ordered_features.ipynb

Features ordered by their coefficients in the model:
[(1.079498981465564, 'prev_title_of_founders: Board Member'), (0.43286747897370964, 'investor_name: Accel'), (0.4237420148159928, 'category_list: Enterprise Software'), (0.4190384365511406, 'universities_of_founders: Stanford University'), (0.39855354923430936, 'category_list: SaaS'), (0.3497272290157752, 'gender_of_founders: male'), (0.33935197226786423, 'category_groups_list: Science and Engineering'), (0.3292076620831701, 'subject_degrees_of_founders: Computer Science'), (0.3230946828840988, 'category_list: Financial Services'), (0.3162971498321623, 'prev_title_of_founders: Board Chairman'), (0.3063783264030763, 'investor_name: SV Angel'), (0.29945207003883884, 'category_list: Data Storage'), (0.2992833399105859, 'number_of_founders: More than 5'), (0.2991473252065919, 'category_groups_list: Health Care'), (0.2869667785729591, 'city_of_founders: San Francisco'), (0.28649086192021644, 'category_groups_list: Information Technology'), (0.2859057544179081, 'investor_name: GV'), (0.2814878274191113, 'investor_name: Sequoia Capital'), (0.28135916676412265, 'investor_name: Benchmark'), (0.27957718938900195, 'category_list: FinTech'), (0.2781431129011981, 'category_list: Cloud Data Services'), (0.27797140245678675, 'category_groups_list: Transportation'), (0.26703446488525273, 'prev_title_of_founders: Co-founder'), (0.2663051662757927, 'prev_title_of_founders: Co-Founder and CEO'), (0.2630894447593754, 'prev_title_of_founders: Chief Technology Officer'), (0.2615375891711973, 'prev_title_of_founders: Venture Partner'), (0.25302367030382156, 'prev_title_of_founders: Co-Founder & CTO'), (0.25229448779352, 'investor_name: Lightspeed Venture Partners'), (0.24231072373128248, 'prev_title_of_founders: Advisor'), (0.24043976607475345, 'investor_name: BoxGroup'), (0.23470077769439845, 'category_list: Cyber Security'), (0.23394449097170752, 'category_list: Cloud Computing'), (0.23251213521580008, 'category_list: Analytics'), (0.23114184414898392, 'degrees_of_founders: Bachelor'), (0.22962305478689446, 'investor_name: Greylock'), (0.22542490259696818, 'investor_name: Redpoint'), (0.21996391279639396, 'investor_name: Union Square Ventures'), (0.21617221305614967, 'prev_title_of_founders: Co-Founder & Chief Technology Officer'), (0.20914782169176743, 'category_list: Sales'), (0.2081383198991408, 'universities_of_founders: Technion'), (0.20722329427095576, 'category_list: Enterprise'), (0.20565442798315675, 'category_groups_list: Biotechnology'), (0.20442472875181886, 'investor_name: Lux Capital'), (0.20376558929847272, 'prev_title_of_founders: Engineer'), (0.20301955008512032, 'category_list: Retail Technology'), (0.2016315083638832, 'category_list: Open Source'), (0.19935119793714684, 'category_list: Biotechnology'), (0.19701869144908, 'category_groups_list: Apps'), (0.19675604773960684, 'number_of_founders: 4'), (0.19530900240819954, 'prev_title_of_founders: Advisory Board'), (0.19343437236788094, 'universities_of_founders: Massachusetts Institute of Technology'), (0.1929263419587522, 'city_of_founders: Boston'), (0.19184458083425096, 'category_list: Enterprise Applications'), (0.18612875420717517, 'prev_title_of_founders: Cofounder & CTO'), (0.18450964668353917, 'category_groups_list: Data and Analytics'), (0.18406354910538072, 'investor_name: IDG Capital'), (0.18388341279568535, 'category_list: Mobile Apps'), (0.18341286071427607, 'prev_title_of_founders: Co-founder & CEO'), (0.18151991228771863, 'prev_title_of_founders: Member of the Board of Directors'), (0.18103840420431727, 'category_list: Personal Health'), (0.17993675856640762, 'category_groups_list: Food and Beverage'), (0.179647374536609, 'investor_name: Founder Collective'), (0.17676505884961338, 'category_list: Security'), (0.1716708417068314, 'universities_of_founders: Tel Aviv University'), (0.17135314441308336, 'investor_name: Threshold'), (0.16824581610889414, 'category_list: Autonomous Vehicles'), (0.1673832199434119, 'city: New York'), (0.16464503417550816, 'prev_companies_of_founders: Techstars'), (0.16377252095391664, 'investor_name: New Enterprise Associates'), (0.16375293266552113, 'investor_name: Highland Capital Partners'), (0.16254135667930228, 'city: Santa Clara'), (0.16221672391667347, 'investor_name: Mayfield Fund'), (0.16163473219851812, 'universities_of_founders: Yale University'), (0.1610183965373145, 'category_list: Productivity Tools'), (0.15575885683399837, 'investor_name: Salesforce Ventures'), (0.15480488411838053, 'prev_title_of_founders: Founder & Executive Chairman'), (0.15452113913803936, 'investor_name: Bessemer Venture Partners'), (0.15331245825399623, 'subject_degrees_of_founders: History'), (0.15329526741457788, 'universities_of_founders: Harvard Business School'), (0.1532626078410358, 'investor_name: Lee Linden'), (0.1527418495754003, 'category_list: Infrastructure'), (0.1525452886879092, 'category_list: EdTech'), (0.15222286182601336, 'prev_companies_of_founders: Stanford University'), (0.14996690623183276, 'category_list: Transportation'), (0.1489779874428087, 'degrees_of_founders: B.A.'), (0.1488949575636107, 'category_list: Billing'), (0.14802344269798443, 'investor_name: General Catalyst'), (0.1476522197018647, 'prev_companies_of_founders: Massachusetts Institute of Technology - MIT'), (0.14746967460715701, 'city: San Jose'), (0.147449042468624, 'city: San Mateo'), (0.14680227046803054, 'universities_of_founders: Stanford Graduate School of Business'), (0.1466888066065685, 'category_list: Virtualization'), (0.14616099893721857, 'investor_name: Expansion Venture Capital'), (0.14576302483993187, 'category_list: Artificial Intelligence'), (0.1454581583573554, 'investor_name: Felicis Ventures'), (0.14537922440148043, 'prev_title_of_founders: Product Manager'), (0.14532027031003913, 'category_list: Employee Benefits'), (0.1450947407765543, 'universities_of_founders: Hebrew University of Jerusalem'), (0.14493658280144026, 'investor_name: Andreessen Horowitz'), (0.1447348471828463, 'prev_title_of_founders: Investor & Advisor'), (0.14446910779395225, 'universities_of_founders: Carnegie Mellon University'), (0.14265891147831153, 'investor_name: AME Cloud Ventures'), (0.1426405483417827, 'degrees_of_founders: MS'), (0.14263754976647625, 'investor_name: Arjun Sethi'), (0.14205318062894495, 'degrees_of_founders: B.Sc'), (0.14161687179248877, 'investor_name: Founders Fund'), (0.14071402328899274, 'investor_name: Index Ventures'), (0.13976124251004685, 'city_of_founders: Orange'), (0.13908974412744285, 'prev_title_of_founders: Board Advisor'), (0.1370584177782959, 'category_list: Database'), (0.13644219978012975, 'city_of_founders: Palo Alto'), (0.13526892758431433, 'subject_degrees_of_founders: Psychology'), (0.13460665727981463, 'category_list: Information Technology'), (0.13447543267547518, 'investor_name: Flybridge'), (0.1334184973322621, 'investor_name: Vast Ventures'), (0.13307340886632796, 'prev_title_of_founders: CTO & Co-founder'), (0.13294841830016185, 'city: Boston'), (0.1329046769064065, 'investor_name: Trinity Ventures'), (0.13290391059192241, 'investor_name: Canaan Partners'), (0.13288163604243522, 'degrees_of_founders: B.S'), (0.13221787302492052, 'category_groups_list: Hardware'), (0.13080769300437453, 'investor_name: Oreilly AlphaTech Ventures'), (0.1278772853753677, 'subject_degrees_of_founders: Management'), (0.12731698330053137, 'category_list: Health Diagnostics'), (0.12642686315971505, 'city_of_founders: Salt Lake City'), (0.12620914710762657, 'degrees_of_founders: BSc'), (0.1256238457577479, 'category_list: mHealth'), (0.12482973489649908, 'category_groups_list: Privacy and Security'), (0.12369577997358157, 'investor_name: Naval Ravikant'), (0.12356729332080542, 'city_of_founders: New York'), (0.12294711709226036, 'investor_name: Matrix Partners'), (0.12258700850987098, 'prev_title_of_founders: President'), (0.12169246059272737, 'degrees_of_founders: PhD'), (0.12094369337924274, 'investor_name: Dharmesh Shah'), (0.12005296244960012, 'category_list: Product Design'), (0.1195951699537565, 'prev_companies_of_founders: Oracle'), (0.11908563318794493, 'investor_name: e.ventures'), (0.11883821705913762, 'universities_of_founders: Cornell University'), (0.11876105929597976, 'category_list: Robotics'), (0.11844792361072395, 'prev_companies_of_founders: Carnegie Mellon University'), (0.11782379221222207, 'category_list: Wellness'), (0.11772843206357242, 'investor_name: Battery Ventures'), (0.11610482613399715, 'category_list: Retail'), (0.11455521035234294, 'investor_name: Ashton Kutcher'), (0.11448889888395171, 'prev_title_of_founders: Software Developer'), (0.11426573189959428, 'degrees_of_founders: MSc'), (0.11358000007175127, 'category_list: Unified Communications'), (0.11357695057601057, 'investor_name: Breyer Capital'), (0.11338754991001532, 'universities_of_founders: California State University'), (0.11283473718539105, 'category_list: Broadcasting'), (0.11278966075142713, 'prev_title_of_founders: Executive Chairman'), (0.11259793239070079, 'universities_of_founders: University of Utah'), (0.11040518089600197, 'category_list: Web Hosting'), (0.10980370177810111, 'degrees_of_founders: Bachelor of Science'), (0.10938121883373379, 'universities_of_founders: Boston University Questrom School of Business'), (0.10924840327993712, 'prev_companies_of_founders: Sun Microsystems'), (0.10915092999554962, 'degrees_of_founders: AB'), (0.10886471256144586, 'universities_of_founders: University of Southern California'), (0.10869648909114495, 'city: Mountain View'), (0.10780864676098265, 'universities_of_founders: Brigham Young University (BYU)'), (0.10705187807834209, 'category_list: Renewable Energy'), (0.10678093553046145, 'subject_degrees_of_founders: Computer Science and Engineering'), (0.10668503605695549, "degrees_of_founders: Bachelor's degree in arts"), (0.10660802245277463, 'city: Columbus'), (0.1063947524451876, 'investor_name: University Ventures'), (0.10603681433850985, 'investor_name: Refactor Capital'), (0.10548922528062607, 'investor_name: Kleiner Perkins'), (0.10547471027284348, 'city_of_founders: San Mateo'), (0.10463825907023017, 'category_list: Human Resources'), (0.10405960733022593, 'prev_title_of_founders: Software Engineer'), (0.10361115254896007, 'prev_title_of_founders: Chief Product Officer'), (0.10340938984301035, 'city: Irvine'), (0.10244833922749952, 'category_groups_list: Gaming'), (0.10243572316615712, 'investor_name: MHS Capital'), (0.10232407661898575, 'universities_of_founders: Harvard University'), (0.1017328658563718, 'investor_name: GGV Capital'), (0.10077637935377497, 'investor_name: Venrock'), (0.10070626389901653, 'subject_degrees_of_founders:  Mathematics'), (0.10018292041905168, 'investor_name: Ronald Conway'), (0.09991054533990891, 'prev_companies_of_founders: Life360'), (0.09977509808394212, 'universities_of_founders: Technical University of Denmark'), (0.09945954078637653, 'investor_name: Tuesday Capital'), (0.09926248118235753, 'category_list: Sustainability'), (0.09879815247586066, 'category_list: Point of Sale'), (0.09855934530636046, 'category_groups_list: Payments'), (0.09854861622876948, 'investor_name: Jeff Seibert'), (0.09848163599601302, 'degrees_of_founders: BE'), (0.09783622996415427, 'prev_title_of_founders: Entrepreneur in Residence'), (0.0977710397587287, 'category_list: Wholesale'), (0.09776269519732013, 'prev_title_of_founders: Board Of Directors'), (0.09760063127351892, 'city: Sunnyvale'), (0.0975146778696635, 'investor_name: DCM Ventures'), (0.0973550972610544, 'degrees_of_founders: B.Tech'), (0.096836157641196, 'category_list: Ethereum'), (0.09672283670943685, 'universities_of_founders: Duke University'), (0.09646343634368001, 'investor_name: DCVC'), (0.09625555761676353, 'degrees_of_founders: M.S'), (0.09597864563047522, 'investor_name: CEAS Investments'), (0.09555462289344249, 'investor_name: Bullpen Capital'), (0.09551443279425147, 'investor_name: Benjamin Ling'), (0.09532947303300678, 'category_list: Online Games'), (0.09531680686588863, 'investor_name: Merus Capital'), (0.09531214174711718, 'city_of_founders: San Diego'), (0.09404294606314097, 'investor_name: Social Capital'), (0.09370553027497631, 'investor_name: The Chernin Group'), (0.09333035288624159, 'universities_of_founders: Indian Institute of Technology Delhi'), (0.09332401731003433, 'number_of_founders: 5'), (0.09313632938680133, 'investor_name: March Capital'), (0.09284886209331994, 'prev_title_of_founders: Lead Scientist'), (0.09272525362827304, 'investor_name: Bezos Expeditions'), (0.09251182599004275, 'prev_companies_of_founders: CNET Networks'), (0.09239063055337775, 'investor_name: Citi Ventures'), (0.09211258832916065, 'investor_name: Nelson Chu'), (0.09189858532631971, 'universities_of_founders: Trinity College'), (0.0914999625449345, 'subject_degrees_of_founders: unknown'), (0.09130591451013596, 'investor_name: LeFrak'), (0.09097684139903107, 'prev_title_of_founders: Founder & CSO'), (0.09094069685282212, 'category_list: IaaS'), (0.09086271474078257, 'prev_title_of_founders: SVP'), (0.0908566408777862, 'subject_degrees_of_founders: Business Administration & Management'), (0.09043027674509706, 'prev_companies_of_founders: New York University'), (0.09029339726417357, 'investor_name: Initialized Capital'), (0.0901860565535578, 'category_list: Supply Chain Management'), (0.08952890683112372, 'investor_name: Sutter Hill Ventures'), (0.0893903563978382, 'prev_companies_of_founders: Princeton University'), (0.08935055866271473, 'universities_of_founders: University of Technology'), (0.08935055866271473, 'universities_of_founders:  Sydney'), (0.08879013057227227, 'investor_name: Charlie Cheever'), (0.08877006552278306, 'prev_title_of_founders: Founder & CTO'), (0.08873853121809001, 'prev_title_of_founders: Co-Founder and Co-CEO'), (0.08863486051589857, 'prev_title_of_founders: Founder and CEO'), (0.08855925852994392, 'investor_name: LiveOak Venture Partners'), (0.08833507768943484, 'universities_of_founders: University of Toronto'), (0.08806113895244749, 'investor_name: Wayne Chang'), (0.08776786283650197, 'subject_degrees_of_founders: Computer science'), (0.08765719707981331, 'prev_title_of_founders:  Chief Technology Officer'), (0.08741378491491417, 'investor_name: Shasta Ventures'), (0.08722854683967433, 'investor_name: CRV'), (0.08707817116381324, 'prev_title_of_founders: Co-Founder and President'), (0.08676103762702471, 'category_list: Gaming'), (0.08658568052684927, 'prev_companies_of_founders: Marketo'), (0.08654520486527056, 'degrees_of_founders: B.B.A.'), (0.08634272254642486, 'investor_name: DHVC'), (0.0863415979670976, 'investor_name: Novel TMT Ventures'), (0.08613017878907102, 'prev_companies_of_founders: AT&T'), (0.0859619816860096, 'investor_name: GS Growth'), (0.08563266317817987, 'universities_of_founders: National University of Singapore'), (0.08541186898374964, 'category_list: Subscription Service'), (0.08535916260079664, 'investor_name: Uncork Capital'), (0.0852055746551633, 'investor_name: Pritzker Group Venture Capital'), (0.08499509799266267, 'category_list: Credit'), (0.08474034142525166, 'investor_name: Walden International'), (0.08454756170736705, 'investor_name: Emergence'), (0.0844213258060837, 'prev_companies_of_founders: Coin'), (0.0838891627163852, 'subject_degrees_of_founders: Finance & Accounting'), (0.0837333565565154, 'city: Santa Monica'), (0.08349726912136295, 'prev_title_of_founders: Co-Founder/President'), (0.08315443816673507, 'category_list: Call Center'), (0.08304171497536825, 'category_list: Industrial'), (0.08301336167481724, 'investor_name: Sigma Prime Ventures'), (0.08291046090484776, 'subject_degrees_of_founders: Electronics Engineering'), (0.08204022631400519, 'investor_name: Harrison Metal'), (0.08196919855429373, 'category_list: Smart Home'), (0.0816579528607396, 'category_list: Legal Tech'), (0.08122301569976635, 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