkSWopg5okSVJLGdQkSZJa6v8DA3GdwQP5SHIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['AgeOfVehicle'], hue=vic['FraudFound_P'], order=['new', '2 years', '3 years', '4 years', '5 years', '6 years', '7 years', 'more than 7'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each AgeOfVehicle With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Vehicle Category , Policy Type and Vehicle Price Analysis\n",
+    "By evaluating the Vehicle Category, we see that most of the claims were for sedan cars, followed by sports cars and finally utility cars. In the following order:\n",
+    "1. Sedan (62.72 %)\n",
+    "2. Sport (34.75 %)\n",
+    "3. Utility (2.54 %)\n",
+    "\n",
+    "In the next analysis, which is related to the Policy Type, we see that most of the claims are related to Sedan - Collision, Sedan - All Perils and Sedan - Liability.\n",
+    "\n",
+    "In the next analysis, which is related to the price range of Vehicle, most of the claims are related to the following price ranges:\n",
+    "1. 20000 to 29000 (Highest)\n",
+    "2. 30000 to 39000 \n",
+    "3. more than 69000\n",
+    "4. less than 20000\n",
+    "5. 40000 to 59000\n",
+    "6. 60000 to 69000 (Lowest)\n",
+    "\n",
+    "In the last analysis, which is related to the age of vehicle, top 4 of the claims are related to the following age of vehicle:\n",
+    "1. 7 years (Highest)\n",
+    "2. more than 7 years\n",
+    "3. 6 years\n",
+    "4. 5 years"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Police Report Filed Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0         No\n",
+       "1        Yes\n",
+       "2         No\n",
+       "3        Yes\n",
+       "4         No\n",
+       "        ... \n",
+       "15415     No\n",
+       "15416     No\n",
+       "15417     No\n",
+       "15418     No\n",
+       "15419     No\n",
+       "Name: PoliceReportFiled, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['PoliceReportFiled']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count     15420\n",
+       "unique        2\n",
+       "top          No\n",
+       "freq      14992\n",
+       "Name: PoliceReportFiled, dtype: object"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['PoliceReportFiled'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>PoliceReportFiled</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>No</td>\n",
+       "      <td>14992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Yes</td>\n",
+       "      <td>428</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  PoliceReportFiled  NumberOfAccidents\n",
+       "0                No              14992\n",
+       "1               Yes                428"
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "report = pd.DataFrame(vic.groupby(['PoliceReportFiled']).size()).reset_index()\n",
+    "report = report.rename(columns={0: 'NumberOfAccidents'})\n",
+    "report"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['PoliceReportFiled'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each PoliceReportFiled With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['No', 'Yes']\n",
+    "plt.pie(vic['PoliceReportFiled'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Witness Present Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        No\n",
+       "1        No\n",
+       "2        No\n",
+       "3        No\n",
+       "4        No\n",
+       "         ..\n",
+       "15415    No\n",
+       "15416    No\n",
+       "15417    No\n",
+       "15418    No\n",
+       "15419    No\n",
+       "Name: WitnessPresent, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 102,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['WitnessPresent']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count     15420\n",
+       "unique        2\n",
+       "top          No\n",
+       "freq      15333\n",
+       "Name: WitnessPresent, dtype: object"
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['WitnessPresent'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WitnessPresent</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>No</td>\n",
+       "      <td>15333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Yes</td>\n",
+       "      <td>87</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  WitnessPresent  NumberOfAccidents\n",
+       "0             No              15333\n",
+       "1            Yes                 87"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "witness = pd.DataFrame(vic.groupby(['WitnessPresent']).size()).reset_index()\n",
+    "witness = witness.rename(columns={0: 'NumberOfAccidents'})\n",
+    "witness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['WitnessPresent'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each WitnessPresent With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['No', 'Yes']\n",
+    "plt.pie(vic['WitnessPresent'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Agent Type Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        External\n",
+       "1        External\n",
+       "2        External\n",
+       "3        External\n",
+       "4        External\n",
+       "           ...   \n",
+       "15415    External\n",
+       "15416    External\n",
+       "15417    External\n",
+       "15418    External\n",
+       "15419    External\n",
+       "Name: AgentType, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AgentType']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count        15420\n",
+       "unique           2\n",
+       "top       External\n",
+       "freq         15179\n",
+       "Name: AgentType, dtype: object"
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['AgentType'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>AgentType</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>External</td>\n",
+       "      <td>15179</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Internal</td>\n",
+       "      <td>241</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  AgentType  NumberOfAccidents\n",
+       "0  External              15179\n",
+       "1  Internal                241"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "agent = pd.DataFrame(vic.groupby(['AgentType']).size()).reset_index()\n",
+    "agent = agent.rename(columns={0: 'NumberOfAccidents'})\n",
+    "agent"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['AgentType'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each AgentType With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['External', 'Internal']\n",
+    "plt.pie(vic['AgentType'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Police Report Filed , Witness Present  and Agent Type Analysis\n",
+    "In the first analysis, we see that in most of the claims (about 97.22 percent), the police report was not filed.<br>\n",
+    "In the second analysis, I see that most of the claims (about 99.44%) did not have witnesses present.<br>\n",
+    "In the last analysis, we see that most agent types (about 98.44%) are of external type."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Number Of Cars Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0           3 to 4\n",
+       "1        1 vehicle\n",
+       "2        1 vehicle\n",
+       "3        1 vehicle\n",
+       "4        1 vehicle\n",
+       "           ...    \n",
+       "15415    1 vehicle\n",
+       "15416       3 to 4\n",
+       "15417    1 vehicle\n",
+       "15418    1 vehicle\n",
+       "15419    1 vehicle\n",
+       "Name: NumberOfCars, Length: 15420, dtype: object"
+      ]
+     },
+     "execution_count": 112,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['NumberOfCars']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count         15420\n",
+       "unique            5\n",
+       "top       1 vehicle\n",
+       "freq          14316\n",
+       "Name: NumberOfCars, dtype: object"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['NumberOfCars'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>NumberOfCars</th>\n",
+       "      <th>NumberOfAccidents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1 vehicle</td>\n",
+       "      <td>14316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2 vehicles</td>\n",
+       "      <td>709</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3 to 4</td>\n",
+       "      <td>372</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5 to 8</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>more than 8</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  NumberOfCars  NumberOfAccidents\n",
+       "0    1 vehicle              14316\n",
+       "1   2 vehicles                709\n",
+       "2       3 to 4                372\n",
+       "3       5 to 8                 21\n",
+       "4  more than 8                  2"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num_cars = pd.DataFrame(vic.groupby(['NumberOfCars']).size()).reset_index()\n",
+    "num_cars = num_cars.rename(columns={0: 'NumberOfAccidents'})\n",
+    "num_cars"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['NumberOfCars'], hue=vic['FraudFound_P'], order=['1 vehicle', '2 vehicles', '3 to 4', '5 to 8', 'more than 8'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each NumberOfCars With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Conclusion for Number Of Cars Analysis\n",
+    "In most of the claims, the number of cars was one."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Years Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        1994\n",
+       "1        1994\n",
+       "2        1994\n",
+       "3        1994\n",
+       "4        1994\n",
+       "         ... \n",
+       "15415    1996\n",
+       "15416    1996\n",
+       "15417    1996\n",
+       "15418    1996\n",
+       "15419    1996\n",
+       "Name: Year, Length: 15420, dtype: int64"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Year']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    15420.000000\n",
+       "mean      1994.866472\n",
+       "std          0.803313\n",
+       "min       1994.000000\n",
+       "25%       1994.000000\n",
+       "50%       1995.000000\n",
+       "75%       1996.000000\n",
+       "max       1996.000000\n",
+       "Name: Year, dtype: float64"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vic['Year'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 7))\n",
+    "labels = ['NO Fraud','Fraud']\n",
+    "sns.countplot(x=vic['Year'], hue=vic['FraudFound_P'])\n",
+    "plt.legend(labels, loc='best')\n",
+    "plt.title('Number Of Accidents in each Year With Show Fraud and No Fraud')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = ['1994', '1995', '1996']\n",
+    "plt.pie(vic['Year'].value_counts().values, labels=labels, autopct='%.2f%%')\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.12"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Finacial Domain/Vehicle Insurance Claim Fraud Detection/README.md b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/README.md
new file mode 100644
index 00000000..c129c531
--- /dev/null
+++ b/Finacial Domain/Vehicle Insurance Claim Fraud Detection/README.md	
@@ -0,0 +1,81 @@
+# Vehicle Insurance Claim Fraud Detection
+
+
+## GOAL
+
+  
+Vehicle insurance fraud involves conspiring to make false or exaggerated claims involving property damage or personal injuries following an accident so, It will Detect fraud claims and will help Insurance Firms to verify them properly again.
+
+
+## DATASET
+
+  
+https://www.kaggle.com/shivamb/vehicle-claim-fraud-detection  
+
+## DESCRIPTION
+  
+Vehicle insurance fraud involves conspiring to make false or exaggerated claims involving property damage or personal injuries following an accident so, It will Detect fraud claims and will help Insurance Firms to verify them properly again.Starting with cleaning and EDA I'll be going with Classification & SGD Classifier and will try to finalize the one with the highest accuracy
+
+## WORK DONE
+
+* Analyzed the data, searched for missing values, seperated categorical and continous data.
+* Removed unnecessary columns
+* Converting some column data to Meaning full numerical data
+* Grouping and Dealing with lots of Object Type of Data
+* Build Relation Between PolicyType with other Two Column
+* Recreated BasePolicy Column and compared it with PolicyType and which bought some insightful results
+* Provided Desired Values to Data which was available in Range.
+* Performed Exploratory Data Analysis
+* Split the dataset into Train and Test data.
+* Trained model with the following algorithms:
+	* Support Vector Classifier
+	* Naive Bayes Classifier
+	* KNN Classifier
+    * Decision Tree Classifier
+    * Random Forest Classifier
+    * XGBoost Classifier
+    * Logistic Regression
+* Also evaluated the performance of the model with highest accuracy.
+
+
+## MODELS USED
+
+1. **Support Vector Classifier** - Support vector machine is a representation of the training data as points in space separated into categories by a clear gap that is as wide as possible. New examples are then mapped into that same space and predicted to belong to a category based on which side of the gap they fall. It is effective in high dimensional spaces and uses a subset of training points in the decision function, so it is also memory efficient.
+2. **Naive Bayes Classifier** - Naive Bayes algorithm based on Bayes’ theorem with the assumption of independence between every pair of features. This algorithm requires a small amount of training data to estimate the necessary parameters. Naive Bayes classifiers are extremely fast compared to more sophisticated methods.
+3. **K-nearest neighbors Classifier** - It is a simple algorithm to understand and can be used for classification analysis. Classification is computed from a simple majority vote of the K nearest neighbours of each point. This algorithm is simple to implement, robust to noisy training data, and effective if training data is large.
+4. **Decision Tree Classifier** - Given a data of attributes together with its classes, a decision tree produces a sequence of rules that can be used to classify the data. Decision Tree is simple to understand and visualise, requires little data preparation, and can handle both numerical and categorical data.
+5. **Random Forest Classifier** - Random forest classifier fits a number of decision trees on various sub-samples of datasets and uses average to improve the predictive accuracy of the model and controls over-fitting. The sub-sample size is always the same as the original input sample size but the samples are drawn with replacement.  It results in reduction in over-fitting and random forest classifier is more accurate than decision trees in most cases.
+6. **XGBoost Classifier** - XGBoost is a popular gradient-boosting library for GPU training, distributed computing, and parallelization. It’s precise, it adapts well to all types of data and problems, it has excellent documentation, and overall it’s very easy to use. 
+7. **Logistic Regression** - Logistic regression is a machine learning algorithm for classification. In this algorithm, the probabilities describing the possible outcomes of a single trial are modelled using a logistic function. It is most useful for understanding the influence of several independent variables on a single outcome variable.
+
+
+
+  
+## LIBRARIES NEEDED
+
+* Numpy
+* Pandas
+* Matplotlib
+* Seaborn
+* Scikit-learn
+* Plotly
+
+  
+
+## ACCURACIES
+
+| **Model** | Accuracy | 
+| --- | --- |
+|1. Support Vector|94.033722 % |
+|2. Naive Bayes |90.920882 % |
+|3. K Nearest Neighbours|94.033722 % |
+|4. Decision Tree|89.775184 % |
+|5. Random Forest |94.163424 % |
+|6. XGBoost |93.623000 % |
+|7. Logistic Regression | 94.033722 % | 
+
+
+
+## CONCLUSION
+
+K Nearest Neighbours had the highest accuracy out of all the others, followed by Support Vector and Random Forest. Through this project, I learned how to apply various classification algorithms. We were having huge big data of more than 10000+ records with more than 30 columns because of which this much accuracy is attained.