diff --git a/Prediction-of-Cardiovascular-Disease-/Project Team-43.ipynb b/Prediction-of-Cardiovascular-Disease-/Project Team-43.ipynb new file mode 100644 index 000000000..d276de27c --- /dev/null +++ b/Prediction-of-Cardiovascular-Disease-/Project Team-43.ipynb @@ -0,0 +1,2323 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "BDhwXq4xA_3i", + "tags": [] + }, + "source": [ + "# **1. Getting the Dataset**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 491 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1372, + "status": "ok", + "timestamp": 1573719478409, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "l1ljZwkrZZr_", + "outputId": "79066f82-abaa-4bb5-fcfa-b68ee86b2242" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
maleageeducationcurrentSmokercigsPerDayBPMedsprevalentStrokeprevalentHypdiabetestotCholsysBPdiaBPBMIheartRateglucoseTenYearCHD
01394.000.00.0000195.0106.070.026.9780.077.00
10462.000.00.0000250.0121.081.028.7395.076.00
21481.0120.00.0000245.0127.580.025.3475.070.00
30613.0130.00.0010225.0150.095.028.5865.0103.01
40463.0123.00.0000285.0130.084.023.1085.085.00
50432.000.00.0010228.0180.0110.030.3077.099.00
60631.000.00.0000205.0138.071.033.1160.085.01
70452.0120.00.0000313.0100.071.021.6879.078.00
81521.000.00.0010260.0141.589.026.3676.079.00
91431.0130.00.0010225.0162.0107.023.6193.088.00
100501.000.00.0000254.0133.076.022.9175.076.00
110432.000.00.0000247.0131.088.027.6472.061.00
121461.0115.00.0010294.0142.094.026.3198.064.00
130413.000.01.0010332.0124.088.031.3165.084.00
140392.019.00.0000226.0114.064.022.3585.0NaN0
\n", + "
" + ], + "text/plain": [ + " male age education currentSmoker cigsPerDay BPMeds prevalentStroke \\\n", + "0 1 39 4.0 0 0.0 0.0 0 \n", + "1 0 46 2.0 0 0.0 0.0 0 \n", + "2 1 48 1.0 1 20.0 0.0 0 \n", + "3 0 61 3.0 1 30.0 0.0 0 \n", + "4 0 46 3.0 1 23.0 0.0 0 \n", + "5 0 43 2.0 0 0.0 0.0 0 \n", + "6 0 63 1.0 0 0.0 0.0 0 \n", + "7 0 45 2.0 1 20.0 0.0 0 \n", + "8 1 52 1.0 0 0.0 0.0 0 \n", + "9 1 43 1.0 1 30.0 0.0 0 \n", + "10 0 50 1.0 0 0.0 0.0 0 \n", + "11 0 43 2.0 0 0.0 0.0 0 \n", + "12 1 46 1.0 1 15.0 0.0 0 \n", + "13 0 41 3.0 0 0.0 1.0 0 \n", + "14 0 39 2.0 1 9.0 0.0 0 \n", + "\n", + " prevalentHyp diabetes totChol sysBP diaBP BMI heartRate glucose \\\n", + "0 0 0 195.0 106.0 70.0 26.97 80.0 77.0 \n", + "1 0 0 250.0 121.0 81.0 28.73 95.0 76.0 \n", + "2 0 0 245.0 127.5 80.0 25.34 75.0 70.0 \n", + "3 1 0 225.0 150.0 95.0 28.58 65.0 103.0 \n", + "4 0 0 285.0 130.0 84.0 23.10 85.0 85.0 \n", + "5 1 0 228.0 180.0 110.0 30.30 77.0 99.0 \n", + "6 0 0 205.0 138.0 71.0 33.11 60.0 85.0 \n", + "7 0 0 313.0 100.0 71.0 21.68 79.0 78.0 \n", + "8 1 0 260.0 141.5 89.0 26.36 76.0 79.0 \n", + "9 1 0 225.0 162.0 107.0 23.61 93.0 88.0 \n", + "10 0 0 254.0 133.0 76.0 22.91 75.0 76.0 \n", + "11 0 0 247.0 131.0 88.0 27.64 72.0 61.0 \n", + "12 1 0 294.0 142.0 94.0 26.31 98.0 64.0 \n", + "13 1 0 332.0 124.0 88.0 31.31 65.0 84.0 \n", + "14 0 0 226.0 114.0 64.0 22.35 85.0 NaN \n", + "\n", + " TenYearCHD \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 1 \n", + "4 0 \n", + "5 0 \n", + "6 1 \n", + "7 0 \n", + "8 0 \n", + "9 0 \n", + "10 0 \n", + "11 0 \n", + "12 0 \n", + "13 0 \n", + "14 0 " + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "heart_data= pd.read_csv(\"Prediction-of-Cardiovascular-Disease-\\framingham (1).csv\")\n", + "heart_data.head(15)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "6KHC_UiLBVMq" + }, + "source": [ + "# **2. Plotting the Graphs**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 296 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 2197, + "status": "ok", + "timestamp": 1573719479245, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "o9OWKQe7k6T6", + "outputId": "d81d0d85-1158-4f32-9147-dde6b0ccc5a8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"prevalentStroke\", data=heart_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 296 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 2187, + "status": "ok", + "timestamp": 1573719479246, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "Nqq31wTumdAw", + "outputId": "772773aa-e806-43b1-81aa-f13f130a5965" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"prevalentHyp\", data=heart_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3204, + "status": "ok", + "timestamp": 1573719480278, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "_4LfZBLczKAP", + "outputId": "41bc8604-68b5-4dc7-e7ca-fe857669fd3b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "heart_data[\"age\"].plot.hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3195, + "status": "ok", + "timestamp": 1573719480279, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "D-iy04uJ3RGZ", + "outputId": "8cd97767-2c7b-42ad-870a-5214abcd366e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "heart_data[\"cigsPerDay\"].plot.hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3186, + "status": "ok", + "timestamp": 1573719480280, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "8Tsr-prz2o1a", + "outputId": "450db573-ffdc-474e-c32e-aaa6839b8204" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "heart_data[\"glucose\"].plot.hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 296 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4034, + "status": "ok", + "timestamp": 1573719481138, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "GFQl8Br-nRyM", + "outputId": "fd6736ae-bb3d-487a-c124-85901994711b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"TenYearCHD\", data=heart_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "JPC8_IG3BtBy" + }, + "source": [ + "# **3. Finding the Null values**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 402 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4030, + "status": "ok", + "timestamp": 1573719481142, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "NxYqXYWxff2X", + "outputId": "ec36fc00-9f90-452a-b9f8-828d5f68e39c" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
maleageeducationcurrentSmokercigsPerDayBPMedsprevalentStrokeprevalentHypdiabetestotCholsysBPdiaBPBMIheartRateglucoseTenYearCHD
0FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
4FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
...................................................
4233FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
4234FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
4235FalseFalseFalseFalseFalseTrueFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
4236FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseTrueFalse
4237FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
\n", + "

4238 rows × 16 columns

\n", + "
" + ], + "text/plain": [ + " male age education currentSmoker cigsPerDay BPMeds \\\n", + "0 False False False False False False \n", + "1 False False False False False False \n", + "2 False False False False False False \n", + "3 False False False False False False \n", + "4 False False False False False False \n", + "... ... ... ... ... ... ... \n", + "4233 False False False False False False \n", + "4234 False False False False False False \n", + "4235 False False False False False True \n", + "4236 False False False False False False \n", + "4237 False False False False False False \n", + "\n", + " prevalentStroke prevalentHyp diabetes totChol sysBP diaBP BMI \\\n", + "0 False False False False False False False \n", + "1 False False False False False False False \n", + "2 False False False False False False False \n", + "3 False False False False False False False \n", + "4 False False False False False False False \n", + "... ... ... ... ... ... ... ... \n", + "4233 False False False False False False False \n", + "4234 False False False False False False False \n", + "4235 False False False False False False False \n", + "4236 False False False False False False False \n", + "4237 False False False False False False False \n", + "\n", + " heartRate glucose TenYearCHD \n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + "... ... ... ... \n", + "4233 False False False \n", + "4234 False False False \n", + "4235 False False False \n", + "4236 False True False \n", + "4237 False False False \n", + "\n", + "[4238 rows x 16 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heart_data.isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 302 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4030, + "status": "ok", + "timestamp": 1573719481149, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "5pJtumqWfmRt", + "outputId": "830da84a-1867-4fe0-bd25-daf7c2336c5e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "male 0\n", + "age 0\n", + "education 105\n", + "currentSmoker 0\n", + "cigsPerDay 29\n", + "BPMeds 53\n", + "prevalentStroke 0\n", + "prevalentHyp 0\n", + "diabetes 0\n", + "totChol 50\n", + "sysBP 0\n", + "diaBP 0\n", + "BMI 19\n", + "heartRate 1\n", + "glucose 388\n", + "TenYearCHD 0\n", + "dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heart_data.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "usZQOOoJB7bb" + }, + "source": [ + "# **4. Plot the Heatmap**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 356 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4022, + "status": "ok", + "timestamp": 1573719481150, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "whnQuS-hiN7a", + "outputId": "c72e54f3-c407-4c26-c9a7-0079762d97c4" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(heart_data.isnull(), yticklabels=False, cmap=\"viridis\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "cePZ8_u6CHWT" + }, + "source": [ + "# **5. Droping the values**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 195 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4014, + "status": "ok", + "timestamp": 1573719481151, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "oHsS81oOtLM7", + "outputId": "592e2355-aadf-430e-b811-068905e14856" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
maleagecurrentSmokercigsPerDayBPMedsprevalentStrokeprevalentHypdiabetestotCholsysBPdiaBPBMIheartRateglucoseTenYearCHD
013900.00.0000195.0106.070.026.9780.077.00
104600.00.0000250.0121.081.028.7395.076.00
2148120.00.0000245.0127.580.025.3475.070.00
3061130.00.0010225.0150.095.028.5865.0103.01
4046123.00.0000285.0130.084.023.1085.085.00
\n", + "
" + ], + "text/plain": [ + " male age currentSmoker cigsPerDay BPMeds prevalentStroke \\\n", + "0 1 39 0 0.0 0.0 0 \n", + "1 0 46 0 0.0 0.0 0 \n", + "2 1 48 1 20.0 0.0 0 \n", + "3 0 61 1 30.0 0.0 0 \n", + "4 0 46 1 23.0 0.0 0 \n", + "\n", + " prevalentHyp diabetes totChol sysBP diaBP BMI heartRate glucose \\\n", + "0 0 0 195.0 106.0 70.0 26.97 80.0 77.0 \n", + "1 0 0 250.0 121.0 81.0 28.73 95.0 76.0 \n", + "2 0 0 245.0 127.5 80.0 25.34 75.0 70.0 \n", + "3 1 0 225.0 150.0 95.0 28.58 65.0 103.0 \n", + "4 0 0 285.0 130.0 84.0 23.10 85.0 85.0 \n", + "\n", + " TenYearCHD \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 1 \n", + "4 0 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heart_data.drop(\"education\", axis=1, inplace=True)\n", + "heart_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4003, + "status": "ok", + "timestamp": 1573719481151, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "RkDplF-8vupk", + "outputId": "c951020f-78a5-40b1-909b-1ac9d0a509ca" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "81.96675324675324\n" + ] + } + ], + "source": [ + "m=np.mean(heart_data[\"glucose\"])\n", + "print(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "89Tx6XN2Cps2" + }, + "source": [ + "# **6. Replacing the Null Values**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "bv-xSVrOw_bU" + }, + "outputs": [], + "source": [ + "heart_data[\"glucose\"].replace(to_replace = np.nan, value = m, inplace=True)\n", + "heart_data[\"BMI\"].replace(to_replace = np.nan, value = 25, inplace=True)\n", + "heart_data[\"cigsPerDay\"].replace(to_replace = np.nan, value = 5, inplace=True)\n", + "heart_data[\"heartRate\"].replace(to_replace = np.nan, value = 90, inplace=True)\n", + "heart_data.drop(\"currentSmoker\", axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5110, + "status": "ok", + "timestamp": 1573719482274, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "rtZIlWVH0eHr", + "outputId": "a08e5395-e2a4-486d-a138-d6a309a07beb" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAD4CAYAAAAdIcpQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAToElEQVR4nO3df7DddX3n8efLQMEfdAFJszSwDThpXbpVzEZkR9u1OvKzNdpxXdxuzThO09mFGZ12Zw12p7DtMGN3VmjZsbS4ZgGrIv6qWU2XBnTq9A9+BIwhgCy3AkNiJKm0BGsHC773j/O5cjbcez8n4Z57TsjzMXPmfL/v7/ec7/t+Jve+8v1xvidVhSRJC3nRpBuQJE0/w0KS1GVYSJK6DAtJUpdhIUnqOmrSDYzDSSedVKtWrZp0G5J0WLnrrrv+pqqWz7XsBRkWq1atYtu2bZNuQ5IOK0kemW+Zh6EkSV2GhSSpy7CQJHUZFpKkrrGFRZJTk3w1yX1J7k3yvla/PMnuJNvb44Kh11yaZCbJA0nOHaqf12ozSTaOq2dJ0tzGeTXU08BvVdXdSY4D7kqytS27qqr++/DKSc4ALgJ+FvhJ4JYkP90WfwR4C7ALuDPJ5qq6b4y9S5KGjC0sqmoPsKdNP5nkfmDlAi9ZB9xYVU8BDyWZAc5qy2aq6lsASW5s6xoWkrREluScRZJVwGuA21vpkiQ7kmxKckKrrQQeHXrZrlabr37gNjYk2ZZk2759+xb7R5CkI9rYwyLJy4DPAe+vqv3ANcArgDMZ7Hl8eDG2U1XXVtXaqlq7fPmcH0CUJB2isX6CO8nRDILiE1X1eYCqemxo+UeBL7XZ3cCpQy8/pdVYoP6Csmrjlye27Yc/dOHEti1p+o3zaqgAHwPur6orh+onD632dmBnm94MXJTkmCSnAauBO4A7gdVJTkvyYwxOgm8eV9+SpOca557F64FfA+5Jsr3VPgi8K8mZQAEPA78BUFX3JrmJwYnrp4GLq+oZgCSXADcDy4BNVXXvGPuWJB1gnFdD/RWQORZtWeA1VwBXzFHfstDrJEnj5Se4JUldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXWMLiySnJvlqkvuS3Jvkfa1+YpKtSR5szye0epJcnWQmyY4ka4bea31b/8Ek68fVsyRpbuPcs3ga+K2qOgM4G7g4yRnARuDWqloN3NrmAc4HVrfHBuAaGIQLcBnwOuAs4LLZgJEkLY2xhUVV7amqu9v0k8D9wEpgHXB9W+164G1teh1wQw3cBhyf5GTgXGBrVT1eVX8LbAXOG1ffkqTnWpJzFklWAa8BbgdWVNWetug7wIo2vRJ4dOhlu1ptvvqB29iQZFuSbfv27VvcH0CSjnBjD4skLwM+B7y/qvYPL6uqAmoxtlNV11bV2qpau3z58sV4S0lSM9awSHI0g6D4RFV9vpUfa4eXaM97W303cOrQy09ptfnqkqQlMs6roQJ8DLi/qq4cWrQZmL2iaT3wxaH6u9tVUWcDT7TDVTcD5yQ5oZ3YPqfVJElL5KgxvvfrgV8D7kmyvdU+CHwIuCnJe4FHgHe2ZVuAC4AZ4PvAewCq6vEkvwfc2db73ap6fIx9S5IOMLawqKq/AjLP4jfPsX4BF8/zXpuATYvXnSTpYPgJbklSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdY0UFkl+btyNSJKm11EjrvdHSY4BrgM+UVVPjK+lyVu18cuTbkGSpspIexZV9fPArwKnAncl+WSSt4y1M0nS1Bj5nEVVPQj8F+ADwL8Grk7yzSS/Mq7mJEnTYdRzFq9KchVwP/Am4Jer6p+36avmec2mJHuT7ByqXZ5kd5Lt7XHB0LJLk8wkeSDJuUP181ptJsnGQ/w5JUnPw6h7Fv8DuBt4dVVdXFV3A1TVtxnsbczlOuC8OepXVdWZ7bEFIMkZwEXAz7bX/FGSZUmWAR8BzgfOAN7V1pUkLaFRT3BfCPxDVT0DkORFwLFV9f2q+vhcL6iqryVZNeL7rwNurKqngIeSzABntWUzVfWttt0b27r3jfi+kqRFMOqexS3Ai4fmX9Jqh+KSJDvaYaoTWm0l8OjQOrtabb76cyTZkGRbkm379u07xNYkSXMZNSyOrarvzc606ZccwvauAV4BnAnsAT58CO8xp6q6tqrWVtXa5cuXL9bbSpIYPSz+Psma2Zkk/xL4h4PdWFU9VlXPVNUPgY/y7KGm3Qwuy511SqvNV5ckLaFRz1m8H/hMkm8DAf4p8G8PdmNJTq6qPW327cDslVKbgU8muRL4SWA1cEfb1uokpzEIiYuAf3ew25UkPT8jhUVV3ZnklcDPtNIDVfWPC70myaeANwInJdkFXAa8McmZQAEPA7/R3v/eJDcxOHH9NHDx0Mn0S4CbgWXApqq692B+QEnS8zfqngXAa4FV7TVrklBVN8y3clW9a47yxxZY/wrgijnqW4AtB9GnJGmRjRQWST7O4MT0duCZVi5g3rCQJL1wjLpnsRY4o6pqnM1IkqbTqFdD7WRwUluSdAQadc/iJOC+JHcAT80Wq+qtY+lKkjRVRg2Ly8fZhCRpuo166exfJvkpYHVV3ZLkJQwuZZUkHQFGvUX5rwOfBf6klVYCfzamniRJU2bUE9wXA68H9sOPvgjpJ8bVlCRpuowaFk9V1Q9mZ5IcxeBzFpKkI8CoYfGXST4IvLh99/ZngP89vrYkSdNk1LDYCOwD7mFwP6ctzP8NeZKkF5hRr4aavaX4R8fbjiRpGo16b6iHmOMcRVWdvugdSZKmzsHcG2rWscC/AU5c/HYkSdNopHMWVfXdocfuqvoD4MLxtiZJmhajHoZaMzT7IgZ7GgfzXRiSpMPYqH/wPzw0/TSDb7l756J3I0maSqNeDfWL425EkjS9Rj0M9ZsLLa+qKxenHUnSNDqYq6FeC2xu878M3AE8OI6mJEnTZdSwOAVYU1VPAiS5HPhyVf37cTUmSZoeo97uYwXwg6H5H7SaJOkIMOqexQ3AHUm+0ObfBlw/lo4kSVNn1Kuhrkjy58DPt9J7qurr42tLkjRNRj0MBfASYH9V/SGwK8lpY+pJkjRlRv1a1cuADwCXttLRwJ+OqylJ0nQZdc/i7cBbgb8HqKpvA8eNqylJ0nQZNSx+UFVFu015kpeOryVJ0rQZNSxuSvInwPFJfh24Bb8ISZKOGN2roZIE+DTwSmA/8DPA71TV1jH3JkmaEt2wqKpKsqWqfg4wICTpCDTqYai7k7x2rJ1IkqbWqGHxOuC2JH+dZEeSe5LsWOgFSTYl2Ztk51DtxCRbkzzYnk9o9SS5OslMe/81Q69Z39Z/MMn6Q/khJUnPz4JhkeSftclzgdOBNzG44+wvteeFXAecd0BtI3BrVa0Gbm3zAOcDq9tjA3BN2/6JwGUMwuos4LLZgJEkLZ3ensWfAVTVI8CVVfXI8GOhF1bV14DHDyiv49l7Sl3P4B5Ts/UbauA2BlddncwgpLZW1eNV9bcMzpkcGECSpDHrhUWGpk9fhO2tqKo9bfo7PHvn2pXAo0Pr7Wq1+erPbTTZkGRbkm379u1bhFYlSbN6YVHzTD9vwx/yW6T3u7aq1lbV2uXLly/W20qS6IfFq5PsT/Ik8Ko2vT/Jk0n2H8L2HmuHl2jPe1t9N3Dq0HqntNp8dUnSElowLKpqWVX9eFUdV1VHtenZ+R8/hO1tBmavaFoPfHGo/u52VdTZwBPtcNXNwDlJTmgnts9pNUnSEhr1y48OWpJPAW8ETkqyi8FVTR9icOuQ9wKPAO9sq28BLgBmgO8D7wGoqseT/B5wZ1vvd6vqwJPmkqQxG1tYVNW75ln05jnWLeDied5nE7BpEVuTJB2kg/nyI0nSEcqwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKlrImGR5OEk9yTZnmRbq52YZGuSB9vzCa2eJFcnmUmyI8maSfQsSUeySe5Z/GJVnVlVa9v8RuDWqloN3NrmAc4HVrfHBuCaJe9Uko5w03QYah1wfZu+HnjbUP2GGrgNOD7JyRPoT5KOWJMKiwL+IsldSTa02oqq2tOmvwOsaNMrgUeHXrur1f4/STYk2ZZk2759+8bVtyQdkY6a0HbfUFW7k/wEsDXJN4cXVlUlqYN5w6q6FrgWYO3atQf1WknSwiayZ1FVu9vzXuALwFnAY7OHl9rz3rb6buDUoZef0mqSpCWy5GGR5KVJjpudBs4BdgKbgfVttfXAF9v0ZuDd7aqos4Enhg5XSZKWwCQOQ60AvpBkdvufrKr/k+RO4KYk7wUeAd7Z1t8CXADMAN8H3rP0LUvSkW3Jw6KqvgW8eo76d4E3z1Ev4OIlaE2SNI9punRWkjSlDAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6jpp0A5oOqzZ+eSLbffhDF05ku5IOjnsWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSp67AJiyTnJXkgyUySjZPuR5KOJIfFh/KSLAM+ArwF2AXcmWRzVd032c70fPlhQOnwcFiEBXAWMFNV3wJIciOwDjAsdEgmFVJaWpP8T8EL7T9Ch0tYrAQeHZrfBbxueIUkG4ANbfZ7SR4YYz8nAX8zxvdfTPY6HvY6Hovaa35/sd5pTlM5rvP8zKP2+lPzLThcwqKrqq4Frl2KbSXZVlVrl2Jbz5e9joe9joe9jsdi9Hq4nODeDZw6NH9Kq0mSlsDhEhZ3AquTnJbkx4CLgM0T7kmSjhiHxWGoqno6ySXAzcAyYFNV3TvBlpbkcNcisdfxsNfxsNfxeN69pqoWoxFJ0gvY4XIYSpI0QYaFJKnLsBhBkoeT3JNke5JtrXZikq1JHmzPJ0yot01J9ibZOVSbs7cMXN1umbIjyZop6PXyJLvb2G5PcsHQsktbrw8kOXeJez01yVeT3Jfk3iTva/WpGtsF+pzWcT02yR1JvtH6/a+tflqS21tfn24XspDkmDY/05avmnCf1yV5aGhcz2z1if5utR6WJfl6ki+1+cUd06ry0XkADwMnHVD7b8DGNr0R+P0J9fYLwBpgZ6834ALgz4EAZwO3T0GvlwP/aY51zwC+ARwDnAb8NbBsCXs9GVjTpo8D/m/raarGdoE+p3VcA7ysTR8N3N7G6ybgolb/Y+A/tOn/CPxxm74I+PSE+7wOeMcc60/0d6v18JvAJ4EvtflFHVP3LA7dOuD6Nn098LZJNFFVXwMeP6A8X2/rgBtq4Dbg+CQnL0mjzNvrfNYBN1bVU1X1EDDD4LYvS6Kq9lTV3W36SeB+BncSmKqxXaDP+Ux6XKuqvtdmj26PAt4EfLbVDxzX2fH+LPDmJJlgn/OZ6O9WklOAC4H/2ebDIo+pYTGaAv4iyV0Z3FYEYEVV7WnT3wFWTKa1Oc3X21y3TVnoD8tSuaTtum8aOpw3Nb223fTXMPjf5dSO7QF9wpSOaztcsh3YC2xlsHfzd1X19Bw9/ajftvwJ4OWT6LOqZsf1ijauVyU55sA+m6Ue1z8A/jPwwzb/chZ5TA2L0byhqtYA5wMXJ/mF4YU12J+bymuQp7m35hrgFcCZwB7gwxPt5gBJXgZ8Dnh/Ve0fXjZNYztHn1M7rlX1TFWdyeBODGcBr5xsR3M7sM8k/wK4lEG/rwVOBD4wuQ4HkvwSsLeq7hrndgyLEVTV7va8F/gCg3/gj83uZrbnvZPr8Dnm623qbptSVY+1X8ofAh/l2UMiE+81ydEM/gB/oqo+38pTN7Zz9TnN4zqrqv4O+Crwrxgctpn9kPBwTz/qty3/J8B3J9Tnee2wX1XVU8D/YjrG9fXAW5M8DNzI4PDTH7LIY2pYdCR5aZLjZqeBc4CdDG43sr6tth744mQ6nNN8vW0G3t2u3DgbeGLokMpEHHBc9+0MxhYGvV7Urtw4DVgN3LGEfQX4GHB/VV05tGiqxna+Pqd4XJcnOb5Nv5jBd9Tcz+CP8TvaageO6+x4vwP4Stujm0Sf3xz6j0IYnAMYHteJ/G5V1aVVdUpVrWJwwvorVfWrLPaYLsVZ+sP5AZzO4OqRbwD3Ar/d6i8HbgUeBG4BTpxQf59icJjhHxkcl3zvfL0xuFLjIwyOEd8DrJ2CXj/eetnR/hGfPLT+b7deHwDOX+Je38DgENMOYHt7XDBtY7tAn9M6rq8Cvt762gn8TqufziC0ZoDPAMe0+rFtfqYtP33CfX6ljetO4E959oqpif5uDfX9Rp69GmpRx9TbfUiSujwMJUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSuv4fzIc5zfHpP5gAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "heart_data[\"glucose\"].plot.hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 343 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5102, + "status": "ok", + "timestamp": 1573719482275, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "fxxiIqeKysQ0", + "outputId": "99c2fba3-5659-4e6d-81c8-89917176081a" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
maleagecigsPerDayBPMedsprevalentStrokeprevalentHypdiabetestotCholsysBPdiaBPBMIheartRateglucoseTenYearCHD
01390.00.0000195.0106.070.026.9780.077.00
10460.00.0000250.0121.081.028.7395.076.00
214820.00.0000245.0127.580.025.3475.070.00
306130.00.0010225.0150.095.028.5865.0103.01
404623.00.0000285.0130.084.023.1085.085.00
50430.00.0010228.0180.0110.030.3077.099.00
60630.00.0000205.0138.071.033.1160.085.01
704520.00.0000313.0100.071.021.6879.078.00
81520.00.0010260.0141.589.026.3676.079.00
914330.00.0010225.0162.0107.023.6193.088.00
\n", + "
" + ], + "text/plain": [ + " male age cigsPerDay BPMeds prevalentStroke prevalentHyp diabetes \\\n", + "0 1 39 0.0 0.0 0 0 0 \n", + "1 0 46 0.0 0.0 0 0 0 \n", + "2 1 48 20.0 0.0 0 0 0 \n", + "3 0 61 30.0 0.0 0 1 0 \n", + "4 0 46 23.0 0.0 0 0 0 \n", + "5 0 43 0.0 0.0 0 1 0 \n", + "6 0 63 0.0 0.0 0 0 0 \n", + "7 0 45 20.0 0.0 0 0 0 \n", + "8 1 52 0.0 0.0 0 1 0 \n", + "9 1 43 30.0 0.0 0 1 0 \n", + "\n", + " totChol sysBP diaBP BMI heartRate glucose TenYearCHD \n", + "0 195.0 106.0 70.0 26.97 80.0 77.0 0 \n", + "1 250.0 121.0 81.0 28.73 95.0 76.0 0 \n", + "2 245.0 127.5 80.0 25.34 75.0 70.0 0 \n", + "3 225.0 150.0 95.0 28.58 65.0 103.0 1 \n", + "4 285.0 130.0 84.0 23.10 85.0 85.0 0 \n", + "5 228.0 180.0 110.0 30.30 77.0 99.0 0 \n", + "6 205.0 138.0 71.0 33.11 60.0 85.0 1 \n", + "7 313.0 100.0 71.0 21.68 79.0 78.0 0 \n", + "8 260.0 141.5 89.0 26.36 76.0 79.0 0 \n", + "9 225.0 162.0 107.0 23.61 93.0 88.0 0 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heart_data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 356 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5093, + "status": "ok", + "timestamp": 1573719482276, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "SDhYfxh-zFBC", + "outputId": "b04eed23-90cb-449a-e10c-6d3d735b8cb8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(heart_data.isnull(), yticklabels=False, cmap=\"viridis\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "UdqzPCCUzy-G" + }, + "outputs": [], + "source": [ + "heart_data[\"totChol\"].replace(to_replace = np.nan, value = 247.0, inplace=True)\n", + "heart_data.drop(\"BPMeds\", axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 352 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5082, + "status": "ok", + "timestamp": 1573719482278, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "B1PGvxCr2J8G", + "outputId": "b35c1abc-1c7f-4193-8dd3-79b32e0709f6" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(heart_data.isnull(), yticklabels=False, cmap=\"viridis\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 252 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5076, + "status": "ok", + "timestamp": 1573719482279, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "2jzFxhpB9qsB", + "outputId": "e46093eb-ed87-4f23-af58-916d9bc10c77" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "male 0\n", + "age 0\n", + "cigsPerDay 0\n", + "prevalentStroke 0\n", + "prevalentHyp 0\n", + "diabetes 0\n", + "totChol 0\n", + "sysBP 0\n", + "diaBP 0\n", + "BMI 0\n", + "heartRate 0\n", + "glucose 0\n", + "TenYearCHD 0\n", + "dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heart_data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 296 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5612, + "status": "ok", + "timestamp": 1573719482826, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "upFpdxcX2c1Q", + "outputId": "e2d9629b-8f28-4f52-d2de-2397cbe3f8ad" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x=\"TenYearCHD\", data=heart_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5606, + "status": "ok", + "timestamp": 1573719482827, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "Rd6vBdka5KdE", + "outputId": "7e1bd9f2-7f42-4c3d-b88d-a8e6757c6d36" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 0, ..., 0, 0, 0], dtype=int64)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X=heart_data.drop(\"TenYearCHD\",axis=1)\n", + "y=heart_data[\"TenYearCHD\"].values\n", + "y" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "4AWVIkoZDSmD" + }, + "source": [ + "# **7. Train and Test**" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 87 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1438, + "status": "ok", + "timestamp": 1573722262363, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "w_T64Ttf6OMu", + "outputId": "13f97532-c844-4467-c8dd-e5aba7a340b6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(150, 4)\n" + ] + } + ], + "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=15)\n", + "from sklearn.linear_model import LogisticRegression\n", + "LogisticRegression()\n", + "clf = LogisticRegression(C=0.01, penalty='l1',solver='liblinear',max_iter=300).fit(X_train,y_train)\n", + "y_pred = clf.predict(X_test)\n", + "from sklearn.metrics import confusion_matrix\n", + "confusion_matrix(y_test,y_pred)\n", + "from sklearn.metrics import accuracy_score\n", + "accuracy=accuracy_score(y_test,y_pred)\n", + "accuracy\n", + "from sklearn.metrics import accuracy_score,recall_score,precision_score,f1_score\n", + "#Normalize the data attributes for the Iris dataset.\n", + "from sklearn.datasets import load_iris\n", + "from sklearn import preprocessing\n", + "# load the iris dataset\n", + "iris = load_iris()\n", + "print(iris.data.shape)\n", + "# separate the data from the target attributes\n", + "X = iris.data\n", + "y = iris.target\n", + "# normalize the data attributes\n", + "normalized_X = preprocessing.normalize(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 134 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5590, + "status": "ok", + "timestamp": 1573719482830, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "t8Rmcxv-oCQm", + "outputId": "e6417f4f-a5c4-490b-f031-2ca45f566931" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy Score : 0.8466981132075472\n", + "Precision Score : 0.5\n", + "Recall Score : 0.007692307692307693\n", + "F1 Score : 0.015151515151515154\n", + "Confusion Matrix : \n", + "[[717 1]\n", + " [129 1]]\n" + ] + } + ], + "source": [ + "print('Accuracy Score : ' + str(accuracy_score(y_test,y_pred)))\n", + "print('Precision Score : ' + str(precision_score(y_test,y_pred)))\n", + "print('Recall Score : ' + str(recall_score(y_test,y_pred)))\n", + "print('F1 Score : ' + str(f1_score(y_test,y_pred)))\n", + "from sklearn.metrics import confusion_matrix\n", + "print('Confusion Matrix : \\n' + str(confusion_matrix(y_test,y_pred)))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5171, + "status": "ok", + "timestamp": 1573722275822, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "Iw2Bg59zFqKX", + "outputId": "16afc6ae-3395-439c-8cf1-1fc4b98cefd7" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "clf = LogisticRegression(C=0.01, penalty='l1',solver='liblinear',max_iter=300)\n", + "grid_values = {'penalty': ['l1', 'l2'],'C':[0.552,.019,0.11,.19,9,15,10,35,25,40]}\n", + "grid_clf_acc = GridSearchCV(clf, param_grid = grid_values,scoring = 'accuracy')\n", + "grid_clf_acc.fit(X_train, y_train)\n", + "\n", + "#Predict values based on new parameters\n", + "y_pred = grid_clf_acc.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "dXfjm0TkDf7r" + }, + "source": [ + "# **8.Accuracy Score**" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1631, + "status": "ok", + "timestamp": 1573722279845, + "user": { + "displayName": "Montu Saw", + "photoUrl": "https://lh3.googleusercontent.com/a-/AAuE7mBRGBpww95BA8TSCucShu8nuVXOPOPqOy6-XE3K=s64", + "userId": "04051579652075114519" + }, + "user_tz": -330 + }, + "id": "kjiRzEmBkOng", + "outputId": "fac15e39-3874-41b0-b5d5-9fb3fb39fc51" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8525943396226415" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy=accuracy_score(y_test,y_pred)\n", + "accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\n", + "The Person does not have a Heart Disease\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\rosha\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\sklearn\\base.py:450: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "input_data = (0,61,0,0,1,0,225,150,28.58,65,103,1)\n", + "\n", + "\n", + "# change the input data to a numpy array\n", + "input_data_as_numpy_array= np.asarray(input_data)\n", + "\n", + "# reshape the numpy array as we are predicting for only on instance\n", + "input_data_reshaped = input_data_as_numpy_array.reshape(1,-1)\n", + "\n", + "clf=LogisticRegression(C=0.01, penalty='l1',solver='liblinear',max_iter=300).fit(X_train,y_train)\n", + "prediction = clf.predict(input_data_reshaped)\n", + "print(prediction)\n", + "\n", + "if (prediction[0]== 0):\n", + " print('The Person does not have a Heart Disease')\n", + "else:\n", + " print('The Person has Heart Disease')" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "ITW.ipynb", + "provenance": [] + }, + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Prediction-of-Cardiovascular-Disease-/framingham (1).csv b/Prediction-of-Cardiovascular-Disease-/framingham (1).csv new file mode 100644 index 000000000..82ae15840 --- /dev/null +++ b/Prediction-of-Cardiovascular-Disease-/framingham (1).csv @@ -0,0 +1 @@ +male,age,education,currentSmoker,cigsPerDay,BPMeds,prevalentStroke,prevalentHyp,diabetes,totChol,sysBP,diaBP,BMI,heartRate,glucose,TenYearCHD 1,39,4,0,0,0,0,0,0,195,106,70,26.97,80,77,0 0,46,2,0,0,0,0,0,0,250,121,81,28.73,95,76,0 1,48,1,1,20,0,0,0,0,245,127.5,80,25.34,75,70,0 0,61,3,1,30,0,0,1,0,225,150,95,28.58,65,103,1 0,46,3,1,23,0,0,0,0,285,130,84,23.1,85,85,0 0,43,2,0,0,0,0,1,0,228,180,110,30.3,77,99,0 0,63,1,0,0,0,0,0,0,205,138,71,33.11,60,85,1 0,45,2,1,20,0,0,0,0,313,100,71,21.68,79,78,0 1,52,1,0,0,0,0,1,0,260,141.5,89,26.36,76,79,0 1,43,1,1,30,0,0,1,0,225,162,107,23.61,93,88,0 0,50,1,0,0,0,0,0,0,254,133,76,22.91,75,76,0 0,43,2,0,0,0,0,0,0,247,131,88,27.64,72,61,0 1,46,1,1,15,0,0,1,0,294,142,94,26.31,98,64,0 0,41,3,0,0,1,0,1,0,332,124,88,31.31,65,84,0 0,39,2,1,9,0,0,0,0,226,114,64,22.35,85,NA,0 0,38,2,1,20,0,0,1,0,221,140,90,21.35,95,70,1 1,48,3,1,10,0,0,1,0,232,138,90,22.37,64,72,0 0,46,2,1,20,0,0,0,0,291,112,78,23.38,80,89,1 0,38,2,1,5,0,0,0,0,195,122,84.5,23.24,75,78,0 1,41,2,0,0,0,0,0,0,195,139,88,26.88,85,65,0 0,42,2,1,30,0,0,0,0,190,108,70.5,21.59,72,85,0 0,43,1,0,0,0,0,0,0,185,123.5,77.5,29.89,70,NA,0 0,52,1,0,0,0,0,0,0,234,148,78,34.17,70,113,0 0,52,3,1,20,0,0,0,0,215,132,82,25.11,71,75,0 1,44,2,1,30,0,0,1,0,270,137.5,90,21.96,75,83,0 1,47,4,1,20,0,0,0,0,294,102,68,24.18,62,66,1 0,60,1,0,0,0,0,0,0,260,110,72.5,26.59,65,NA,0 1,35,2,1,20,0,0,1,0,225,132,91,26.09,73,83,0 0,61,3,0,0,0,0,1,0,272,182,121,32.8,85,65,1 0,60,1,0,0,0,0,0,0,247,130,88,30.36,72,74,0 1,36,4,1,35,0,0,0,0,295,102,68,28.15,60,63,0 1,43,4,1,43,0,0,0,0,226,115,85.5,27.57,75,75,0 0,59,1,0,0,0,0,1,0,209,150,85,20.77,90,88,1 1,61,NA,1,5,0,0,0,0,175,134,82.5,18.59,72,75,1 1,54,1,1,20,0,0,1,0,214,147,74,24.71,96,87,0 1,37,2,0,0,0,0,1,0,225,124.5,92.5,38.53,95,83,0 1,56,NA,0,0,0,0,0,0,257,153.5,102,28.09,72,75,0 1,52,1,0,0,0,0,1,1,178,160,98,40.11,75,225,0 0,42,1,1,1,0,0,1,0,233,153,101,28.93,60,90,0 1,36,3,0,0,0,0,0,0,180,111,73,27.78,71,80,0 0,43,2,1,10,0,0,0,0,243,116.5,80,26.87,68,78,0 0,41,2,1,1,0,0,0,0,237,122,78,23.28,75,74,0 0,52,1,0,0,1,0,1,0,NA,148,92,25.09,70,NA,1 1,54,2,0,0,0,0,0,0,195,132,83.5,26.21,75,100,0 0,53,3,0,0,1,0,1,1,311,206,92,21.51,76,215,1 0,49,2,0,0,0,0,0,0,208,96,63,20.68,65,98,0 0,65,1,0,0,0,0,1,0,252,179.5,114,30.47,90,87,0 1,46,1,1,20,0,0,0,0,261,119,77.5,23.59,75,74,0 0,63,2,1,40,0,0,0,0,179,116,69,22.15,95,75,1 1,36,3,1,20,NA,0,1,0,194,139,93,24.33,80,62,0 0,63,1,1,3,0,0,1,0,267,156.5,92.5,27.1,60,79,1 1,51,4,0,0,0,0,0,0,216,112,66,23.47,90,95,0 0,47,2,1,20,0,0,0,0,237,130,78,19.66,80,75,0 0,62,1,0,0,0,0,0,0,240,145,82.5,28.27,63,75,0 0,39,2,1,20,0,0,0,0,209,115,75,22.54,90,NA,0 0,46,1,1,10,0,0,0,0,250,116,71,20.35,88,94,0 0,54,1,1,9,0,0,0,1,266,114,76,17.61,88,55,0 1,49,1,1,2,0,0,1,0,255,143.5,81,25.65,75,80,0 1,44,2,0,0,0,0,0,0,185,115,69,22.29,65,82,0 0,40,4,1,20,0,0,0,0,205,158,102,25.45,75,87,1 1,56,4,1,20,0,0,0,0,270,121,79,23.58,95,93,0 0,67,1,0,0,0,0,1,0,254,157,89,24.25,60,74,0 1,53,1,1,20,0,0,0,0,220,123.5,75,19.64,78,73,0 0,57,1,1,3,0,0,0,0,235,126.5,80,24.88,83,72,0 1,57,1,0,0,0,0,0,0,220,136,84,26.84,75,64,1 0,63,1,0,0,0,0,1,0,252,154,87,28.6,72,45,0 0,62,1,0,0,0,0,1,1,212,190,99,29.64,100,202,0 1,38,1,1,20,0,0,0,0,223,107,73,23.01,65,78,0 0,47,2,1,20,0,0,0,0,300,112.5,60,20.13,76,83,0 0,52,4,0,0,0,0,0,0,302,110,67.5,23.51,63,87,0 0,63,4,0,0,0,0,0,0,248,164.5,76,29.35,70,NA,0 1,42,3,1,10,0,0,0,0,175,116,72.5,28.61,63,95,0 0,37,NA,0,0,0,0,0,0,200,119,79,33.29,67,87,0 0,41,1,1,20,0,0,1,0,189,150,106,33.8,85,75,0 0,44,2,1,10,0,0,0,0,221,110,76,22.16,64,83,1 0,59,1,0,0,0,0,1,0,258,138.5,85,34.55,65,103,1 0,44,1,0,0,0,0,0,0,202,155,85,24.04,83,68,0 0,44,3,1,20,NA,0,0,0,213,115,72.5,21.16,80,89,0 0,45,1,0,0,0,0,1,0,183,151,101,45.8,80,63,0 1,41,2,1,43,0,0,1,0,274,152,90,30.58,85,65,0 1,60,1,1,20,0,0,1,0,170,179,94,26.52,90,83,0 1,39,2,0,0,0,0,1,0,285,155,110,32.51,84,70,1 0,53,2,0,0,0,0,0,0,210,138,86.5,22.49,88,87,0 0,52,1,1,15,0,0,0,0,170,124,78,26.03,75,82,0 0,61,1,0,0,0,0,1,0,210,182,101,29.35,70,83,0 0,36,2,1,15,0,0,0,0,197,113,72.5,22.73,70,65,0 0,62,1,0,0,0,0,0,0,261,138,82,23.89,65,77,0 0,61,2,1,1,0,0,1,0,326,200,104,38.46,57,78,0 1,41,4,1,43,0,0,0,0,252,124,86,28.56,100,70,0 1,41,2,0,0,0,0,0,0,274,121,61.5,25.42,80,76,0 1,53,1,1,20,0,0,0,0,188,138,89,18.23,60,75,0 1,39,2,1,15,0,0,0,0,256,132.5,80,24.8,75,97,0 0,51,1,0,0,0,0,0,0,244,102,71.5,27.38,71,77,0 0,66,1,0,0,0,0,1,0,311,154,80,28.55,60,104,0 1,60,4,1,30,0,0,0,0,243,126,79,28.57,80,65,1 0,65,3,0,0,0,0,0,0,193,123,76.5,29.33,60,96,0 0,63,4,1,20,0,0,0,1,239,134,80,26.64,88,126,0 0,40,2,0,0,0,0,0,0,205,100,60,NA,60,72,1 0,56,1,0,0,0,0,1,0,296,180,90,23.72,75,120,0 0,56,1,1,15,0,0,0,0,269,121,75,22.36,50,66,0 0,47,2,1,20,0,0,0,0,220,132.5,87,27.98,65,75,0 0,60,3,0,0,0,0,1,0,275,141,84,29.66,75,105,0 0,45,3,1,9,0,0,0,0,268,110,64,20.68,63,71,0 0,48,1,0,0,0,0,1,0,265,145,77,24.23,74,64,0 0,42,1,1,20,0,0,0,0,173,100,63,23.25,65,99,0 0,63,1,0,0,0,0,0,0,273,135,82,26.76,85,56,0 0,42,4,0,0,0,0,0,0,250,115,79,26.93,65,79,0 1,40,1,1,43,0,0,1,0,290,138,90,27.54,85,73,1 0,66,1,0,0,0,0,1,0,278,187,88,40.52,90,84,1 1,49,1,1,20,0,0,0,0,197,123,69,29.62,76,60,0 0,67,1,0,0,0,0,1,0,264,139,80,25.75,75,87,0 1,51,3,0,0,0,0,1,0,214,145,92.5,26.09,70,NA,0 1,48,4,0,0,0,0,0,0,233,138,88.5,23.62,86,68,0 0,64,1,0,0,0,0,1,0,282,158,105,24.37,75,71,0 0,41,1,0,0,0,0,1,0,265,136,98,42.15,90,NA,0 1,50,1,0,0,0,0,1,0,257,127,82,32.23,75,117,1 1,60,1,0,0,0,0,1,0,278,160.5,96,26.4,55,75,1 0,37,2,1,5,0,0,0,0,185,100,68,18.38,70,72,0 1,36,4,0,0,0,0,0,0,210,112,85.5,21.93,71,77,0 1,50,3,1,40,0,0,1,0,175,157,88,25.09,88,85,0 0,39,4,0,0,0,0,0,0,241,105,75,26.12,68,87,0 0,46,1,1,3,0,0,0,0,237,112,70,20.2,75,62,0 1,66,3,0,0,0,0,0,0,288,109,71,29.29,80,80,0 0,46,1,0,0,0,0,1,0,200,135,97,36.81,100,97,0 0,55,2,0,0,0,0,1,0,183,158,86,24.45,70,102,0 1,41,2,0,0,0,0,0,0,223,112.5,80,29.44,75,58,0 1,44,2,0,0,0,0,0,0,244,128,77,25.95,75,90,0 1,38,4,0,0,0,0,0,0,235,118,77,25.87,60,82,0 1,43,1,1,15,0,0,0,0,210,115,77.5,25.1,70,68,0 0,41,2,0,0,0,0,0,0,213,112,73,24.81,62,74,0 1,53,1,1,30,0,0,0,0,244,106,67.5,21.84,88,65,0 1,43,4,1,NA,0,0,0,0,222,109.5,69,25.5,75,NA,0 1,59,2,1,30,0,0,0,0,303,134,89,24.07,78,75,0 0,56,2,1,20,0,0,0,0,246,128,64,25.54,92,92,0 0,50,3,1,15,0,0,0,0,150,121,84,28.69,75,88,0 1,46,1,1,30,0,0,0,0,270,131,81,26.4,75,83,0 0,43,2,0,0,0,0,0,0,266,131,81,24.03,100,94,0 1,61,2,0,0,0,0,0,0,246,124,70,25.63,55,78,1 0,41,3,1,30,0,0,1,0,187,154,100,20.5,66,78,1 1,49,4,1,NA,0,0,0,0,256,127.5,81.5,28.21,93,85,1 0,55,1,0,0,0,0,0,0,286,138,82,24.27,80,90,1 1,43,1,1,40,0,0,0,0,240,100,72.5,24.3,70,65,0 1,40,3,0,0,0,0,0,0,154,117.5,72.5,26.82,80,87,0 0,57,1,0,0,0,0,1,0,266,151,95,38.39,96,109,1 0,56,1,1,3,0,0,1,0,279,136,94,32.99,50,102,0 1,48,4,0,0,0,0,1,0,293,149,100,31.61,87,76,1 0,59,1,1,1,0,0,1,0,259,141,86,25.97,70,86,0 0,47,3,0,0,0,0,1,0,219,153,98,22.02,80,92,0 1,64,4,0,0,0,0,0,0,210,123,81,26.49,60,75,1 0,54,1,0,0,0,0,1,0,230,180.5,106.5,28.92,72,64,0 0,64,1,0,0,0,0,0,0,320,130,77,26.24,70,74,0 0,61,1,0,0,0,0,0,0,220,142,93,23.37,80,79,0 0,61,1,0,0,0,0,0,0,312,136.5,76,31.13,71,85,1 0,66,1,0,0,0,0,1,0,214,212,104,25.32,57,84,1 0,38,3,1,3,1,0,1,0,NA,125,80,22.79,98,NA,0 1,39,1,1,40,0,0,0,0,209,134,82,28.34,70,75,0 0,58,2,0,0,0,0,1,0,195,153,80.5,23.36,60,73,0 0,49,1,0,0,0,0,1,0,265,150,77.5,21.83,96,107,0 0,49,3,0,0,1,0,1,0,254,191,124.5,28.35,78,54,0 0,46,3,0,0,0,0,0,0,165,108,81,24.19,80,72,0 0,36,3,1,20,0,0,0,0,159,121.5,73,20.41,72,75,0 1,41,4,1,20,1,0,1,0,244,139,86,30.77,60,67,0 0,47,2,0,0,0,0,0,0,174,118,86.5,26.15,110,86,0 1,57,2,1,1,0,0,0,0,242,102,61,23.5,70,82,0 1,50,1,0,0,0,0,0,0,301,117.5,80,28.04,60,72,0 0,62,1,0,0,0,0,1,0,266,173,89,42,62,75,0 1,39,2,0,0,0,0,0,0,167,109,78,21.19,68,71,0 0,37,4,1,40,0,0,0,0,205,110,78,24.43,80,75,0 1,48,1,1,20,0,0,0,0,210,109,77,24.12,73,79,1 0,46,2,1,20,0,0,1,0,197,144,78,22.51,72,60,0 0,52,1,0,0,0,0,0,0,235,129.5,83,28.86,65,79,1 1,38,2,0,0,0,0,0,0,220,122,80.5,21.66,73,77,0 0,50,2,1,20,0,0,0,0,265,110,74,25.26,80,88,0 0,39,3,1,12,0,0,0,0,200,111,64,19.24,68,60,0 0,55,1,1,4,0,0,0,0,308,124,76,27.23,75,68,0 1,62,1,1,20,0,0,1,0,245,158,86.5,26.51,90,74,0 0,60,3,0,0,0,0,1,0,325,182,106,27.61,80,77,1 0,61,1,1,20,0,0,0,0,229,122,83,25.45,78,61,0 0,39,1,1,5,0,0,0,0,236,117.5,71,27.27,77,74,0 0,42,1,1,15,0,0,0,0,214,110,67,22.54,80,75,0 0,37,1,0,0,0,0,0,0,300,112,60,23.67,81,75,0 1,42,3,1,10,0,0,0,0,225,128,82,26.79,70,85,0 1,36,1,1,40,0,0,0,0,215,118,76,18.99,96,97,0 0,53,1,1,15,0,0,0,0,225,128,77,23.95,80,78,0 1,67,NA,0,0,0,0,0,0,257,125,67.5,25.95,65,69,0 0,52,2,0,0,0,0,1,0,216,158,98,24.53,70,86,0 0,45,4,1,15,0,0,0,0,224,117,74.5,16.75,68,87,0 1,56,1,0,0,0,0,1,0,215,138,97,30.76,68,69,1 1,42,2,1,20,0,0,0,0,216,125,86.5,23.25,65,57,0 0,55,1,0,0,0,0,0,0,245,144.5,83.5,28.96,72,65,0 1,38,2,1,20,0,0,1,0,253,133,92,28.82,80,63,1 1,56,1,1,30,0,0,0,0,241,109,70,20.12,62,87,1 1,61,1,0,0,0,0,0,0,235,127,81,28.63,56,90,0 1,45,3,1,40,NA,0,0,0,278,135,84,23.79,75,79,1 0,42,3,0,0,0,0,0,0,464,128,87,22.9,72,72,1 0,49,2,1,9,0,0,0,0,226,106,71,22.89,85,57,0 1,48,1,1,10,0,0,0,0,308,117,76,30.85,65,54,1 0,55,2,1,9,0,0,0,0,248,157,82.5,22.91,89,83,0 0,58,2,1,5,0,0,0,0,215,170,86,29.06,75,98,0 1,60,1,0,0,0,0,0,0,240,137,84,29.51,82,88,0 0,38,2,0,0,0,0,0,0,171,111,68,18.76,90,83,0 1,53,4,1,30,0,0,0,0,189,110,67.5,23.59,60,63,0 1,52,2,1,15,0,0,0,0,240,94,66.5,22.93,70,88,0 1,41,1,1,40,0,0,0,0,239,119.5,70,29.79,70,NA,0 0,37,4,1,20,0,0,0,0,186,135,91,21.48,66,84,0 1,42,2,0,0,0,0,0,0,227,144,78,23.75,62,97,1 0,64,1,0,0,0,0,1,0,273,155,86,27.53,100,91,0 0,56,1,1,20,0,0,0,0,212,117.5,72.5,27.3,75,75,0 0,67,2,0,0,0,0,0,0,249,128,68,25.81,70,87,1 1,43,2,1,30,0,0,0,0,185,125,65,20.65,96,76,0 1,45,4,1,18,0,0,0,0,176,124,84,20.27,77,75,0 1,61,1,0,0,0,0,0,0,239,143,80,25.74,48,NA,0 0,66,1,0,0,0,0,1,0,285,166,98,26.04,95,132,0 0,34,NA,0,0,0,0,0,0,163,107,71,23.88,73,80,0 0,52,3,0,0,0,0,0,0,254,126.5,93,26.79,75,65,0 1,45,1,1,43,0,0,1,0,191,139.5,75,22.3,77,NA,0 0,43,3,0,0,0,0,0,0,263,115,82.5,25.91,105,NA,0 1,49,1,1,30,0,0,0,0,237,114,85.5,28.57,88,92,0 0,57,2,0,0,0,0,0,0,175,123,72,22.37,77,74,0 0,48,2,0,0,0,0,0,0,196,96,70,22.72,60,68,0 0,36,2,1,20,0,0,0,0,150,117.5,77.5,23.71,50,74,0 0,38,2,1,9,0,0,0,0,180,124,66,29.29,85,68,0 0,60,1,0,0,0,0,0,0,242,130,70,29.17,65,84,0 0,40,2,0,0,0,0,0,0,173,106,82,23.05,85,83,0 0,43,1,0,0,0,0,0,0,257,160,85,21.95,100,84,0 1,53,2,0,0,0,0,0,0,193,142,89,29.56,70,78,0 1,54,1,1,43,0,0,0,0,243,135,92,31.3,90,65,1 1,56,3,0,0,0,0,1,0,239,177.5,98,29.44,82,105,1 0,50,1,0,0,0,0,0,0,273,131,93,27.61,80,94,0 1,46,4,0,0,0,0,1,0,220,136.5,99.5,27.78,80,70,0 0,53,1,0,0,0,0,1,0,303,128,91,27.35,60,77,1 0,59,2,0,0,0,0,0,0,310,129,70,23.29,80,70,0 1,48,2,0,0,0,0,0,0,232,112.5,79,28.62,85,100,0 0,48,1,0,0,0,0,0,0,164,159,90,26.73,80,63,0 1,54,1,1,20,0,0,0,0,245,128,74,24.85,72,75,1 0,36,1,1,3,0,0,0,0,135,108,74,22.53,73,75,0 1,59,4,1,20,0,0,1,0,265,155,85,27.06,88,75,0 0,55,1,0,0,0,0,0,0,291,124,85,26.89,75,80,0 0,55,3,1,1,0,0,0,0,273,122,84,27.15,75,97,1 1,40,3,1,43,0,0,0,0,238,129,88,26.32,95,60,0 1,65,4,0,0,0,0,0,0,207,139,88,24.04,80,73,0 1,65,1,1,15,0,0,1,0,219,148,90,29.35,77,97,1 0,45,3,0,0,0,0,0,0,246,134,81,21.99,85,76,0 0,40,2,1,20,0,0,0,0,197,124,76,18.06,90,69,0 1,63,4,1,30,0,0,0,0,260,130.5,82,20.12,65,72,0 1,46,1,1,30,NA,0,1,0,253,147,85,30.62,100,75,0 0,61,3,0,0,0,0,1,0,189,133,83,22.82,87,NA,1 0,40,2,1,20,0,0,0,1,NA,114,65,21.19,61,NA,1 1,55,2,1,5,0,0,0,0,342,107.5,73,21.97,54,74,0 0,60,1,1,20,0,0,0,1,180,200,122.5,44.27,88,150,0 1,38,1,1,20,0,0,0,0,268,117,83,33.61,72,NA,0 0,58,3,0,0,0,0,1,0,287,144,84,21.81,69,68,0 0,39,1,0,0,0,0,0,0,182,109,70,20.59,72,66,0 1,61,1,0,0,0,0,0,0,224,124,74,21.9,55,75,0 1,51,4,1,15,0,0,0,0,238,125,80,19.36,60,66,0 0,60,1,0,0,1,1,1,0,252,189,110,28.77,54,70,0 1,36,4,0,0,0,0,1,0,212,168,98,29.77,72,75,0 1,39,1,1,30,0,0,0,0,300,139,90,30.96,73,107,0 0,42,1,0,0,0,0,0,0,165,108,72.5,24.85,82,87,0 0,60,1,0,0,0,0,1,0,352,197.5,105,36.29,75,95,1 1,52,3,0,0,0,0,1,1,240,146,89,24.59,64,73,0 1,47,1,1,20,0,0,0,0,284,137,91,27.33,73,61,0 0,46,1,0,0,0,0,0,0,219,150,81,25.43,69,93,0 1,64,1,0,0,0,0,1,0,217,147,87,29.73,77,NA,0 1,57,1,0,0,0,0,1,0,176,134,97,38.14,68,94,0 1,45,2,0,0,0,0,0,0,203,107.5,72.5,22.32,75,83,0 1,45,1,1,9,0,0,1,0,265,156.5,86,24.15,75,76,1 0,55,1,0,0,0,0,1,0,219,140,93,27.78,75,70,0 1,41,2,0,0,0,0,0,0,245,134,98,24.26,85,78,0 0,50,2,0,0,0,0,0,0,312,125,85,27.07,88,94,0 0,54,1,0,0,0,0,1,0,273,139,98,29.06,110,73,1 0,57,2,1,1,0,0,1,0,254,174,84.5,24.22,90,76,0 1,62,4,0,0,0,0,0,0,273,129,83,25.49,63,70,0 0,43,4,0,0,0,0,0,0,213,100,70,20.06,68,NA,0 0,46,1,0,0,0,0,0,0,254,136,87,31.24,88,80,0 0,53,2,1,20,0,0,0,0,262,127.5,86,24.11,87,73,0 1,52,1,0,0,0,0,0,0,215,129,80,29.29,70,87,0 0,67,1,0,0,0,0,1,0,302,147,92,25.23,80,87,1 0,42,2,0,0,0,0,0,0,185,127.5,91,23.78,67,59,0 0,45,3,0,0,0,0,0,0,129,109,69,22.36,75,NA,0 0,51,2,0,0,0,0,0,0,284,132,78,21.94,68,94,1 0,60,3,0,0,0,0,0,0,325,123,79,25.82,63,85,0 0,35,2,0,0,0,0,0,0,208,122.5,72.5,22,65,NA,0 0,39,4,0,0,0,0,0,0,260,100,74.5,20.51,96,66,0 1,68,1,0,0,0,0,1,1,164,142,85,30.28,70,120,1 0,54,2,0,0,0,0,0,0,270,98,64,22.02,67,75,0 0,38,2,0,0,0,0,0,0,186,105,57,21.1,85,68,0 1,39,2,0,0,0,0,0,0,258,105,69,24.1,52,79,0 0,36,2,1,5,0,0,0,0,228,111,68,23.86,88,68,0 1,36,4,1,30,0,0,0,0,155,126,72,25.14,50,70,0 0,44,3,0,0,0,0,0,0,270,131.5,76,22.19,68,113,0 1,48,4,0,0,0,0,0,0,323,116,72,26.22,69,99,0 0,54,4,1,20,0,0,0,0,242,125,76,22.16,70,87,0 0,45,NA,1,30,0,0,0,0,203,131,85,23.47,94,70,0 0,47,1,1,25,0,0,1,1,258,195,90,NA,86,NA,1 1,41,2,1,40,0,0,0,0,310,117.5,80,26.74,80,78,0 1,51,3,0,0,0,0,0,0,245,124,69,21.52,85,NA,0 0,34,3,1,10,0,0,0,0,206,101,63,21.5,75,66,0 1,41,2,0,0,0,0,0,0,173,130,80,28.39,65,61,0 0,62,2,0,0,1,0,1,0,283,130,80,35.2,75,83,0 1,38,1,0,0,0,0,0,0,319,121,86,29.77,72,77,0 0,48,3,0,0,0,0,0,0,230,129,84.5,24.73,78,NA,0 0,55,1,0,0,0,0,0,0,220,117.5,84,26.2,90,NA,0 0,55,1,0,0,0,0,0,0,282,158.5,81,30.24,54,70,0 0,46,2,1,20,0,0,0,0,188,97,65,21.17,68,60,0 1,36,NA,1,20,0,0,1,0,304,118,90,32.63,71,80,1 0,52,NA,0,0,0,0,0,0,268,109,70,23.74,75,78,0 1,49,1,1,20,0,0,0,0,221,101,61,23.94,75,79,0 0,39,3,1,20,0,0,0,0,269,97,64,23.09,82,67,0 0,54,2,0,0,0,0,0,0,288,137.5,77.5,22.19,68,NA,0 0,47,3,0,0,0,0,0,0,250,114,77,24.16,80,93,0 1,62,1,1,20,0,0,1,1,194,151.5,88,21.61,75,105,1 1,39,1,1,20,0,0,0,0,258,110,65,19.97,65,85,0 1,45,1,1,5,0,0,0,0,272,140,94,27.87,61,79,0 0,39,2,0,0,NA,0,0,0,242,113,85,25.54,85,104,0 0,46,1,1,30,0,0,0,0,219,107,69,21.4,66,NA,0 0,63,1,1,20,0,0,0,0,260,168,98,21.05,85,73,0 1,41,2,0,0,0,0,1,0,270,157,101,33.11,75,75,0 1,44,3,1,15,0,0,0,0,340,125,78,26.41,56,90,0 0,37,NA,1,20,0,0,0,0,223,115,72,22.71,76,63,0 1,44,1,1,20,0,0,0,0,197,118,81,17.44,70,75,0 1,49,2,1,40,0,0,1,0,240,148,85,29.69,65,68,0 0,53,2,1,20,0,0,0,0,240,131,82,24.22,66,80,0 0,51,3,1,4,0,0,0,0,220,112,74,31.23,88,66,0 1,43,3,0,0,0,0,0,0,200,133,78,26.72,55,71,0 0,60,3,0,0,0,0,0,0,328,127,70,22.36,75,63,1 1,39,2,1,20,0,0,0,0,222,97.5,57.5,23.22,73,64,0 1,56,1,1,60,0,0,0,0,246,125,79,29.64,70,85,0 0,59,1,0,0,0,0,1,0,246,189,111,19.88,90,85,1 0,56,1,0,0,0,0,0,0,280,123,77,27.96,65,NA,0 0,43,1,1,1,0,0,0,0,186,120,72,24.33,80,86,0 0,48,1,1,1,0,0,0,0,197,101,67,21.35,88,100,0 0,61,1,0,0,0,0,0,0,311,110,78.5,29.04,71,77,0 0,55,2,0,0,1,0,1,0,368,204,94,25.2,100,81,0 1,39,1,1,20,0,0,1,0,220,145,99,26.5,73,90,0 0,42,3,1,30,0,0,0,0,218,126,87,22.5,75,73,0 1,51,1,1,30,0,0,0,0,241,126.5,78.5,29.91,85,70,1 0,54,1,0,0,0,0,0,0,219,143.5,89,28.47,73,96,0 0,52,2,0,0,0,0,1,0,225,157.5,80.5,24.36,79,NA,0 0,64,1,0,0,0,0,1,0,312,160,82,27.59,140,94,0 0,58,1,0,0,0,0,1,0,200,158,101,23.06,85,77,1 0,42,1,1,20,0,0,0,0,237,105,75,23.85,70,87,0 0,41,4,1,15,0,0,0,0,207,111,60,18.48,60,76,0 1,43,4,1,25,0,0,0,0,245,126,88.5,23.16,92,NA,1 0,63,1,1,20,0,0,0,0,238,136,66,20.2,60,92,1 0,46,2,0,0,0,0,0,0,259,138,88,25.11,65,NA,0 0,53,2,0,0,1,0,1,0,250,144,98,28.78,90,78,0 1,41,1,1,20,0,0,0,0,238,128,86,26.09,80,72,0 0,53,2,1,10,0,0,0,0,276,130,86,27.09,75,56,0 0,59,1,0,0,0,0,0,0,339,110,69,26.89,75,73,0 0,45,3,0,0,0,0,1,0,231,157.5,104.5,22.86,75,92,0 1,49,2,1,5,0,0,0,0,187,110,67,19.26,78,85,0 1,41,1,1,30,0,0,0,0,198,106,71,21.51,85,84,0 1,39,1,1,30,0,0,0,0,196,121,83,25.38,90,68,0 1,50,2,1,40,0,0,0,0,225,137,89.5,25.77,70,91,0 0,58,2,1,5,0,0,0,0,177,114,72.5,24.77,87,NA,0 1,53,1,0,0,0,0,1,0,202,140.5,90,25.82,85,74,0 0,54,2,1,3,0,0,1,1,231,127.5,83,21.31,70,115,0 0,40,3,1,20,0,0,0,0,210,118,79,21.21,130,84,0 1,51,1,1,30,0,0,1,0,230,171,112,25.08,95,88,1 1,40,2,1,20,0,0,0,0,283,146,95,23.27,80,64,1 0,38,3,1,10,0,0,0,0,203,100,70,22.73,63,80,0 0,48,4,0,0,0,0,0,0,200,118,78,24.53,63,98,0 0,46,1,1,15,0,0,0,0,244,98,57,24.01,84,95,1 1,59,2,1,15,0,0,0,0,212,106,66,26.46,85,117,0 1,37,2,0,0,0,0,0,0,218,130,89,22.7,77,88,0 1,40,3,1,35,0,0,0,0,185,133,80,21.86,63,58,0 1,59,1,0,0,0,0,0,0,282,114,67,28.04,58,79,1 1,46,1,1,30,0,0,0,0,198,128,85,29,75,77,0 0,67,1,0,0,0,0,1,0,248,215,105,22.91,90,97,1 0,40,2,0,0,0,0,0,0,290,122,85,24.06,87,70,0 1,55,4,0,0,0,0,1,0,239,159,102,32.35,75,71,1 0,52,1,0,0,0,0,0,0,245,145,89,25.02,90,80,0 0,42,2,1,20,0,0,0,0,200,95,55,23.68,60,83,0 0,54,4,0,0,1,0,1,0,201,156,93,27.91,80,70,0 0,58,3,1,3,0,0,0,0,290,155,82.5,29.5,85,113,1 0,45,2,1,20,0,0,0,0,285,116,87,23.85,65,55,1 1,67,1,0,0,0,0,0,0,203,122,74,15.54,96,79,0 1,68,2,1,10,0,0,0,0,250,109,73,24.68,72,66,0 0,61,3,0,0,0,0,1,0,290,170,98,26.98,80,84,0 0,55,4,0,0,0,0,0,0,258,123,89,31.35,85,84,0 0,42,2,0,0,0,0,1,0,246,125,80,29.02,100,98,0 0,53,1,0,0,0,0,1,0,174,165,93,27.45,108,NA,0 1,39,1,1,30,0,0,1,0,220,135,85,27.17,70,81,0 1,40,1,1,35,0,0,0,0,195,122.5,66.5,19.98,60,72,0 1,39,2,0,0,0,0,0,0,235,120,80,27.23,62,87,0 0,63,2,0,0,0,0,1,0,223,178,88.5,27.18,85,91,0 0,55,3,0,0,0,0,1,0,308,124,87,31.82,75,84,0 0,39,2,0,0,0,0,0,0,167,127.5,86.5,28.28,72,82,0 0,39,2,1,20,0,0,0,0,185,111,67,23.87,70,87,0 1,51,1,1,20,0,0,0,0,240,146.5,83,25.62,83,140,0 0,54,1,0,0,0,0,0,0,245,117,76,26.64,65,76,1 0,48,3,0,0,0,0,0,0,310,124,74,25.94,70,73,0 1,51,1,1,20,0,0,0,0,300,134,86.5,24.76,90,81,0 0,65,2,0,0,0,0,1,0,256,149,96,29.75,90,80,1 0,65,2,0,0,NA,0,1,0,270,165,98,21.66,62,92,1 1,39,3,0,0,0,0,0,0,202,136.5,79,24.35,73,60,0 0,47,2,1,3,0,0,0,0,155,122.5,77.5,21.34,65,78,0 1,59,1,1,43,0,0,0,0,207,132.5,66,26.84,65,76,1 1,66,1,0,0,0,0,1,0,276,159,82,31.42,90,65,0 1,56,NA,1,25,0,0,0,0,255,138,80,23.44,67,79,0 1,41,3,0,0,0,0,0,0,215,113,68,25.13,65,87,0 0,41,2,0,0,0,0,0,0,277,113.5,75,29.73,63,90,0 0,41,1,0,0,0,0,0,0,179,116,67,18.58,73,68,0 1,45,4,1,20,0,0,0,0,226,119,75,25.34,70,66,0 1,37,1,1,20,0,0,0,0,245,138,84,27.45,67,76,0 0,43,3,0,0,0,0,1,0,240,141,91,29.25,78,65,0 0,46,2,0,0,0,0,1,0,184,188,123,34.36,90,NA,0 1,41,2,0,0,0,0,0,0,218,137,86,25.52,60,88,0 1,44,1,1,10,0,0,1,0,229,177.5,120,39.88,104,78,0 1,36,3,0,0,0,0,0,0,174,131,86,26.23,75,64,0 0,60,3,0,0,0,0,1,0,285,156,100,23.02,80,85,0 0,46,NA,1,20,0,0,0,0,212,122.5,75.5,23.51,67,103,0 0,44,1,0,0,0,0,0,0,175,135,81,26.38,71,NA,0 0,55,2,1,3,0,0,1,0,323,197,118,27.51,80,112,0 0,61,1,1,15,0,0,0,0,206,130,80,21.93,72,82,0 1,45,1,1,20,0,0,0,0,246,111,72,21.79,75,118,0 0,45,2,0,0,0,0,1,0,304,148,106,22.98,98,72,0 1,37,3,1,30,0,0,0,0,243,128,84,27.47,80,NA,0 0,52,1,1,25,0,0,0,0,235,119,82,24.25,77,79,0 0,46,2,0,0,0,0,0,0,232,90,60,19.2,60,82,0 1,44,1,0,0,NA,0,0,1,190,122,81,36.12,70,143,0 0,42,2,1,15,0,0,0,0,177,112.5,70,20.62,86,83,0 0,58,3,0,0,0,0,1,0,188,160,120,35.58,88,85,0 0,38,2,1,15,0,0,0,0,176,110,80,24.03,100,113,0 0,51,3,1,10,0,0,0,0,234,98,68,18.8,79,NA,1 0,64,1,0,0,0,0,0,0,268,135,74,30.18,76,83,0 0,53,3,1,14,0,0,0,0,252,120,74,21.14,68,NA,0 0,59,1,0,0,0,0,0,0,242,134,86,27.49,65,NA,0 1,65,NA,0,0,0,0,0,0,NA,152.5,97.5,28.35,65,73,0 0,40,2,0,0,0,0,0,0,195,109.5,72,22.36,70,85,0 0,57,1,0,0,0,0,0,0,197,96,64,18.59,60,77,0 0,48,1,1,10,0,0,1,0,268,117.5,80,36.11,72,67,0 0,45,2,0,0,0,0,1,0,226,180,99,45.79,110,NA,0 1,40,4,1,30,0,0,0,0,212,120,80,24.01,65,57,0 1,43,2,1,40,0,0,1,0,220,165,105,31.07,75,114,0 1,54,1,0,0,0,0,1,0,224,170,102,29.18,72,NA,0 1,45,1,1,30,0,0,0,0,240,141,89,25.01,95,76,0 1,36,2,1,20,0,0,0,0,226,124,76,25.84,75,70,0 1,63,1,0,0,0,0,0,0,237,113,80,27.61,90,71,0 0,33,3,1,15,0,0,0,0,199,116,81,21.61,75,93,0 0,56,1,0,0,0,0,1,0,206,140,87,27.72,60,85,0 0,43,4,1,20,0,0,0,0,265,107,68,21.08,90,95,0 0,60,1,0,0,0,0,0,1,260,95.5,59,25.94,90,160,0 1,44,3,0,0,0,0,0,0,243,146,91,26.72,80,104,0 1,61,4,1,10,0,0,0,0,258,130,70,24.35,67,78,0 1,61,1,0,0,0,0,1,0,182,209,133,30.77,65,75,0 1,46,4,1,45,0,0,0,0,209,112.5,65,27.48,75,78,0 1,38,4,1,10,0,0,0,0,168,113,69.5,23.68,58,NA,1 0,48,3,1,10,0,0,0,0,266,115,75,31.16,75,90,0 0,55,3,0,0,0,0,0,0,210,112,76,20.53,71,65,0 0,50,2,1,8,0,0,0,1,292,132,82,22.54,80,110,0 0,46,4,0,0,0,0,0,0,190,107.5,80,25.13,72,75,0 0,47,1,0,0,0,0,0,0,234,127.5,83.5,27.65,85,89,0 0,44,1,0,0,0,0,0,0,173,136.5,77.5,26.62,66,72,0 0,44,3,1,15,0,0,0,0,198,112,68,22.17,70,NA,0 0,41,2,1,20,0,0,0,0,208,119,82,25.25,73,NA,0 1,55,1,0,0,0,0,0,0,227,129,81,26.57,55,74,0 0,47,2,1,10,1,0,1,0,186,150,85,22.53,62,93,0 0,48,4,1,9,0,0,0,0,195,109,71,21.1,73,65,0 0,40,2,1,15,0,0,0,0,284,124,83,27.9,75,71,0 0,35,2,1,15,0,0,0,0,177,110,70,25.71,65,84,0 0,49,1,0,0,0,0,0,0,305,135,89,25.04,62,117,0 1,38,2,1,30,0,0,1,0,195,146,104,29.6,75,80,0 1,50,1,0,0,0,0,1,0,227,152,99,29.46,78,115,0 1,38,2,1,40,0,0,1,0,245,154,95.5,30.02,92,87,0 0,57,3,1,15,0,0,0,0,250,125,74,21.08,80,72,0 1,53,1,1,50,0,0,0,0,306,127,82.5,31.22,72,NA,0 0,44,2,1,10,0,0,0,0,152,110,64,25.71,75,83,0 0,47,1,0,0,0,0,1,0,222,162.5,92.5,23.45,78,80,0 1,56,1,0,0,0,0,0,0,243,134,86,25.94,81,66,0 1,61,1,0,0,1,0,1,1,270,177.5,95,28.15,62,123,1 0,38,NA,1,1,0,0,0,0,300,122,84,27.26,96,68,0 1,56,1,0,0,0,0,0,0,252,107,66,25.11,60,72,0 1,46,2,1,20,0,0,0,0,235,150,96.5,27.22,94,78,0 1,53,3,1,15,0,1,0,0,161,116,74.5,19.82,80,90,0 1,49,1,0,0,0,0,0,0,168,127,74,27.38,63,85,0 0,46,3,1,15,0,0,0,0,247,125,80,21.51,60,80,0 0,37,2,1,20,0,0,0,0,250,138,90,19.56,96,74,0 1,50,1,0,0,0,0,1,0,219,145,100,26.26,78,108,0 0,51,4,1,9,0,0,1,0,320,145,85,24.03,75,98,0 0,64,1,0,0,0,0,1,0,253,295,135,38.82,92,70,1 1,44,2,1,20,0,0,1,0,319,158,90,29.15,89,100,1 1,37,2,0,0,0,0,0,0,176,125,80,26.75,72,65,0 0,62,1,0,0,0,0,0,0,239,126,81,29.35,95,70,0 1,54,2,1,40,0,0,0,0,230,145,90,25.72,75,85,1 0,39,2,0,0,0,0,0,0,190,120,80,27.16,70,85,0 0,47,3,1,5,0,0,0,0,196,134,86,26.2,71,NA,0 0,44,1,1,5,0,0,1,0,181,150,101,23.74,95,86,0 0,51,2,0,0,0,0,0,0,220,98,64.5,21.14,80,79,0 0,41,2,1,5,0,0,0,0,220,108.5,80,20.18,94,NA,0 1,63,4,0,0,0,0,0,0,207,130,72,26.76,68,81,0 0,46,3,1,10,0,0,0,0,269,134,78,26.8,105,104,0 1,40,4,1,43,0,0,1,0,258,135,93,31.69,75,57,0 1,56,3,1,20,0,0,0,0,340,134,89.5,21.91,50,72,1 1,44,1,1,20,0,0,0,0,277,114,81,27.51,62,76,0 1,51,2,1,13,0,0,0,0,245,137,76,22.26,83,73,0 1,45,3,1,30,0,0,1,0,233,151,95,29.17,78,95,0 1,56,4,0,0,0,0,0,0,258,111,68.5,24.04,60,70,0 0,60,NA,0,0,0,0,0,0,215,113,71,26.69,77,NA,0 0,40,3,1,10,0,0,0,0,210,103,71,24.4,73,68,1 0,52,1,0,0,0,0,0,0,248,155,93,23.09,75,70,0 0,64,1,0,0,0,0,0,0,251,132,82,28.87,70,82,0 1,38,NA,1,25,0,0,1,0,210,145.5,87,24.67,72,89,0 0,50,3,0,0,0,0,1,0,258,144,88,24.19,100,83,0 0,41,3,1,11,0,0,0,0,201,108,71,20.47,76,75,0 1,57,4,0,0,0,0,1,0,303,160.5,98.5,25.84,81,100,0 0,51,3,1,5,0,0,0,0,248,139,81,31.16,68,95,0 0,50,1,0,0,0,0,0,0,296,134.5,89,24.91,63,76,0 0,46,3,1,20,0,0,0,0,218,115.5,62,23.48,65,77,0 0,53,2,0,0,0,0,0,0,235,132,84,30.1,80,63,0 0,54,1,0,0,0,0,1,0,255,132.5,81,26.77,82,NA,0 0,65,2,0,0,0,0,1,0,240,155,84,29.93,92,91,1 0,58,1,0,0,0,0,0,0,234,137.5,89.5,24.25,58,72,0 1,56,1,1,20,0,0,0,0,278,133,84,22.67,85,96,0 1,46,1,1,20,0,0,0,0,269,135,95,26.55,75,92,0 1,64,1,0,0,0,0,0,0,203,130,78,28.66,72,70,0 1,43,2,1,20,0,0,1,0,243,155,100,24.89,80,63,0 1,35,2,1,20,0,0,0,0,231,122,72.5,22.78,72,93,0 1,46,2,1,30,0,0,0,0,216,107,73,31.46,100,NA,0 0,59,3,0,0,0,0,0,0,271,117.5,65,19.77,70,89,1 0,50,4,0,0,0,0,0,0,261,129,80,23.06,85,90,0 1,62,4,1,40,0,0,1,0,203,148,96,30.84,70,95,1 0,53,3,1,9,0,0,0,0,210,132,84.5,27.08,110,84,1 1,52,1,1,25,0,0,1,0,206,173,117,29.63,75,77,1 0,57,2,0,0,0,0,0,0,301,119,80,24.79,58,73,0 0,46,3,1,1,0,0,0,0,241,130,82,34.84,62,93,0 1,49,1,1,15,0,0,0,0,215,122.5,76,27.17,58,61,0 1,47,3,1,25,0,0,0,0,261,105,74,20.57,85,75,0 0,65,3,0,0,0,0,0,0,266,120,73,24.33,63,69,0 0,41,2,0,0,0,0,0,0,237,125,83,24.56,73,61,0 0,61,1,0,0,0,0,1,0,217,189,121,37.41,85,100,0 0,41,1,1,4,0,0,0,0,176,113,75,22.29,80,55,0 0,53,2,0,0,0,0,0,0,370,123,83,24.64,63,74,1 1,36,1,0,0,0,0,1,0,182,145,102,30.92,72,70,0 1,43,1,0,0,0,0,0,0,245,105,59.5,30.55,85,77,0 1,37,3,1,20,0,0,0,0,292,130,85,28.07,91,81,0 0,62,2,0,0,0,0,1,0,246,171,101,23.88,75,78,0 1,64,2,0,0,0,0,0,0,193,114,79,16.59,75,64,0 0,40,3,1,20,0,0,0,0,247,125,83,22.55,85,80,0 0,49,2,1,20,0,0,0,0,229,118.5,76.5,21.42,76,NA,0 0,49,3,0,0,1,0,1,0,300,131,88,26.85,70,73,1 0,46,2,0,0,0,0,0,0,213,115,72.5,19.98,80,107,0 1,47,2,1,18,0,0,1,0,439,145,74,22.42,100,90,1 0,38,3,0,0,0,0,0,0,171,110,71,21.8,82,78,0 1,39,1,1,5,0,0,1,0,227,132,92,26.47,63,74,0 1,43,2,1,35,0,0,0,0,207,117,65,24.42,60,100,0 0,43,1,0,0,0,0,0,0,145,112,83,22.36,90,70,0 1,50,3,1,30,0,0,0,0,210,121.5,78,26.29,88,77,0 1,48,1,0,0,0,0,1,0,245,144,96.5,32.58,75,77,0 1,45,1,0,0,0,0,0,0,258,114,80,26.6,80,68,0 0,55,1,1,20,0,0,1,0,233,128,94,36.62,80,95,1 0,61,1,1,5,0,0,1,0,243,149,77,22.73,86,NA,0 1,53,1,0,0,0,0,1,0,240,174.5,103,29.82,81,74,1 0,50,1,1,20,0,0,1,0,213,140,82,22.18,64,72,0 0,40,2,0,0,0,0,0,0,242,110,75,16.69,58,68,0 0,50,2,0,0,0,0,0,0,214,129,76,26.39,80,75,0 1,56,2,0,0,0,0,1,0,241,130,85,25.79,68,78,0 0,44,3,1,10,0,0,0,0,250,136.5,83.5,21.33,70,95,1 0,37,4,1,20,0,0,0,0,240,120,79,23.09,75,80,0 0,42,3,0,0,0,0,0,0,188,122.5,75,24.56,89,68,0 0,54,1,0,0,0,0,0,0,275,113.5,75.5,19.63,66,78,0 0,39,2,0,0,0,0,1,0,252,128,93,30.36,105,63,0 0,38,2,0,0,0,0,0,0,227,117.5,77.5,30.24,85,NA,0 1,42,4,0,0,0,0,0,0,253,116,72,21.96,60,88,0 0,55,1,0,0,0,0,0,0,278,125,80,26.27,64,78,0 1,60,4,0,0,0,0,0,0,232,165,77,29.23,69,57,1 0,66,2,1,15,0,0,1,0,NA,188,108.5,20.49,90,NA,0 0,34,2,0,0,0,0,0,0,189,108,66,20.81,78,88,0 0,44,3,1,15,0,0,0,0,242,135,89,23.29,70,77,0 0,49,3,1,3,0,0,0,0,247,121,82,29.07,72,69,0 1,50,1,0,0,0,0,1,0,230,133,91,25.74,72,70,0 0,47,2,0,0,0,0,0,0,223,120,74,20.27,80,76,0 0,63,4,0,0,0,0,1,0,263,150,96.5,24.85,72,75,1 0,39,3,1,30,0,0,1,0,277,148,100,24.12,85,72,0 1,43,1,1,43,0,0,0,0,215,122,76,26.84,85,74,0 0,59,2,0,0,0,0,1,0,320,182,98,30.28,88,NA,1 0,37,2,1,30,0,0,0,0,NA,115,79,28.41,85,NA,0 1,41,2,1,10,0,0,0,0,210,121.5,82.5,23.27,78,89,0 1,59,1,0,0,0,0,0,0,300,163,78,28.83,53,95,1 0,51,1,0,0,0,0,1,0,287,139,92,37.48,75,74,1 1,62,1,1,3,0,0,0,0,234,117,80,26.97,78,67,0 0,51,2,1,18,0,0,1,0,176,146,94,27.42,80,85,0 0,46,4,1,5,0,0,0,0,240,125,74,22.89,87,76,0 1,37,1,0,0,0,0,0,0,300,118.5,85.5,25.83,68,82,0 0,60,1,0,0,0,0,1,1,258,142,87,32.53,82,145,0 1,52,2,1,20,0,0,0,0,215,98,65,20.87,68,76,0 1,40,2,1,30,0,0,0,0,197,116,73,24.01,80,83,0 0,52,1,1,3,0,0,1,0,210,185,114,27.01,70,83,0 0,45,1,0,0,0,0,0,0,220,126,82,23.87,79,90,0 0,60,2,1,20,1,0,1,0,294,220,118,24.22,90,59,0 0,41,1,1,5,0,0,0,0,210,116,75.5,23.54,67,NA,0 1,39,4,1,15,0,0,0,0,232,115,72.5,30.22,90,105,1 0,46,1,1,5,0,0,0,0,220,123,88,32.49,94,79,1 0,40,3,1,1,0,0,0,0,205,125,73.5,20.68,83,99,0 1,44,1,0,0,0,0,0,0,198,119,82,28.04,75,66,0 1,38,2,0,0,0,0,0,0,208,121.5,74,27.05,53,90,0 1,60,3,0,0,0,0,1,0,276,144,78,26.98,60,88,0 0,42,3,1,15,0,0,0,0,216,120,70,21.93,88,88,0 1,44,2,0,0,0,0,1,0,254,123,90,24.44,66,72,0 0,47,2,1,15,0,0,0,0,246,113,75,21.66,68,68,0 0,55,1,0,0,0,0,0,0,330,103,73,24.5,85,67,0 1,48,1,1,15,0,0,0,0,170,132,91,27.61,78,57,1 0,61,1,1,20,0,0,1,0,245,140,73,30.74,90,91,1 1,62,1,1,23,0,0,1,0,286,164,88,19.53,85,126,1 0,64,2,1,9,0,0,1,0,250,145,79,25.16,73,86,0 1,46,3,1,20,0,0,0,0,270,120.5,78,22.54,83,83,1 0,54,1,0,0,0,0,1,0,287,145,91,23.81,68,83,0 1,42,1,1,35,0,0,0,0,218,116,86,17.81,85,69,0 0,41,1,1,30,0,0,0,0,NA,122.5,80,18.86,105,NA,0 1,55,2,1,15,0,0,1,0,222,155,92.5,28.35,67,68,1 0,35,2,0,0,0,0,0,0,170,98.5,69.5,19.64,71,77,0 0,40,2,0,0,0,0,0,0,197,107,61,23.65,80,80,0 1,44,2,1,20,0,0,0,0,157,108,70,20.56,60,82,0 0,52,2,1,20,0,0,0,0,244,127.5,72.5,24.29,67,118,0 0,63,4,0,0,0,0,0,0,252,120.5,75,24.3,78,77,0 1,39,2,0,0,0,0,0,0,203,117.5,77.5,27.29,88,60,0 0,51,3,1,3,0,0,1,0,398,161,96,23.63,77,83,0 1,59,2,0,0,0,0,1,0,207,148,98,25.63,80,93,0 0,51,1,1,20,0,0,0,0,264,139.5,89,29.38,70,76,1 1,67,1,0,0,0,0,0,0,214,127.5,80,22.11,69,84,1 0,47,2,1,20,0,0,0,0,272,127.5,87.5,22.35,80,72,0 0,64,NA,0,0,0,0,0,0,293,116,80,26.81,80,87,1 1,50,3,1,3,0,0,0,0,200,105,68,23.3,65,68,0 1,63,3,1,20,0,0,1,0,269,180,101,24.42,72,84,1 0,39,2,0,0,0,0,0,0,250,123,92.5,29.23,90,71,0 1,38,1,1,10,0,0,0,0,219,115,71,24.58,65,93,0 0,42,1,1,30,0,0,0,0,187,96,67,24.23,72,84,0 1,38,2,1,5,0,0,0,0,243,130.5,85.5,19.53,85,79,0 0,52,2,1,20,0,0,0,0,190,117,75,21.48,67,67,0 1,60,4,1,3,0,0,1,0,267,168.5,108,26.67,108,83,0 1,41,2,1,5,0,0,0,0,218,129.5,93,27.8,58,83,0 0,41,2,1,20,0,0,0,0,195,148,108,18.21,76,69,0 0,56,1,1,5,0,0,0,0,266,134.5,78.5,30.78,79,84,0 0,38,2,1,20,0,0,0,0,229,117.5,67.5,23.47,78,80,0 0,63,2,0,0,0,0,1,0,264,176,99,23.62,65,65,0 0,42,4,1,7,0,0,0,0,273,111,73,19.27,60,89,0 0,40,2,0,0,0,0,0,0,162,109,71,20.99,66,85,0 1,51,1,0,0,0,0,0,0,250,125,80,26.98,67,108,0 0,60,2,1,3,0,0,0,0,314,141,93,25.23,105,94,0 1,40,2,1,30,0,0,0,0,219,131,85.5,31.96,77,74,0 1,34,2,1,25,0,0,0,0,250,119,77,29.04,63,80,0 0,40,2,0,0,0,0,0,0,230,123.5,81,27.91,95,65,0 0,54,4,0,0,0,0,1,0,195,163.5,103,26.89,56,80,0 1,36,4,0,0,0,0,0,0,194,117,90,27.08,73,87,0 0,39,1,1,3,0,0,0,0,273,116,86,28.73,75,NA,0 1,38,2,0,0,0,1,0,0,224,127.5,81,20.39,80,90,0 1,37,4,0,0,0,0,0,0,166,128.5,83,26.81,58,108,0 0,39,1,1,20,0,0,0,0,160,128.5,74.5,20.56,60,83,0 0,60,1,0,0,0,0,1,0,238,134,84,27.49,80,66,0 0,58,3,1,20,0,0,0,0,281,134,81,22.54,58,74,0 0,56,1,1,18,0,0,0,0,292,111,70,23.17,72,74,0 0,50,1,1,30,0,0,0,0,203,128.5,82,18.99,55,84,0 1,57,1,1,10,0,0,1,0,250,148,91,27.6,88,103,0 0,41,1,1,5,0,0,0,0,240,107,68.5,23.47,65,83,0 1,40,3,1,20,0,0,0,0,193,129,73,19.11,76,80,0 1,51,1,1,20,0,0,0,0,243,130,86.5,29.86,85,74,1 1,43,4,1,30,0,0,0,0,292,121,75,21.73,84,82,0 0,36,1,0,0,0,0,0,0,200,112,76,26.03,75,62,0 0,64,1,0,0,0,0,0,0,295,127,78,22.89,67,73,0 1,50,4,1,43,1,0,1,0,255,126.5,92.5,25.35,90,74,0 0,51,1,0,0,0,0,0,0,197,126,86,24.16,75,NA,0 0,49,2,0,0,0,0,1,0,285,138,91,25.94,83,84,0 0,59,2,1,20,0,0,1,0,206,167,89.5,25.83,72,75,1 0,62,1,0,0,0,0,1,0,300,205.5,104.5,32.19,94,117,0 0,56,4,1,1,1,0,1,0,289,150,92,25.68,85,84,0 0,57,1,0,0,0,0,0,0,287,136,92,26.24,65,71,0 1,48,1,1,20,0,0,0,0,253,118.5,73,26.25,69,70,0 0,38,1,1,15,0,0,0,0,199,112,68.5,23.88,85,67,0 0,49,1,0,0,0,0,1,0,262,145,81,23.1,75,83,0 0,65,2,0,0,0,0,0,0,355,138,79,28.38,75,108,0 1,42,1,1,20,0,0,0,0,223,115,70,24.58,72,81,0 1,45,4,1,30,0,0,0,0,307,110,78,28.57,68,69,0 0,58,1,1,20,0,0,0,0,NA,126,77,30.08,78,NA,0 1,38,1,1,15,0,0,0,0,220,119.5,85.5,31.39,70,85,0 0,53,3,0,0,0,0,1,0,156,141.5,95,39.6,80,NA,0 0,48,2,0,0,0,0,0,0,240,119,80,31.67,60,79,0 1,58,4,1,30,0,0,0,0,234,167.5,95,27.73,71,66,0 1,60,1,1,3,0,0,0,0,239,130,78,28.36,60,99,0 0,36,2,0,0,0,0,0,0,165,110,75.5,26.13,86,NA,0 0,55,1,0,0,0,0,0,0,225,136.5,85.5,20.56,60,90,0 1,54,1,0,0,0,0,1,0,267,148,92.5,26.58,75,98,1 1,45,4,1,5,0,0,1,0,227,166,102,29.32,58,85,0 0,64,1,0,0,0,0,1,0,300,144,80,25.81,75,102,0 0,49,3,1,1,0,0,0,0,248,137,79,21.6,85,74,0 0,45,2,0,0,0,0,1,0,215,152.5,82,25.92,100,75,0 1,48,2,0,0,0,0,0,0,215,127,81,24.87,76,76,0 0,45,3,1,20,0,0,0,0,156,119,83,22.02,68,78,0 0,57,2,0,0,0,0,0,0,289,125,74,18.64,66,69,0 1,64,1,1,18,0,0,1,0,219,172.5,75,29.29,NA,91,1 0,60,2,1,15,0,0,1,0,236,183,107,25.45,86,NA,0 1,50,1,1,20,0,0,0,0,329,126,84,21.45,65,65,0 0,58,2,0,0,0,0,1,0,270,145,95,23.17,77,120,0 1,40,4,1,30,0,0,1,0,267,146,93.5,27.47,87,89,0 0,38,NA,1,20,0,0,0,0,199,117,78.5,18.18,90,73,0 0,54,2,1,5,0,0,0,0,272,132.5,91,23.09,70,78,1 0,39,2,0,0,0,0,0,0,195,105,70,26.97,80,64,0 0,46,1,1,20,0,0,0,0,203,117,68,21.5,110,85,0 0,60,3,1,10,0,0,0,0,212,186,102,23.06,80,60,0 1,62,1,0,0,1,0,1,0,190,183,93,28.96,90,77,0 0,60,1,0,0,0,0,0,0,222,118,73,24.48,75,90,0 1,40,1,0,0,0,0,0,0,206,110,67.5,25.88,62,80,0 0,54,1,1,1,0,0,0,0,262,136,86,23.28,75,69,0 0,47,3,0,0,0,0,0,0,294,109,72.5,28.59,82,77,0 1,58,1,1,20,0,0,0,0,251,135,85.5,21.24,88,103,0 0,45,3,0,0,0,0,0,0,231,107.5,57.5,NA,81,NA,0 0,51,1,0,0,0,0,1,0,160,140.5,84,26.28,76,122,0 1,47,1,1,30,0,0,0,0,143,114,79,26.59,69,72,1 0,35,2,1,30,0,0,0,0,245,148,84,23.74,60,73,0 1,44,1,1,40,0,0,0,0,200,120,80,31.44,68,74,0 1,50,4,1,25,0,0,0,0,215,134,80,29.98,67,75,0 1,57,1,1,43,0,0,1,0,185,134,90.5,27.77,87,103,0 1,39,2,1,20,0,0,0,0,212,107.5,67.5,27.43,87,77,0 1,41,2,1,20,0,0,0,0,255,126,78,25.48,80,76,0 0,47,4,0,0,0,0,0,0,230,119,87,29.23,75,NA,0 0,45,1,0,0,0,0,0,0,211,127.5,80,27.05,72,68,1 1,49,2,1,20,0,0,1,0,212,141,99,25.94,60,70,0 0,38,2,1,1,0,0,0,0,200,124,84,20.67,80,75,0 0,59,1,0,0,0,0,0,0,278,141,79,26.45,70,94,0 0,38,NA,1,5,0,0,0,0,190,121,79,25.59,90,84,0 0,39,2,1,20,0,0,0,0,240,120,80,24.79,81,75,0 1,59,1,1,60,0,0,1,0,298,153.5,105,25.05,70,84,0 1,64,1,0,0,0,0,0,0,271,134,79,24.95,106,90,0 0,51,2,0,0,1,0,1,0,283,152,99,31.63,62,73,0 1,57,1,0,0,0,0,1,0,241,163.5,93,31.68,80,67,0 0,40,3,0,0,0,0,0,0,251,135,87,31.6,75,80,0 1,62,4,1,20,0,0,0,0,292,130,77.5,24.75,72,72,0 0,53,3,0,0,0,0,0,0,245,103,68,21.8,60,63,0 0,37,1,1,20,0,0,0,0,168,117,74,21.51,67,77,0 0,48,3,0,0,0,0,0,0,197,107,73,19.78,63,76,0 0,40,3,0,0,0,0,0,0,152,122,78,18.92,65,80,0 0,51,1,0,0,0,0,1,0,225,155,92.5,23.84,72,63,0 0,48,1,1,5,0,0,0,0,296,117,73,24.59,70,78,0 1,64,1,1,8,0,0,0,0,211,120,75,18.7,52,61,0 1,44,1,1,30,0,0,0,0,334,131,74,28.82,80,77,1 0,64,1,0,0,0,0,1,0,241,144,84,30.93,80,66,0 1,41,2,1,20,0,0,1,0,196,147.5,92.5,22.72,75,71,0 1,48,NA,0,0,0,0,0,0,222,113,71.5,30.5,78,80,0 1,49,4,0,0,1,0,1,0,215,183,114.5,29.25,85,90,1 1,39,2,1,20,0,0,0,0,188,120,74,26.48,65,80,0 0,61,1,1,6,0,0,1,0,290,178,91,28.87,110,80,0 0,58,1,0,0,0,0,0,0,229,128,76,32.49,68,75,0 1,52,2,0,0,0,0,1,0,196,126,80,22.32,104,74,0 0,48,4,1,3,0,0,0,0,249,132,78,23.1,70,137,0 0,45,3,1,15,0,0,0,0,210,127,76.5,21.67,83,72,0 0,66,1,0,0,0,0,1,0,232,175,94,29.84,95,67,1 1,44,2,1,20,0,0,1,0,205,160,108,22.92,83,76,0 1,60,1,0,0,0,0,0,0,245,119,82,28.56,70,89,0 1,42,2,0,0,0,0,1,0,249,142.5,90,26.14,59,82,0 1,42,1,0,0,0,0,0,0,160,100,73,22.56,64,93,0 0,67,1,0,0,1,0,1,0,251,192,102,44.09,55,62,0 0,63,2,0,0,0,0,0,0,207,127,75,22.26,70,77,0 1,62,2,0,0,0,0,0,0,214,110,62.5,23.8,77,95,1 1,50,2,0,0,0,0,0,0,296,129,85,25.86,56,106,1 0,63,1,0,0,0,0,0,0,250,117.5,75,25.88,75,91,0 0,45,3,0,0,0,0,0,0,222,121,78.5,24.58,78,NA,0 0,41,2,1,10,0,0,0,0,193,134.5,83,22.28,85,127,0 0,44,3,1,9,0,0,0,0,226,114,83,24.16,80,NA,0 0,53,1,1,9,0,0,0,0,278,131,87,33.38,63,74,1 1,53,2,0,0,0,0,1,0,254,160,92,25.61,60,80,0 0,38,2,1,9,0,0,0,0,196,127,80,24.6,74,NA,0 0,42,3,1,10,0,0,0,0,192,96.5,71,26.03,61,68,0 1,47,4,1,9,0,0,0,0,184,107,66.5,16.87,65,70,0 0,58,1,0,0,0,1,1,1,267,157,94,33.32,92,205,1 1,45,3,0,0,0,0,0,0,162,125,89,27.98,85,83,0 1,50,4,1,9,NA,0,0,0,296,119,90,23.55,75,69,1 1,55,1,1,20,0,0,1,0,220,180,108,23.59,82,90,0 1,67,1,1,15,0,0,1,0,204,185,100,22.69,75,114,1 1,56,1,1,1,0,0,0,0,280,147,94,28.3,63,85,0 0,37,3,0,0,NA,0,0,0,145,105,73,23.44,58,80,0 1,38,2,1,20,0,0,0,0,180,123,69,22.7,72,70,0 0,63,4,0,0,0,0,1,0,210,148,85.5,24.01,76,88,1 1,40,2,1,15,0,0,0,0,246,141,102,26.17,85,67,0 0,45,2,0,0,0,0,0,0,262,133,83,22.19,76,92,1 0,54,2,0,0,0,0,0,0,193,118,84,24.9,70,82,0 0,67,1,0,0,0,0,1,0,218,160,100,20.5,88,71,0 0,39,3,0,0,0,0,0,0,152,114,66.5,24.56,70,71,0 0,41,3,0,0,0,0,0,0,239,123,70,20.2,65,NA,0 1,34,1,1,10,0,0,0,0,210,120,85,24.39,68,NA,0 0,40,1,1,20,0,0,0,0,220,120,75,19.32,78,NA,0 0,46,3,1,20,0,0,0,0,253,118,82,19.7,100,70,0 1,35,3,1,40,0,0,0,0,175,112,62.5,21.03,73,69,1 1,48,NA,0,0,0,0,1,0,202,138,96,27.97,68,85,0 1,47,3,1,20,0,0,1,0,177,150,101,28.96,75,60,0 0,43,2,1,15,0,0,0,0,199,137,81,21.85,70,72,1 1,52,1,1,1,0,0,0,0,211,118.5,82.5,24.83,76,80,0 1,45,3,0,0,1,0,1,0,258,126,82,27.18,72,70,0 1,42,3,1,25,0,0,0,0,256,121.5,74,23.59,70,115,1 0,56,1,0,0,0,0,0,0,207,133,76,23.42,62,85,0 1,63,1,0,0,0,0,1,0,260,159.5,91,27.01,68,66,0 0,52,3,0,0,0,0,0,0,272,118.5,69,18.98,70,75,0 1,46,1,1,20,0,0,1,0,208,164,107,20.63,63,70,1 1,49,4,1,40,0,0,0,0,222,118.5,82,28.47,88,87,0 0,44,1,0,0,0,0,0,0,219,129,90,33.47,88,73,0 1,42,2,0,0,0,0,0,0,228,130,92,24.86,85,76,0 0,64,2,1,2,1,0,1,0,230,177,110,28.91,90,113,0 0,59,2,1,15,0,0,1,0,167,156,104,15.96,72,45,1 0,59,4,0,0,NA,0,1,0,240,195,118,23.82,80,73,0 1,54,2,0,0,0,0,0,0,175,116,78.5,25.82,94,67,0 1,57,3,1,40,0,0,0,0,280,117,80,26.56,75,60,0 0,53,1,1,20,0,0,0,0,242,127,79,19.64,70,74,0 0,35,2,1,20,0,0,0,0,231,150,90,23.09,83,72,0 0,46,1,0,0,0,0,1,0,238,162,87.5,26.95,100,93,0 0,40,2,0,0,0,0,0,0,314,124,86.5,26.79,70,66,0 1,47,2,0,0,0,0,1,0,219,132,91,27.93,75,80,1 1,49,3,1,3,0,0,0,0,219,130,82,24.35,60,65,0 0,58,3,0,0,0,0,0,0,326,120,70,24.69,63,68,0 1,54,1,1,20,0,0,1,0,255,142,93,22.17,75,118,0 0,47,2,1,10,0,0,0,0,191,125,72.5,23.81,75,85,0 0,60,1,1,5,0,0,1,0,239,164,94.5,25.01,92,89,0 1,53,4,0,0,0,0,0,0,292,112.5,82.5,25.04,67,82,0 1,66,1,0,0,0,0,0,0,233,108,66,25.16,75,72,0 0,35,2,0,0,0,0,0,0,254,95,57,24.55,61,NA,0 1,59,2,0,0,0,0,1,0,237,153.5,85,28.45,51,NA,0 1,36,4,0,0,0,0,1,0,237,142,82,27.5,53,87,0 1,37,1,1,15,0,0,0,0,231,135,79,28.46,73,67,0 1,49,2,1,5,0,0,0,0,260,111,70,24.24,75,87,0 1,44,2,1,20,0,0,0,0,225,128,82,26.79,82,85,0 1,41,4,0,0,0,0,0,0,210,124,79,25.26,85,91,0 0,43,NA,1,20,0,0,0,0,276,127.5,85,25.09,85,74,0 1,37,2,0,0,0,0,0,0,205,129,86,27.27,60,76,0 0,55,1,0,0,0,0,1,0,305,168,82,26.45,72,78,0 0,62,2,1,30,0,0,0,0,NA,153,60,27.47,60,NA,0 0,36,1,1,15,0,0,0,0,178,102.5,65,20.87,75,94,0 0,37,2,1,10,0,0,0,0,217,110,78.5,32.26,110,84,0 0,47,2,1,20,0,0,0,0,328,134,87,22.34,92,99,0 1,50,3,0,0,0,0,0,0,232,127.5,85,25.09,75,79,0 1,68,1,1,10,0,0,0,0,261,122,70,26.37,96,60,0 1,44,2,1,30,0,0,0,0,217,126,85,28.49,65,68,0 0,53,4,0,0,0,0,0,0,240,133.5,82.5,40.58,70,NA,0 0,42,1,0,0,0,0,0,0,197,105,84,25.75,70,67,0 0,50,2,0,0,0,0,1,0,173,147,90,24.06,63,85,0 1,35,1,1,40,0,0,1,0,265,167.5,104.5,26.59,102,NA,0 0,53,1,0,0,0,0,1,1,248,200,140,43.3,107,130,1 0,59,1,0,0,0,0,1,0,NA,153.5,89.5,26.08,71,113,0 1,57,2,1,20,0,0,0,0,205,127,75,20.55,80,65,1 0,47,2,1,6,0,0,0,0,234,128,91,25.59,80,93,0 1,49,4,1,30,0,0,1,0,240,137,96.5,23.38,75,118,0 1,58,3,0,0,0,0,0,0,266,138,83,30.64,95,100,1 0,55,1,0,0,0,0,0,0,244,133,80,25.01,75,70,0 0,59,1,0,0,0,0,0,0,241,120,73,23.76,60,88,1 1,55,1,0,0,0,0,0,0,207,122,82,24.15,77,74,0 0,43,3,0,0,0,0,0,0,214,121.5,78,26.11,90,82,0 0,46,2,0,0,0,0,0,0,225,116,79,29.21,60,70,0 1,43,2,0,0,0,0,1,0,214,132,84,26.77,65,102,1 0,46,2,0,0,0,0,0,0,304,131.5,78.5,21.02,68,112,0 1,49,1,1,30,0,0,0,0,238,118,66,26.91,90,82,0 0,42,1,0,0,0,0,0,0,241,118.5,80.5,32.36,95,75,0 0,61,2,0,0,0,0,0,0,255,114,70.5,24.79,83,107,0 0,36,2,0,0,0,0,0,0,212,102,69,33.36,55,71,0 1,39,2,1,40,0,0,0,0,207,131,82,24.25,73,83,0 0,48,1,0,0,0,0,0,0,222,119,85,30.46,77,80,0 1,39,4,0,0,0,0,0,0,220,107,76.5,22.45,66,78,0 0,59,2,1,3,0,0,0,0,240,122.5,67.5,25.4,88,81,0 0,48,3,0,0,0,0,0,0,231,131,80,21.14,70,85,0 1,44,1,0,0,0,0,0,0,268,114,83,31.16,75,76,0 1,42,2,1,30,0,0,0,0,256,111,62,21.67,74,74,0 0,44,1,0,0,0,0,0,0,195,118,86,23.09,70,75,0 0,52,1,0,0,0,0,1,0,247,146,88,27.26,69,63,0 1,60,1,1,9,0,0,0,0,166,141,81,19.42,67,101,0 0,35,2,0,0,0,0,0,0,248,107,73,20.64,90,80,0 1,40,2,1,30,0,0,0,0,165,128,83,24.71,69,60,0 0,64,2,1,15,0,0,1,0,283,163,85,21.17,72,68,0 0,53,2,1,10,0,0,1,0,261,136,99,21.02,85,94,0 0,59,2,0,0,1,0,1,0,264,244,124,19.61,76,120,1 0,55,1,0,0,0,0,0,0,273,134,92,32.17,75,67,0 0,58,2,1,30,0,0,0,0,234,113,77,20.68,72,67,0 1,56,2,1,30,0,0,0,0,197,113.5,74,21.03,90,81,1 0,40,2,1,30,0,0,0,0,202,104,76,19.93,70,62,1 1,42,1,0,0,0,0,0,0,163,135,82,25.75,65,77,0 1,48,2,0,0,0,0,0,0,247,131,79,22.12,78,83,0 0,58,2,1,3,0,0,0,0,NA,120,80,29.25,78,75,0 0,38,3,1,15,0,0,0,0,215,129.5,85.5,24.24,75,NA,0 1,65,1,0,0,0,0,0,0,251,127.5,75,26.46,60,74,0 1,52,3,0,0,0,0,0,0,205,122,73,22.73,70,85,0 1,39,2,1,30,0,0,0,0,225,128,86.5,25.13,74,100,0 0,55,1,0,0,0,0,0,0,250,127.5,83.5,30.61,72,73,0 0,64,1,0,0,0,0,1,0,255,153,75,23.39,60,74,1 1,51,1,1,20,0,0,1,0,239,168,102,30.38,82,68,1 1,49,4,0,0,0,0,0,0,264,127.5,81,25.16,76,70,0 1,53,4,1,5,0,0,1,0,232,134,91,25.13,54,75,0 0,47,1,0,0,0,0,0,0,232,113.5,73,28.78,75,77,0 1,52,4,1,20,0,0,1,0,225,156,98,30.93,80,100,1 0,62,1,0,0,0,0,1,0,174,166,89,31.44,83,NA,1 0,50,1,1,20,0,0,0,0,221,112,69,24.07,80,79,0 1,58,1,1,9,0,0,1,0,242,164,85.5,18.84,76,106,0 0,64,1,0,0,0,0,1,0,194,176,97,33.19,68,89,1 1,37,3,0,0,0,0,0,0,238,121,80,28.95,70,67,0 1,57,1,1,10,0,0,1,0,206,141,83,27.98,63,69,0 1,64,4,0,0,0,0,0,0,273,123,73.5,22.3,75,84,1 0,66,1,0,0,1,0,1,0,290,152.5,90,23.63,80,76,0 1,35,2,0,0,0,0,0,0,290,108,72,22.91,55,84,0 1,38,1,1,15,0,0,0,0,180,111,61,21.51,66,75,0 0,39,1,1,20,0,0,0,0,233,126,85,22.89,80,87,0 0,42,1,1,20,0,0,1,0,199,141,92,43.69,80,60,1 1,45,1,1,20,0,0,0,0,255,130,82.5,28.56,82,94,0 0,59,1,0,0,0,0,0,0,249,139,79.5,23.28,94,NA,0 0,57,3,1,20,0,0,0,0,200,108,77,18.55,70,87,0 0,62,2,1,6,0,0,1,0,244,168,102,26.39,76,105,1 1,58,1,1,20,0,0,1,0,255,146,89,27.47,75,73,1 0,51,3,0,0,0,0,0,0,257,128,77,24.94,68,88,0 1,59,2,1,11,0,0,0,0,176,134.5,87,31.76,80,93,0 0,44,1,1,1,0,0,0,0,217,124.5,82,22.36,87,68,0 0,60,1,0,0,0,0,1,1,282,213,94.5,28.58,71,78,0 0,54,3,0,0,0,0,0,0,318,115,81,25.84,95,76,0 1,38,2,1,20,0,0,1,0,309,148,109,30.85,95,NA,0 1,53,1,0,0,0,0,0,0,220,127,76,24.27,75,74,0 0,43,4,1,20,0,0,0,0,201,129,92,24.54,88,63,0 1,64,2,1,40,0,0,0,0,206,126,82,24.35,95,97,0 0,61,1,0,0,0,0,1,0,259,167.5,91.5,29.53,108,85,0 1,39,1,0,0,0,0,0,0,224,108,66,28.57,90,97,0 0,35,3,1,5,0,0,0,0,154,125,75,23.1,110,75,0 0,66,4,0,0,0,0,1,0,273,153,94,25.27,80,76,0 0,53,2,0,0,0,0,0,0,303,117,71,22.01,108,85,0 1,40,1,1,20,0,0,1,0,229,152,103,32.73,85,72,0 0,46,1,1,40,0,0,0,0,253,118,74,26.42,75,64,1 1,47,NA,1,25,0,0,1,0,236,154,93,24.49,94,76,1 1,64,1,0,0,0,0,1,0,205,140,80,32.52,58,NA,0 1,49,1,0,0,0,0,1,0,152,120,90,23.03,77,93,0 0,42,1,1,10,0,0,0,0,194,111,67.5,21.34,73,47,0 0,60,1,1,15,0,0,0,0,353,116,82,22.66,85,71,0 0,56,4,0,0,0,0,0,0,298,115,80,31.11,75,77,0 0,48,1,0,0,0,0,0,0,224,131,92,26.13,68,NA,0 1,39,1,1,30,0,0,1,0,253,159,115,32.66,110,74,0 0,62,1,0,0,0,0,1,0,318,206,98,27.23,84,87,0 0,45,3,1,20,0,0,0,0,196,123,71,20.56,80,76,0 1,61,1,1,20,0,0,1,0,360,157,99,28.74,95,73,0 1,55,1,1,25,0,0,1,0,230,142,74,23.65,72,82,0 1,58,4,1,5,0,0,0,0,243,106,70.5,23.72,60,80,0 0,53,1,1,5,0,0,0,0,247,139,88,23.71,60,53,1 0,37,2,1,20,0,0,0,0,229,111,70,20.24,80,70,0 1,36,2,1,20,0,0,1,0,280,151,96,25.35,78,94,0 0,60,2,0,0,0,0,1,0,335,199,83,24.61,80,90,0 0,53,2,0,0,0,0,1,0,219,184,109,22.73,80,73,1 1,62,1,1,20,0,0,0,0,168,129.5,87,20.56,65,80,0 0,59,1,0,0,0,0,0,0,250,127.5,80,29.16,92,108,1 1,44,1,1,40,0,0,1,0,262,147,103,25.38,68,NA,0 1,43,4,0,0,0,0,1,0,260,129,90,25.29,70,62,0 0,47,2,1,2,0,0,0,0,232,133,86,20.15,72,74,0 0,40,3,0,0,0,0,0,0,240,108,72,17.64,78,NA,0 0,53,2,0,0,0,0,1,0,284,167.5,102.5,31.5,88,87,0 0,47,1,1,40,0,0,1,0,247,160,85,27.05,75,77,0 0,51,2,1,30,0,0,1,0,295,176,99,26.27,82,NA,0 1,48,NA,1,9,0,0,1,0,203,117.5,92,27.75,80,115,0 1,48,1,1,30,0,0,0,0,150,127.5,75,26.6,75,112,0 0,43,3,0,0,0,0,0,0,202,115.5,68,23.33,76,73,0 0,47,3,1,20,0,0,0,0,215,128,85,20.89,75,90,0 0,43,4,0,0,0,0,0,0,229,118,77,25.32,78,103,0 1,56,2,1,20,0,0,1,0,285,198,107,24.87,80,97,1 0,34,2,1,20,0,0,0,0,220,117.5,67.5,20.79,63,86,0 0,47,3,0,0,0,0,0,0,274,127,86,21.93,90,83,0 0,49,2,1,15,0,0,0,0,NA,108,76,19.25,85,102,0 1,66,1,1,30,0,0,0,1,234,114.5,62.5,28.62,75,216,1 0,39,1,1,5,0,0,0,0,170,137.5,77.5,27.35,67,70,0 0,58,4,0,0,0,0,1,0,268,151,98,20.34,72,60,0 1,57,1,1,20,0,0,1,0,257,158.5,107,27.1,66,67,0 0,63,1,0,0,0,0,0,0,252,118,84,25.31,98,82,0 0,53,3,0,0,0,0,1,0,285,160,97,31.31,75,65,0 1,38,2,0,0,0,0,0,0,209,137,82.5,26.69,62,84,0 1,57,1,1,20,0,0,1,0,262,131.5,92,28.3,70,78,0 0,49,2,0,0,0,0,0,0,261,123.5,84,20.94,75,75,0 0,47,2,0,0,0,0,1,0,202,140,82,22.88,75,95,0 0,36,2,1,1,0,0,0,0,160,98,66,25.07,68,73,1 0,42,1,1,9,0,0,0,0,218,109.5,67,23.48,65,71,0 0,39,2,1,15,0,0,0,0,284,115.5,65.5,20.39,64,78,0 1,52,3,1,20,0,0,0,0,265,106,79,26.48,80,163,1 1,64,NA,0,0,0,0,0,0,239,110,70,23.98,65,83,0 0,61,1,0,0,0,0,0,0,210,122,81,22.48,68,97,0 0,54,1,0,0,0,0,1,0,266,137,88,29.76,80,80,0 0,61,1,0,0,0,0,1,0,256,160,109,42.53,81,79,0 1,52,1,1,3,0,0,1,0,199,134,98,27.78,75,89,1 0,38,3,0,0,0,0,0,0,171,125.5,86,26.57,75,71,0 0,51,1,1,30,0,0,0,0,272,133,91,28.5,72,NA,0 0,37,1,1,10,0,0,0,0,205,120.5,67.5,22.89,75,113,0 1,52,3,1,15,0,0,0,0,225,131,74,24.54,65,77,1 1,50,1,1,20,0,0,1,0,272,159,109,31.27,80,68,0 1,60,1,1,20,1,0,1,0,269,170,100,29.59,60,83,1 1,39,1,0,0,0,0,0,0,160,124,90,26.82,50,67,0 1,57,1,1,20,0,0,1,0,158,154,100,24.07,92,70,1 0,64,1,0,0,0,0,1,0,239,132,75,20.67,86,80,0 0,55,NA,1,10,0,0,0,0,196,115,71,22.19,105,85,0 0,45,2,1,2,0,0,0,0,258,111,72,26.24,70,65,0 0,67,1,0,0,0,0,0,0,201,110,77,24.53,65,77,0 0,40,1,0,0,0,0,0,0,340,149,81,28.46,110,99,0 0,48,3,1,5,0,0,0,0,192,135,82.5,32.67,67,69,0 0,53,2,1,10,0,0,0,0,300,127,89,25.46,75,70,1 0,50,1,1,10,0,0,0,0,177,121,67,22.02,71,77,0 1,47,4,0,0,0,0,0,0,194,115,82,28.23,48,76,0 1,42,1,0,0,0,0,0,0,266,139,88,23.61,75,78,0 1,53,2,0,0,0,0,1,0,287,122,80,26.26,77,85,0 1,39,2,0,0,0,0,0,0,247,113,80,28.59,80,82,0 1,39,2,1,30,0,0,0,0,199,124,86,23.39,76,72,0 0,64,1,0,0,0,0,1,0,205,139,92,32.32,70,90,0 0,61,3,1,1,0,0,0,0,310,118,77.5,24.03,90,70,0 0,46,2,0,0,0,0,0,0,270,122,76,21.35,77,88,0 1,47,2,1,9,0,0,0,0,201,122,67,20.12,68,NA,0 1,49,1,1,30,0,0,0,0,199,107.5,71,26.62,70,68,0 0,55,3,0,0,0,0,0,0,255,125,85,22.89,65,81,0 0,57,1,0,0,NA,0,0,0,372,122,80,21.02,65,81,0 0,37,2,0,0,0,0,0,0,159,112,69,26.98,86,NA,0 0,41,2,0,0,0,0,0,0,168,102,64,23.64,60,75,0 1,46,3,0,0,0,0,0,0,216,124,85,29.91,100,103,0 1,60,1,0,0,NA,0,1,0,191,167,105,23.01,80,85,0 0,64,1,0,0,0,0,1,0,263,206,104,26.15,70,91,0 0,43,1,0,0,0,0,0,0,175,117,67,22.36,58,70,0 1,50,1,0,0,0,0,0,0,240,145,94,28.86,60,68,0 0,38,4,0,0,0,0,0,0,220,107,73.5,23.09,61,80,0 0,56,3,0,0,0,0,0,0,310,142,94,31.1,83,65,0 1,53,1,1,20,0,0,1,0,186,167,96.5,25.09,112,113,0 0,51,2,1,1,0,0,0,0,220,142,82.5,21.02,56,78,0 1,42,1,1,30,0,0,0,0,232,111.5,70,28.3,90,80,0 1,58,1,1,1,0,0,0,0,240,148,81,25.67,90,78,0 0,54,2,1,20,0,0,0,0,187,133,88,31.82,75,77,0 1,53,2,0,0,0,0,0,0,213,100,71,23.85,77,75,0 1,58,4,0,0,0,0,0,0,210,132,86,28.92,94,74,0 1,60,1,1,5,0,0,0,0,267,139,84,28.76,75,112,0 1,62,3,0,0,0,0,0,0,332,119.5,74,28.5,68,92,0 1,59,3,0,0,0,0,0,0,236,127,83,26.53,57,86,0 0,53,2,0,0,0,0,1,0,232,147,71.5,25.45,85,74,0 0,42,2,1,10,0,0,0,0,242,100,66,21.85,75,NA,0 1,35,2,0,0,0,0,0,0,242,136.5,95,24.43,75,88,0 0,50,3,0,0,0,0,1,0,224,149,90,29.94,100,85,0 1,36,1,0,0,0,0,1,0,167,155,74,19.42,125,81,0 0,57,1,0,0,0,0,0,0,277,133,84,36.21,62,74,0 1,34,4,0,0,0,0,0,0,227,131.5,84,25.41,60,87,0 1,46,2,0,0,0,0,0,0,217,117.5,77.5,32.4,55,83,0 1,42,2,1,5,0,0,0,0,200,131,88,25.09,81,88,0 1,63,NA,1,10,0,0,0,0,271,131,73.5,30.12,72,107,1 0,65,3,0,0,0,0,0,0,217,140,82,20.5,58,NA,1 0,46,3,0,0,0,0,0,0,197,105.5,67,23.14,60,69,0 1,45,2,1,20,0,0,0,1,279,138,86,30.63,80,144,0 0,60,1,0,0,0,0,0,0,236,126,84,20.34,71,76,0 1,45,4,1,3,0,0,1,0,218,145,90,26.65,76,70,1 0,44,2,0,0,0,0,1,0,187,122,83,30.4,85,75,0 1,39,1,1,20,0,0,1,0,222,141.5,91,27.06,63,73,0 0,42,4,0,0,0,0,0,0,183,111,71,19.78,66,81,0 0,62,3,1,20,0,0,0,0,264,142,90,31.78,95,97,0 1,48,1,0,0,0,0,0,0,270,131,88,27.13,63,55,0 0,55,NA,0,0,0,0,0,0,269,112.5,72.5,23.45,60,80,0 1,45,2,1,20,0,0,0,0,207,117,80,20.17,75,59,0 1,58,1,1,20,0,0,1,0,192,143,98,29.01,90,68,0 0,56,1,1,9,1,0,1,0,285,165,115,24.25,72,116,0 0,55,2,0,0,0,0,1,0,250,161.5,95,27.76,67,83,0 1,57,1,1,30,0,0,0,0,211,122,66.5,20.19,62,57,0 0,65,1,0,0,NA,1,1,0,290,144,64,21.41,58,145,1 1,61,1,0,0,0,0,1,0,201,164.5,93.5,27.73,78,95,1 0,49,1,1,NA,0,0,0,0,280,120,80,22.33,90,75,0 1,42,2,0,0,0,0,1,0,164,141.5,98,32.52,72,76,0 1,50,1,0,0,0,0,0,0,220,124,82,24.54,54,83,0 1,42,4,1,20,0,0,0,0,270,112,77,24.77,73,85,0 1,46,1,1,9,0,0,1,0,346,137,97,29.11,75,82,0 1,53,2,1,20,0,0,1,0,266,163,105,28.04,90,79,1 1,44,2,0,0,0,0,0,0,169,116,62,19.44,53,87,0 0,54,1,0,0,0,0,1,0,237,171.5,105.5,34.25,91,104,0 1,58,2,1,60,0,0,1,0,250,150,97,32,75,65,0 1,67,1,1,9,0,0,0,0,245,126,68,29.04,70,94,1 1,44,1,0,0,0,0,0,0,271,132.5,90,24.06,94,95,0 1,41,2,1,30,0,0,1,0,176,146,88,24.04,78,83,0 0,52,4,0,0,0,0,1,0,240,177,103.5,24.39,86,75,1 0,40,1,0,0,0,0,0,0,187,105,74,23.26,80,69,0 0,55,2,1,3,0,0,0,0,252,108.5,63.5,25.23,80,121,0 0,41,3,1,3,0,0,0,0,140,110,60,23.38,65,82,0 1,40,2,0,0,0,0,0,0,185,102,72,24.08,63,83,0 0,37,4,0,0,0,0,0,0,169,117.5,77.5,28.44,90,NA,0 1,48,2,0,0,0,0,0,0,287,141.5,82,27.88,84,NA,0 1,41,1,0,0,0,0,0,0,324,129.5,92.5,34.99,79,103,0 0,48,2,0,0,0,0,0,0,273,132,85,26.03,70,78,0 0,52,1,0,0,0,0,0,0,245,131,80,32.04,80,81,0 1,53,1,1,10,0,0,1,1,229,146.5,82,27.8,60,172,0 1,52,1,0,0,0,0,0,0,200,114,77,28.28,66,84,0 0,45,NA,1,20,0,0,0,0,215,107,75,22.14,79,105,0 0,65,1,0,0,0,0,0,0,276,124,70,25.61,76,75,1 0,42,NA,1,9,0,0,0,0,165,139,91,26.54,83,83,0 1,48,1,0,0,0,0,0,0,181,153,93,29.34,103,88,0 0,45,1,1,5,0,0,0,0,170,109.5,69,17.38,88,66,0 0,56,NA,1,3,0,0,0,0,289,131,86.5,21.85,76,71,0 0,58,2,0,0,0,0,0,0,190,132,67,23.08,65,70,1 0,54,3,1,20,0,0,0,0,225,131,79,25.91,67,62,0 0,56,3,0,0,1,0,1,0,273,125,83,24.48,65,66,0 0,67,1,0,0,1,0,1,0,263,201,93,30.04,75,78,1 1,55,1,1,35,0,0,0,0,290,120.5,84,25.05,80,90,0 0,59,3,0,0,0,0,1,0,273,145,90,23.94,78,82,0 0,49,2,1,30,0,0,0,0,265,144,86,25.57,82,68,0 0,54,2,0,0,0,0,0,0,279,127,70,23.48,92,79,0 1,45,2,0,0,0,0,0,0,232,122.5,82.5,27.55,74,59,1 0,55,1,1,10,0,0,0,0,346,131,81,22.69,75,77,0 0,46,2,0,0,0,0,0,0,253,118,79,26.61,85,83,0 0,40,2,1,10,0,0,0,0,216,112.5,76.5,27.22,75,77,0 1,44,4,1,4,0,0,1,0,220,135,91,27.23,70,88,0 0,40,1,1,9,0,0,0,0,239,118,78,23.48,85,75,1 0,37,1,0,0,0,0,0,0,261,123,75,26.72,90,85,0 1,47,1,1,30,0,0,0,0,210,112,66,24.58,70,84,1 1,47,2,1,15,0,0,0,0,253,137,87,24.5,80,81,0 1,43,4,1,40,0,0,0,0,263,114,81,25.68,70,74,1 0,53,1,0,0,0,0,0,0,265,137,76,25.46,85,84,0 1,51,1,1,20,0,0,0,0,219,125,71,21.19,77,75,1 0,52,1,1,10,0,0,0,0,246,113.5,66.5,19.47,85,60,0 1,52,1,0,0,0,0,0,0,200,113,76.5,27.22,72,73,0 1,50,4,0,0,0,0,0,0,220,114,78,26.26,79,83,1 0,37,1,1,5,0,0,0,0,279,110,72.5,24.89,67,70,0 0,50,4,0,0,0,0,0,0,274,125,87,21.67,75,73,0 0,38,3,0,0,0,0,0,0,174,101,68,27.47,85,NA,0 1,43,2,1,9,0,0,0,0,229,131,87,23.31,80,74,0 0,60,4,1,20,0,0,1,0,352,149,73,25.96,80,79,0 1,57,4,0,0,NA,0,1,0,195,162,108,32.65,85,73,0 0,35,3,0,0,0,0,0,0,NA,127.5,80,23.08,95,85,0 1,53,2,1,9,0,0,1,0,230,137,99,25.77,83,79,0 0,42,1,1,20,0,0,0,0,209,105,65,23.8,69,64,0 1,61,1,0,0,0,0,0,0,227,130,77.5,26.18,63,91,0 0,40,3,0,0,0,0,1,0,159,145,90,20.33,82,83,0 0,59,2,0,0,1,0,1,0,201,148.5,90,25.85,65,83,1 0,52,2,0,0,0,0,1,1,600,159.5,94,28.27,78,140,1 0,63,3,0,0,0,0,0,0,241,143.5,89,26.45,69,80,0 0,66,2,0,0,0,0,1,0,238,140,80,26.69,69,83,0 1,53,2,1,43,0,0,0,0,220,119,75,26.28,82,67,0 1,42,1,1,30,0,0,1,0,240,169,96,32.4,90,NA,0 0,39,1,1,1,0,0,0,0,175,105.5,64.5,25.83,72,72,0 1,58,1,1,15,0,0,0,0,272,127.5,79.5,26.37,78,66,1 0,55,4,0,0,0,0,0,0,230,113,82,24.99,68,NA,0 1,65,1,1,20,0,0,1,0,285,140,82.5,21.24,98,NA,0 0,56,3,0,0,0,0,0,0,267,114,71,24.81,78,90,0 1,54,1,1,9,0,0,0,0,241,101,72,28.35,69,70,0 0,67,1,1,6,NA,0,0,0,NA,120,67,32.77,86,NA,0 1,64,4,0,0,0,0,0,1,251,133,72.5,24.28,65,86,0 0,44,2,0,0,0,0,0,0,210,138,92,23.13,70,92,0 0,46,3,0,0,0,0,1,0,259,173,102,27.22,85,75,0 1,40,1,1,30,0,0,0,0,202,112.5,64.5,22.85,69,103,0 0,42,3,1,10,0,0,0,0,253,109,74,24.38,88,60,0 0,63,3,1,10,0,0,1,0,236,189,103,27.91,60,74,0 0,47,NA,0,0,0,0,0,0,279,154.5,103.5,27.12,79,60,0 0,61,1,0,0,0,0,1,0,292,141.5,88.5,23.95,86,70,0 0,52,2,0,0,0,0,1,0,215,159,64,24.56,58,124,1 0,51,2,0,0,0,0,1,0,206,146,77,23.58,87,90,0 0,64,2,0,0,0,0,1,0,293,140,84,34.56,83,76,0 0,64,1,0,0,0,0,0,0,262,122,87.5,24.77,95,85,0 1,40,2,1,30,0,0,1,0,282,130,80,23.9,66,68,0 0,44,2,1,30,0,0,0,0,245,125,80.5,24.58,64,80,0 0,45,4,1,20,0,0,0,0,192,132,79,24.53,68,112,0 1,59,NA,1,20,0,0,0,0,190,93.5,69,27.25,68,74,0 1,44,2,1,35,0,0,1,0,217,144,99,25.16,68,60,0 1,50,2,1,30,0,0,0,0,249,133,88,28.5,75,75,1 1,56,1,0,0,0,0,1,0,256,147,96,30.42,72,75,0 0,53,3,0,0,0,0,0,0,218,125,80,24.96,72,NA,1 0,63,3,0,0,0,0,1,0,315,156,90,25.92,64,74,0 0,57,1,0,0,0,0,1,0,224,174,112,22.73,63,82,0 0,64,3,0,0,0,0,1,0,196,150,84,25.98,60,93,0 1,57,1,1,30,0,0,0,0,225,140,88,24.71,80,78,0 1,55,1,1,25,0,0,0,0,270,129,82,27.63,88,60,0 0,55,3,0,0,0,0,0,0,265,130,84,29.66,76,69,0 1,41,2,1,30,0,0,0,0,193,100,60,29.69,60,69,0 0,46,1,1,10,0,0,0,0,392,113,68,23.35,70,63,0 0,38,2,0,0,0,0,0,0,239,128,84.5,33.49,75,80,0 0,56,2,0,0,0,0,0,0,261,145,77,26.67,73,95,0 0,67,3,1,1,0,0,1,0,242,172,84,19.81,70,111,0 0,45,2,0,0,0,0,1,0,222,167,107,25.56,82,88,0 0,64,2,1,3,0,0,0,0,221,148,85,NA,90,80,1 0,50,1,1,20,0,0,0,0,242,116,69,21.65,75,73,0 0,41,4,0,0,0,0,0,0,257,122,73,24.17,96,104,0 0,46,3,1,5,0,0,0,0,291,107.5,65,24.1,82,78,0 0,60,3,0,0,0,0,0,0,229,144,91,24.96,70,82,0 0,41,2,1,3,0,0,0,0,223,119,73,24.22,72,77,0 0,47,2,0,0,0,0,0,0,195,126,75,NA,60,NA,1 1,61,1,0,0,0,0,0,0,214,100,65,30.18,60,66,0 1,68,1,0,0,0,0,0,0,239,130,80,23.25,64,95,0 0,45,4,0,0,0,0,0,0,250,116,79,28.59,93,87,0 0,52,2,1,20,0,0,1,1,334,147,86,29.01,80,63,0 1,56,2,0,0,0,0,1,0,322,140,90,29.47,58,64,0 0,53,4,0,0,0,0,0,0,291,114,81,26.21,70,79,0 0,51,3,0,0,0,0,1,0,214,153.5,103.5,23.45,70,71,0 1,47,2,1,20,0,0,0,0,200,126,86,26.84,80,96,0 1,67,1,0,0,0,0,1,0,256,138,76,22.81,65,100,0 1,49,3,0,0,0,0,1,0,221,175,107.5,25.97,63,78,0 0,53,3,0,0,0,0,0,0,245,102,68,23.01,60,NA,0 0,36,3,0,0,0,0,0,0,185,123,69,18.98,79,75,0 0,62,2,0,0,0,0,1,0,304,165,91,26.97,80,81,0 0,58,2,0,0,0,0,0,0,246,132.5,82,19.09,59,NA,0 1,36,2,1,20,0,0,1,0,248,135,94.5,36.52,65,85,0 0,55,1,0,0,NA,0,1,0,325,155,90,26.27,68,72,1 1,45,1,1,15,0,0,0,0,221,131,84,28.58,85,72,0 1,44,NA,1,4,0,0,0,0,196,107,73,24.36,60,71,0 0,47,4,0,0,0,0,0,0,242,145,87.5,22.01,58,73,0 1,54,4,1,15,0,0,0,0,300,128,80,27.3,68,NA,0 1,38,2,1,43,0,0,1,0,170,130,94,23.9,110,75,0 0,57,1,0,0,0,0,1,0,233,184,106,38.88,66,40,1 0,64,2,1,3,0,0,0,0,315,135,80,25.23,103,89,0 1,46,1,0,0,0,0,0,0,205,118,76.5,23.48,75,77,0 1,49,3,0,0,0,0,1,0,267,160.5,109,28.33,70,75,1 1,50,1,1,20,0,0,0,0,261,114,64,22.32,85,71,0 0,63,3,0,0,0,0,1,0,306,177,96,32.51,90,126,1 0,48,1,0,0,0,0,1,0,169,243,142.5,28.49,85,77,0 0,58,1,1,15,0,0,0,0,222,117,79,21.09,92,NA,1 1,60,2,1,20,0,0,1,0,260,178,103,24.62,72,79,0 0,41,1,1,15,0,0,0,0,242,139,80,19.68,72,60,0 0,64,1,0,0,0,0,0,0,280,127,77,30.39,56,78,1 0,62,1,0,0,0,0,1,0,231,184,90,26.03,70,75,0 1,62,1,1,20,0,0,1,0,270,145.5,87.5,23.88,81,67,1 0,66,1,1,3,0,0,0,0,216,133,87,30.06,68,91,0 0,59,1,0,0,1,0,1,0,320,187.5,85.5,25.33,75,68,0 0,36,4,1,10,0,0,0,0,214,119,76,21.67,67,75,0 1,40,1,1,10,0,0,0,0,304,125,86,30.07,80,84,0 1,53,1,1,20,0,0,1,0,248,165,96,24.45,100,71,0 0,49,1,0,0,0,0,0,0,246,138,92,28.23,72,91,0 0,47,1,1,20,0,0,0,0,195,134,81,21.4,85,NA,0 1,64,1,1,30,0,0,1,0,253,178,106,24.68,100,76,1 1,46,3,0,0,0,0,1,0,256,138,105,26.97,98,100,0 0,58,2,0,0,0,0,0,0,245,123,85.5,24.49,68,76,0 0,66,1,0,0,NA,0,1,0,235,151,91,30.86,78,87,0 0,41,4,0,0,0,0,0,0,205,110,69,25.99,75,67,0 0,40,1,1,15,0,0,0,0,199,122,82,22.16,85,77,0 0,42,3,1,20,0,0,0,0,304,119,76,32.52,64,80,0 1,52,1,0,0,0,0,0,0,206,110,78,33.03,65,62,0 1,42,4,0,0,0,0,1,0,245,142.5,85,35.45,62,NA,0 0,49,1,0,0,0,0,1,0,309,155,85,23.06,70,63,0 0,52,1,1,1,0,0,0,0,234,111,81,22.35,70,77,0 0,58,1,0,0,0,0,0,0,218,138.5,87.5,22.91,73,NA,0 1,46,3,0,0,0,0,1,0,305,150,88,26.82,75,75,0 0,40,2,0,0,0,0,0,0,208,116,75,18.52,80,82,0 1,35,1,1,15,0,0,0,0,210,99,67,22.39,57,75,0 0,42,1,0,0,0,0,0,0,271,115,77,28.68,66,82,0 1,58,1,0,0,0,0,1,0,264,181,90,24.49,75,71,0 0,43,3,0,0,0,0,0,0,209,115,75,27.99,80,90,0 1,44,2,0,0,0,0,1,0,248,174,110,31.74,75,100,0 0,38,2,1,10,0,0,0,0,155,96,61,24.19,60,68,0 0,39,2,1,20,0,0,0,0,149,122,72,21.3,85,75,0 1,41,1,0,0,0,0,0,0,255,120.5,85.5,30.85,100,79,0 1,40,1,0,0,0,0,0,0,137,127,82,27.04,60,71,0 0,38,2,1,9,0,0,0,0,160,102.5,67.5,21.16,90,68,0 1,57,NA,0,0,0,0,1,0,210,158,104,30.93,73,113,0 0,41,2,1,3,0,0,0,0,226,130,80,25.25,75,73,0 0,42,2,1,15,0,0,0,0,197,124,81,21.5,80,63,0 1,58,1,1,30,0,0,1,0,279,180,109.5,26.04,75,82,1 1,42,4,0,0,0,0,0,0,195,112,74.5,23.37,58,110,0 0,47,4,1,3,0,0,0,0,231,133.5,76,25.77,75,73,0 1,59,1,0,0,0,0,0,0,229,100.5,66,25.18,44,81,0 0,45,3,0,0,0,0,0,0,186,104.5,71,31.35,55,NA,0 1,55,1,1,20,0,0,0,0,242,120,86,26.77,55,73,0 1,68,1,0,0,0,0,0,0,230,124,70,22.85,70,60,0 1,61,1,1,20,0,0,1,0,183,156,92,24.69,75,79,0 0,36,2,0,0,0,0,0,1,208,156.5,105,33.82,95,186,0 1,41,NA,0,0,0,0,0,0,190,124,83,27.02,75,87,0 0,45,3,1,9,0,0,1,0,261,140,88,21.44,70,78,0 1,51,1,1,20,0,0,1,0,246,128,69,27.57,80,72,1 1,45,1,0,0,0,0,0,0,172,119,84,28.25,58,98,0 0,35,2,0,0,0,0,0,0,216,130,68,25.94,75,90,0 0,49,3,0,0,0,0,0,0,222,118,78,21.18,70,73,0 0,50,2,1,10,0,0,1,0,298,156,90,24.24,75,100,0 1,40,2,0,0,0,0,0,0,208,148,100,32.84,85,102,0 0,43,2,1,2,0,0,0,0,213,113,77,29.34,100,73,0 0,49,1,1,9,0,0,1,0,266,159,88,20.66,76,84,0 1,47,3,1,15,0,0,1,0,220,127,93,30.7,82,57,0 0,45,1,0,0,0,0,0,0,244,112.5,77.5,25.97,75,NA,0 0,58,2,0,0,0,0,1,0,210,143,101,31.34,85,80,0 1,38,3,0,0,0,0,1,0,252,125,92,24.72,60,69,0 1,50,NA,0,0,0,0,0,0,200,126,88,26.73,80,76,1 0,47,1,1,15,0,0,0,0,285,122,70,23.48,83,82,0 1,60,2,0,0,0,0,0,0,175,129,89,22.16,65,75,0 0,45,3,0,0,0,0,0,0,225,108.5,71.5,25.74,72,80,0 1,58,4,1,20,0,0,1,0,213,162,99,28.3,60,70,1 1,63,1,0,0,0,0,0,0,252,135.5,80,28.78,60,79,0 0,43,NA,0,0,0,0,0,0,204,132,88,28.59,80,83,0 1,52,1,0,0,0,0,1,0,318,144,85,27.66,78,64,0 0,47,1,0,0,0,0,0,0,230,123,71,26.98,83,73,0 0,46,3,1,20,1,0,1,0,248,128,76,28.87,80,77,0 0,49,1,0,0,0,0,0,0,270,126.5,67.5,26.56,70,77,0 1,36,2,0,0,0,0,0,0,245,131.5,89,26.33,100,62,0 1,58,1,1,13,0,0,0,0,196,120,74,20.12,75,73,0 1,58,1,0,0,0,0,0,0,220,143,104,29.85,75,87,1 0,46,3,0,0,0,0,0,0,190,128,74,23.01,95,78,0 1,61,1,0,0,0,0,0,1,218,160,96,28.89,75,223,0 0,59,1,1,9,0,0,0,0,184,122,74,24.66,78,67,0 0,40,2,0,0,0,0,0,0,205,97,63,26.56,83,80,0 0,54,1,0,0,0,0,0,0,272,146,95,23.66,72,80,0 0,56,3,0,0,0,0,1,0,186,155,102,24.38,81,75,0 1,45,1,0,0,0,0,1,0,218,128,90,32.15,80,77,0 0,51,2,0,0,0,0,0,0,234,114,85,28.68,72,84,0 0,53,1,1,3,0,0,1,0,268,136.5,94.5,25.51,100,NA,0 0,59,1,1,20,0,0,1,0,270,175,95,29.69,95,76,0 1,40,1,1,30,0,0,1,0,154,125,94,29.29,73,84,0 1,53,1,1,30,0,0,0,0,253,121,85.5,28.52,80,68,0 1,64,1,1,20,0,0,0,0,214,116,77,22.48,72,71,0 1,48,2,1,40,0,0,0,0,226,117.5,80,26.18,60,66,0 0,41,2,0,0,0,0,0,0,187,108,64,23.63,72,70,0 1,43,2,0,0,0,0,0,0,241,132.5,87.5,32.02,63,83,0 1,56,1,1,15,0,0,0,0,195,108,70,22.92,75,117,0 1,41,1,1,15,NA,0,0,0,198,114.5,80,22.53,72,75,0 0,40,2,0,0,0,0,0,0,233,108.5,75,28.3,60,73,0 0,65,NA,0,0,0,0,1,0,220,185.5,97.5,38.38,72,95,1 0,45,2,0,0,0,0,0,0,218,110,70,20.24,80,78,0 0,53,NA,0,0,0,0,0,0,225,125,76,30.24,86,75,0 0,60,1,0,0,0,0,0,0,238,140,85,28.41,80,88,0 0,40,4,1,15,0,0,0,0,244,110,73,21.84,88,67,0 0,55,3,1,3,0,0,0,0,222,103,61,23.18,68,75,1 1,42,3,1,NA,0,0,0,0,225,122.5,80,25.54,90,90,0 1,47,1,0,0,0,0,0,0,197,115,81,22.41,50,66,0 0,50,1,0,0,0,0,1,0,240,163,105,31.37,89,75,0 0,45,2,1,15,0,0,0,0,222,95,58,21.68,75,77,0 1,39,2,1,20,0,0,0,0,310,134,90,35.11,69,88,0 0,55,2,1,20,0,0,0,0,250,138,87,25.33,95,NA,1 1,40,1,0,0,0,0,1,0,175,173,59,27.99,70,75,1 1,52,2,1,30,0,0,1,0,312,148,99,26.73,75,65,0 1,50,1,0,0,0,0,0,0,253,131,87,26.54,90,76,0 0,43,3,1,10,NA,0,0,0,186,111,82,23.22,75,82,0 0,63,1,0,0,0,0,1,0,226,172.5,98,26.47,87,81,0 1,55,1,0,0,0,0,1,1,180,174,100,26.83,71,78,0 1,46,2,1,43,0,0,1,0,259,125,89,24.8,100,57,0 1,62,1,0,0,0,0,0,0,216,126,82,21.18,69,69,0 1,41,2,1,20,0,0,0,0,260,120,72.5,26.36,73,88,0 1,38,2,1,15,0,0,0,0,233,137,75,20.55,100,107,0 1,59,1,1,20,0,0,1,0,280,164,81,29.76,80,68,0 0,34,2,0,0,0,0,0,0,170,121,74,20.82,67,83,0 1,50,4,1,15,0,0,0,0,212,132,87,25.9,75,83,0 1,59,1,1,20,0,0,0,0,206,115,70,24.79,84,76,0 1,44,1,1,30,0,0,1,0,230,128,87,26.02,70,73,0 0,33,1,0,0,0,0,0,0,158,108,67,19.84,86,69,0 1,64,NA,0,0,0,0,1,0,186,144,76,31.23,62,93,0 1,60,1,0,0,0,0,0,0,183,114,70,23.56,75,59,0 0,55,1,0,0,0,0,0,0,211,136,70,34.4,75,83,0 0,52,1,0,0,0,0,0,0,NA,129,80,28.06,90,NA,1 1,50,2,1,40,0,0,0,0,238,127.5,85,27.82,80,69,0 0,35,2,1,5,0,0,0,0,186,106,78,24.73,60,70,0 0,57,2,0,0,0,0,0,0,239,127,81,21.85,75,87,0 0,60,1,0,0,0,0,0,0,277,126,70,25.13,60,100,0 0,53,1,1,20,0,0,1,0,235,154,98,26.91,80,65,0 1,43,2,1,38,0,0,0,0,207,130,86,24.96,75,103,0 1,56,1,1,20,0,0,0,0,256,124,78,26.67,60,80,0 0,36,3,0,0,0,0,0,0,230,112.5,73.5,22.36,63,65,0 1,38,2,0,0,0,0,1,0,199,135,90,32.19,67,85,0 0,59,2,1,1,0,0,0,0,236,139,84,22.7,63,NA,0 1,49,2,0,0,0,0,1,0,271,140,108,27.66,82,77,0 0,49,1,0,0,0,0,0,0,250,133.5,87.5,29.45,83,84,0 0,42,3,1,5,0,0,0,0,152,122,76,21.26,85,78,0 1,35,4,1,10,0,0,0,0,300,120,84,24.69,75,99,0 0,38,2,0,0,0,0,0,0,287,113,80,24.56,100,75,0 1,62,1,0,0,0,0,0,1,237,114,72,25.65,62,89,0 1,44,1,1,20,0,0,0,0,214,128,94,23.51,72,66,0 0,43,2,0,0,0,0,0,0,237,130,80,22.71,65,NA,0 0,39,2,0,0,0,0,0,0,201,151,94,31.48,80,74,0 0,39,3,0,0,0,0,0,0,180,124,83,22.91,66,77,0 0,46,1,0,0,0,0,0,0,248,115,82,28.92,93,100,0 1,52,1,1,15,0,0,0,0,240,120,77,32.27,80,62,0 0,48,1,1,25,0,0,0,1,304,102,66.5,28.9,100,66,1 1,52,1,1,25,0,0,0,0,271,121,73,21.85,70,86,1 1,57,1,1,20,0,0,0,0,250,127.5,80,29.38,80,80,0 0,44,4,1,25,0,0,0,0,200,111,79,27.29,95,74,0 0,57,3,1,5,0,0,0,0,272,112.5,70,23.08,73,58,0 0,49,1,0,0,0,0,0,0,211,103.5,66.5,24.17,75,87,1 0,42,2,0,0,0,0,1,0,230,142.5,97.5,29.94,75,75,0 0,58,4,1,NA,0,0,1,0,270,195,117.5,23.35,75,NA,0 1,42,4,0,0,0,0,0,0,225,110,73,27.67,65,65,0 1,64,1,1,30,0,0,0,0,185,114,73,34.53,75,97,0 0,49,3,1,10,0,0,0,0,260,123,80,23.1,63,65,1 0,59,3,0,0,0,0,0,0,292,114,84,27.39,68,72,0 1,37,2,1,30,0,0,0,0,246,124,83,30.93,60,85,0 1,33,2,0,0,0,0,1,0,165,141.5,95,26.74,54,77,0 0,54,1,1,20,0,0,0,0,NA,111,81,25.43,70,NA,0 1,38,1,0,0,0,0,0,0,198,119,73,30.27,68,70,0 1,40,1,0,0,0,0,0,0,204,115,83,25.05,75,76,0 1,66,1,0,0,0,0,1,0,253,163,86,24.35,70,91,0 1,64,2,0,0,0,0,0,0,210,120,68,24.77,80,77,1 0,39,2,0,0,0,0,0,0,NA,126,71,27.73,73,NA,0 1,47,2,1,50,0,0,0,0,217,145,89,28.88,82,75,0 1,44,1,1,15,0,0,1,0,232,141,104,27.38,75,NA,1 0,39,2,1,20,0,0,0,0,190,137,81,19.57,80,85,1 1,55,1,1,40,0,0,0,1,205,127,76,22.24,90,325,1 0,41,2,1,20,0,0,0,0,235,144,88,24.16,95,82,0 0,56,1,0,0,0,0,0,0,259,138,87,30.73,60,75,0 0,65,4,0,0,0,0,0,0,289,149.5,78,25.37,70,86,0 0,53,2,0,0,0,0,1,0,272,146,89,25.5,73,67,0 1,55,2,0,0,0,0,0,0,309,126,88,26.77,68,NA,0 0,42,1,0,0,0,0,0,0,249,101,70,21.74,94,60,0 1,45,2,1,20,0,0,0,0,194,133,83,20.41,55,76,1 0,55,2,0,0,0,0,1,0,340,140,83,26.18,75,83,0 1,53,2,1,20,0,0,0,0,314,128,77,24.74,60,78,0 1,62,1,1,30,0,0,0,0,226,106,67.5,23.88,60,87,0 1,54,1,0,0,0,0,0,0,225,113.5,74,25.63,70,80,0 0,61,NA,0,0,0,0,0,0,265,123,79,26.07,81,114,0 0,43,2,0,0,0,0,0,0,232,138,88,22.53,70,96,0 0,43,2,0,0,1,0,1,0,234,127,88,33.17,85,NA,0 1,49,2,1,20,0,0,0,0,278,135,76,29.03,82,75,1 0,66,2,0,0,0,0,0,0,305,138,86,20.74,75,62,1 1,42,NA,1,30,0,0,0,0,224,127.5,89,29.84,79,75,0 0,64,1,1,8,0,0,1,0,317,182.5,88,20.52,75,79,0 0,43,3,1,20,0,0,0,0,292,109,73,22.87,90,93,0 0,42,3,1,20,0,0,0,0,175,132,86,20.53,80,88,0 1,46,3,0,0,0,0,1,0,295,172.5,116.5,27.18,70,77,0 1,43,4,0,0,0,0,0,0,262,121,79,24.01,85,87,0 0,53,1,0,0,0,0,0,0,234,126,73,27.6,75,90,0 1,50,3,1,25,0,0,0,0,240,112,82,24.39,66,62,0 0,46,3,1,10,0,0,0,0,251,121,81,23.05,75,84,0 0,51,2,0,0,1,0,1,0,358,134,87,29.36,75,87,1 0,67,2,1,20,0,0,1,0,239,154,90,28.56,72,90,1 1,51,4,1,10,0,0,0,0,185,125,85,29.43,56,72,1 0,45,2,1,20,0,0,0,0,217,109,72,33.65,75,68,0 1,44,1,1,10,0,0,0,0,220,105,70,21.01,58,68,0 1,47,NA,0,0,0,0,0,0,292,123,87,21.97,80,78,0 0,42,1,1,15,0,0,0,0,228,131,85,25.08,72,NA,0 1,44,3,1,23,0,0,0,0,272,115,76,24.16,80,77,0 0,48,2,0,0,0,0,1,0,211,149,100,30.91,78,62,0 1,36,4,1,15,0,0,0,0,155,123,78,22.05,67,78,0 1,63,1,1,20,0,0,1,0,252,149,90,33.49,82,83,0 0,43,1,1,10,0,0,0,0,216,116,74,22.65,90,NA,0 1,36,4,0,0,0,0,0,0,172,122.5,82.5,28.53,82,75,0 0,65,1,0,0,0,0,1,0,244,162,98,24.5,70,82,0 0,48,3,1,3,0,0,0,0,246,129,86,25.04,80,87,0 0,63,2,0,0,0,0,1,0,276,144,90,21.35,70,78,0 1,40,4,1,20,0,0,0,0,229,137,85,35.2,66,55,0 0,40,2,0,0,0,0,1,0,204,122,94,29.86,87,82,0 0,42,1,0,0,0,0,0,0,170,113,79,21.31,70,65,1 1,43,2,1,20,0,0,0,0,153,130,83.5,19.84,63,NA,0 0,63,2,0,0,0,0,0,0,192,143,87,23.64,75,100,0 1,36,4,0,0,0,0,0,0,234,133,88,26.78,58,100,0 0,36,3,0,0,0,0,0,0,295,114.5,72,24.11,85,NA,0 0,46,2,1,20,0,0,0,0,161,100,64,20.66,75,60,0 1,39,1,1,40,0,0,0,0,251,115,77,24.01,65,98,0 0,39,1,1,15,0,0,0,0,255,142,85.5,24.89,100,108,0 0,51,1,1,15,0,0,0,0,345,142,88,19.05,80,73,0 1,48,1,1,30,0,0,0,0,212,139,86,20.27,66,62,1 0,57,3,0,0,0,0,0,0,210,131,85,26.59,70,77,0 1,41,2,1,20,0,0,1,0,245,146,86,24.5,80,72,0 1,42,3,1,20,0,0,0,0,231,123,87,21.48,75,44,0 0,38,3,1,5,0,0,0,0,187,118,78,30.06,64,63,0 0,41,1,1,15,0,0,0,0,190,95,57,20,75,77,0 0,43,2,1,15,0,0,1,0,174,158.5,100.5,35.99,82,88,0 0,55,1,0,0,0,0,1,0,243,142,92,30.24,70,85,0 0,38,2,1,7,0,0,0,0,160,95,65,21.99,72,77,0 0,46,2,1,20,0,0,0,0,250,115,74,22.7,100,69,0 1,45,3,1,23,0,0,0,0,263,115,76,24.94,68,78,0 0,53,3,1,20,0,0,0,0,221,131,89,24.09,90,95,0 1,44,1,1,20,0,0,0,0,271,136,90,25.24,80,64,0 0,52,3,0,0,0,0,0,0,275,137,85,25.89,70,NA,0 1,51,3,1,20,0,0,1,0,260,123,72,26.83,65,65,1 1,39,1,0,0,0,0,0,0,213,130,72,22.32,80,78,0 0,51,2,0,0,0,0,0,0,239,127.5,77.5,26.65,70,79,0 0,55,1,0,0,0,0,0,0,252,130,82,29.17,78,85,0 1,43,1,1,25,0,0,0,0,201,121,82,23.84,70,91,0 0,67,2,0,0,0,0,0,0,261,135,80,21.8,72,93,0 0,55,3,0,0,0,0,1,0,329,145,82,23.43,70,95,0 0,39,1,0,0,0,0,0,0,229,125,80,24.1,75,58,0 1,54,1,0,0,0,0,0,0,254,136.5,83,20.55,88,95,0 1,41,2,1,30,0,0,0,0,293,115,77.5,26.26,85,57,0 0,48,1,0,0,0,0,0,0,250,117,81,27.04,80,65,0 0,45,2,0,0,0,0,0,0,262,116,66,21.56,66,76,0 1,61,1,1,3,0,0,1,0,256,165,80,24.12,75,97,0 1,38,1,1,30,0,0,1,0,239,141,98,27.8,90,85,0 0,49,3,1,1,0,0,0,0,186,120,74,19.39,80,69,0 0,47,3,1,2,0,0,0,0,232,110,70,25.86,76,82,0 0,59,1,0,0,0,0,1,0,260,162.5,105,24.39,75,72,0 0,60,1,0,0,0,0,0,0,391,114,64,24.57,82,83,0 0,48,2,1,20,0,0,1,0,NA,153.5,95,26.35,100,NA,0 1,37,1,1,30,0,0,0,0,275,127,80,27.22,85,93,0 0,48,2,0,0,0,0,0,0,231,115,69,25.48,90,77,0 1,54,1,1,NA,0,0,0,0,219,110,72,26.05,95,86,0 1,39,1,1,60,0,0,0,0,215,112,65,23.6,59,78,0 1,46,1,1,20,0,0,0,0,279,118,82,22.78,58,74,0 0,58,2,0,0,0,0,1,0,249,151,97.5,22.88,75,84,0 1,46,1,1,5,0,0,0,0,198,109,81,23.28,62,85,1 0,65,1,0,0,0,0,0,0,246,119,76,19.83,75,156,0 0,59,1,0,0,0,0,0,0,246,135,70,18.43,80,107,0 1,52,2,0,0,0,0,0,0,310,135,89,29.51,64,74,1 0,40,2,0,0,0,0,0,0,219,100,60,19.78,72,60,0 1,54,2,1,30,0,0,0,0,215,117.5,70.5,26.77,60,75,0 0,51,3,0,0,0,0,0,0,214,139,93,29.8,67,82,0 0,60,1,0,0,0,0,0,0,318,132,75.5,18.87,105,82,0 1,51,1,1,50,0,0,0,0,335,125.5,94,27.77,80,67,0 0,44,1,0,0,0,0,0,0,206,121,81,24.12,64,77,0 0,47,1,1,20,0,0,1,0,325,160,95,32.07,95,87,0 1,59,4,0,0,0,0,0,0,237,111,80,29.77,65,72,0 1,40,2,0,0,0,0,0,0,234,127,79,26.56,60,92,0 1,50,1,1,60,0,0,1,0,340,134,95,30.46,85,86,0 0,54,3,0,0,0,0,1,0,258,148,93,20.51,74,95,0 0,53,3,0,0,0,0,1,0,238,172.5,91,24.16,112,NA,0 0,51,3,0,0,0,0,0,0,260,107.5,70,23.53,80,67,0 1,61,1,1,7,0,0,1,0,176,125,82,29.82,70,75,0 1,41,4,0,0,0,0,1,0,206,124,90,30.69,75,83,0 0,47,1,0,0,0,0,0,0,278,156,96,27.86,80,70,0 0,46,2,1,3,0,0,0,0,214,128,71,21.82,63,66,0 0,60,2,0,0,0,0,1,0,334,132,94,25.38,80,98,1 0,49,2,0,0,0,0,0,0,290,137.5,92,24.46,80,74,0 0,57,NA,0,0,1,0,1,0,190,155,85,26.08,55,66,0 0,45,1,0,0,0,0,1,0,172,137,92.5,30.35,90,83,1 0,39,3,0,0,0,0,0,0,194,115,70,25.73,70,54,0 1,61,1,0,0,0,0,0,0,295,131.5,85,27.33,80,83,0 0,40,2,0,0,0,0,0,0,185,117.5,72,21.12,70,79,0 1,55,1,0,0,0,0,0,0,255,129,78,26.36,69,79,0 1,61,4,0,0,0,0,0,0,179,112,66.5,24.38,60,100,0 1,52,2,1,20,0,0,0,1,258,132,80,27.52,90,268,1 1,54,1,0,0,0,0,0,0,206,141,92,35.85,75,120,0 0,50,2,0,0,0,0,1,0,215,130.5,98,24.94,68,100,0 1,37,4,1,60,0,0,0,0,254,122.5,82.5,23.87,88,83,0 0,55,1,0,0,0,0,0,0,230,109,70,28.27,72,73,0 0,61,2,1,20,0,0,1,0,326,141,75,26.11,60,72,0 0,63,4,0,0,0,0,0,0,232,126,66,22.62,55,79,0 0,57,1,0,0,0,0,0,0,306,135,88,28.36,80,70,0 1,46,1,1,20,0,0,0,0,210,103,73,18,78,NA,0 0,58,2,1,3,0,0,0,0,242,123,69,23.38,74,72,0 0,57,4,0,0,0,0,0,0,160,105,70,27.01,52,61,0 0,40,3,1,15,0,0,0,0,304,121,88,22.52,60,80,0 1,55,1,1,NA,0,0,0,0,214,132.5,85.5,29.25,70,103,0 0,43,3,1,20,0,0,0,0,232,122,70,23.09,67,77,0 0,46,2,0,0,0,0,0,0,165,127.5,87,23.29,70,75,0 1,52,1,1,20,0,0,0,0,262,100,68,18.65,70,74,0 0,52,3,0,0,0,0,0,0,234,126,85,26.36,72,96,0 1,64,2,0,0,0,0,0,0,217,129,61,21.85,68,81,0 1,62,1,0,0,0,0,0,0,275,111,63,22.68,75,78,0 0,42,3,0,0,0,0,1,0,230,142.5,79,25.15,82,99,0 0,47,4,1,20,0,0,0,0,241,122.5,77,22.18,90,78,0 1,38,3,1,20,0,0,0,0,250,118,80,31.22,95,NA,0 1,52,1,0,0,0,0,0,0,265,143,94.5,26,50,75,0 1,42,1,1,20,0,0,0,0,220,112.5,80,29,60,60,0 1,39,4,1,20,0,0,0,0,217,107,73,23.98,73,67,0 0,51,2,0,0,0,0,1,0,320,142.5,93.5,33.66,65,80,0 0,38,2,0,0,0,0,0,0,255,125,85,23.05,72,73,0 0,63,1,0,0,0,0,0,0,222,146,78,16.92,65,74,1 0,41,2,0,0,0,0,0,0,235,143.5,90,26.22,70,83,0 1,58,2,1,20,0,0,0,0,220,129,82,26.33,72,80,1 0,47,1,1,43,0,0,0,0,252,132.5,85,20.05,72,80,0 1,36,4,0,0,0,0,0,0,219,121,66,20.86,74,76,0 0,56,3,0,0,0,0,0,0,248,112.5,60,22.69,75,92,0 0,47,2,1,9,0,0,1,0,253,129,81,22.18,70,122,1 1,49,2,1,20,0,0,1,0,273,142,108,23.19,95,72,0 0,41,1,1,43,0,0,1,0,306,199,106,38.75,100,75,0 0,57,3,1,20,1,0,1,0,262,140,93,22,108,NA,1 1,51,4,1,10,0,0,1,0,269,134,92,30.39,85,81,0 0,40,2,0,0,0,0,0,0,190,112,80,26.13,93,78,0 0,37,4,0,0,0,0,1,0,240,125,96,27.17,75,NA,0 0,44,2,0,0,0,0,1,0,169,179,107,44.55,70,77,0 0,36,3,1,25,0,0,0,0,220,125,85,21.34,95,82,0 0,61,2,0,0,0,0,1,0,210,179,100,21.64,78,95,0 0,51,3,1,15,0,0,0,0,326,101,67,22.73,69,87,0 0,43,2,1,20,0,0,0,0,195,104,57,20.86,75,78,0 0,48,1,0,0,0,0,0,0,205,112,71,17.11,73,75,0 0,37,4,0,0,0,0,0,0,169,104,66,20.84,70,72,0 1,44,2,1,20,0,0,1,0,264,138,92,28.32,63,67,0 0,54,1,0,0,0,0,0,0,218,130,85,20.55,72,85,0 1,54,3,1,29,0,0,0,0,211,120,72,25.13,77,60,0 0,59,4,0,0,0,0,0,0,239,124,72,19.34,80,70,0 0,44,1,1,9,0,0,0,0,185,133,69,22.34,70,76,0 0,48,3,0,0,0,0,0,0,258,109.5,74,26.73,68,NA,0 0,45,4,0,0,0,0,0,0,220,108,81,25.68,75,70,0 0,53,1,1,40,0,0,0,0,183,129,80,26.51,78,80,0 1,53,2,1,20,0,0,0,0,211,112.5,70,22.74,63,NA,0 1,46,3,1,10,0,0,0,0,214,118,82,29.41,66,94,0 0,63,2,0,0,0,0,1,0,293,186.5,97,30.47,60,96,0 1,52,3,0,0,0,0,1,0,238,131,99,31.19,96,86,0 1,42,1,1,20,0,0,0,0,410,116,83,21.68,90,83,0 0,48,1,0,0,0,0,0,0,193,138.5,87.5,25.1,64,90,0 1,48,4,1,20,0,0,0,0,212,120,72,22.01,72,77,0 0,42,4,0,0,0,0,0,0,182,138,91,20.02,90,74,0 0,59,1,0,0,0,0,0,0,276,127.5,85.5,22.91,78,60,0 1,40,4,0,0,0,0,1,0,213,145,100.5,27.34,95,117,0 0,45,2,1,20,1,0,1,0,213,150,90,22.35,65,72,0 1,38,1,1,9,0,0,0,0,274,120,80,25.17,80,68,0 0,46,1,1,20,0,0,0,0,182,117,78,22.15,72,59,0 1,67,1,1,15,0,1,1,0,285,155,90,30.42,70,77,1 0,53,4,1,1,0,0,1,0,297,164,102,24.5,75,95,0 0,38,2,1,12,0,0,0,0,209,122.5,76.5,24.51,90,73,0 0,43,2,0,0,0,0,0,0,213,96,62,19.38,74,80,0 1,59,1,0,0,1,0,1,0,294,170,103,31.6,66,70,0 0,61,1,0,0,0,0,1,0,250,173,89,29.25,90,87,0 1,52,4,1,20,0,0,0,0,167,134,80,29.77,72,102,0 0,53,2,0,0,0,0,1,0,258,186,101,28.9,80,70,0 1,67,1,0,0,0,0,1,0,222,154,106,26.71,85,74,0 0,37,3,0,0,0,0,0,0,190,102,65,20.68,89,87,0 0,54,1,0,0,0,0,1,0,302,160,94,29.4,75,75,0 1,54,1,0,0,0,0,0,0,179,103,73,21.03,60,84,0 1,55,2,0,0,0,0,0,0,219,115,84,26.08,88,93,0 1,58,1,1,30,NA,0,0,0,200,144,90,24.9,75,76,0 0,62,3,0,0,0,0,1,0,312,204,118,24.83,67,86,1 1,52,1,1,20,0,0,0,0,233,114,78,22.81,50,73,0 0,41,1,1,20,0,0,0,0,223,114,72,26.42,78,NA,0 0,47,2,0,0,0,0,0,0,187,127.5,90,24.63,110,72,1 1,47,1,0,0,0,0,0,0,219,116,82,24.05,58,87,0 0,39,2,1,20,0,0,0,0,323,131.5,85,24.79,68,93,0 0,67,2,0,0,NA,0,0,0,261,117,63,22.55,75,83,0 0,64,4,0,0,0,0,0,0,239,114.5,65.5,19.34,64,NA,0 0,39,2,1,40,0,0,0,0,NA,98,62,23.68,70,NA,0 0,46,2,1,20,0,0,1,0,271,158,94,25.17,78,71,0 0,51,1,0,0,0,0,0,0,226,130,80,23.24,60,63,0 0,38,2,1,30,0,0,0,0,255,123.5,84.5,25.33,77,88,0 1,61,2,1,15,0,0,0,0,204,120,80,25.71,80,83,1 1,40,3,0,0,0,0,1,0,286,111,95.5,29.42,70,89,0 0,42,1,1,20,0,0,0,0,248,106,70,20.77,68,NA,0 0,52,3,0,0,0,0,0,0,272,112.5,75.5,22.69,90,83,0 1,36,2,1,20,0,0,0,0,242,118.5,84.5,24.04,78,103,1 1,40,2,1,20,0,0,0,0,203,112.5,70,22.71,75,72,0 0,63,1,0,0,0,0,0,0,234,140,93,28.69,60,87,0 0,55,2,1,20,0,0,0,0,246,139,90,29,87,100,0 0,42,4,0,0,0,0,0,0,212,110,65,23.64,53,63,0 1,55,1,1,20,0,0,1,0,259,217,112,29.6,63,77,1 0,39,3,1,30,0,0,1,0,235,196,116,29.7,73,87,1 0,57,2,0,0,0,0,0,0,309,130,75.5,25.99,96,75,0 0,60,1,0,0,0,0,1,0,170,146,89,32.41,68,81,1 1,53,1,0,0,0,0,0,0,157,123,83,19.94,75,88,0 0,39,3,1,3,0,0,0,0,186,114,77,21.01,80,85,0 0,40,2,0,0,0,0,0,0,164,135,75,NA,75,85,0 0,62,3,0,0,0,0,1,0,249,176,89,24.49,75,81,0 1,45,3,1,30,0,0,1,0,270,140,94,30.39,75,80,0 0,40,2,0,0,0,0,0,0,168,111,78,20.82,65,74,0 0,58,1,1,1,0,0,1,0,289,156.5,85,25.46,100,86,0 0,36,2,1,20,0,0,0,0,272,113,66.5,20.69,67,59,0 1,66,4,1,18,0,0,0,0,235,142,76,26.37,57,93,0 0,62,4,0,0,1,0,1,0,274,167,94,28.18,100,80,1 1,63,1,0,0,0,0,1,0,246,193,104,23.08,80,73,0 0,61,1,1,10,0,0,0,0,200,187,95.5,21.57,58,64,0 1,40,NA,1,20,0,0,0,0,266,101,73,NA,70,64,0 0,41,1,1,15,0,0,0,0,249,107.5,75,23.69,83,78,0 1,47,1,0,0,0,0,0,0,271,147,97,24.99,90,78,0 1,44,2,0,0,0,0,0,0,286,112.5,72.5,24.72,85,76,0 0,46,3,0,0,0,0,1,0,237,196,120,31.64,58,60,1 0,45,2,1,20,0,0,1,0,234,189,87,23.1,96,90,0 0,61,1,1,NA,0,0,1,0,356,168,98,27.3,103,106,0 0,43,2,0,0,0,0,0,0,255,130,85,29.56,80,78,0 0,46,2,0,0,0,0,0,0,190,126.5,85,19.03,80,75,0 1,52,2,0,0,0,0,0,0,219,136,76,24.49,52,73,1 0,64,2,0,0,0,0,1,0,254,196,119,35.22,100,79,0 0,49,2,0,0,0,0,0,0,170,112,79,21,60,80,0 0,41,1,0,0,NA,0,0,0,179,121,83,23.04,66,90,0 0,50,4,0,0,0,0,0,0,243,131,80,23.24,110,NA,0 1,50,2,1,10,0,0,0,0,180,116,82,30.11,80,92,0 1,59,1,0,0,0,0,1,0,178,170,118,33.45,79,81,0 0,56,2,0,0,0,0,1,0,338,190,97,26.1,75,83,0 0,49,3,0,0,0,0,0,0,241,120,70.5,23.29,87,84,0 0,50,NA,1,15,0,0,1,0,253,132,84.5,27.96,88,73,0 1,46,1,1,5,0,0,0,0,221,125,88,24.81,72,87,0 0,70,1,0,0,0,1,1,0,107,143,93,NA,68,62,1 0,49,2,1,NA,0,0,1,0,233,158,102,25.31,90,72,0 1,41,2,0,0,0,0,0,0,247,104,73,23.7,68,68,0 0,46,2,0,0,0,0,0,0,244,107.5,70,22.72,47,88,0 0,50,1,1,9,0,0,0,0,229,114,68,23.2,90,70,0 0,44,1,0,0,0,0,0,0,197,125.5,82.5,25.13,79,50,0 1,57,1,0,0,0,0,0,0,200,117.5,80,25.41,65,80,0 0,58,2,0,0,0,0,1,0,312,161,100.5,21.51,75,64,1 1,41,2,1,40,0,0,1,0,313,114,79,25.63,60,93,0 0,43,4,0,0,0,0,0,0,240,110.5,66,24.09,67,80,0 1,36,2,1,20,0,0,0,0,204,132.5,82.5,21.27,70,84,0 1,52,1,1,2,0,0,0,0,246,122,81,27.61,90,98,0 1,44,4,0,0,0,0,0,0,211,130,85.5,26.98,60,82,0 0,36,3,1,5,0,0,0,0,200,121.5,72.5,23.09,75,75,0 1,38,2,1,43,0,0,1,0,265,129,85,31.61,68,68,0 0,54,1,1,5,0,0,1,0,298,151.5,96.5,30.29,64,77,0 1,39,1,1,20,0,0,0,0,325,122,82,26.04,58,93,0 0,40,NA,0,0,0,0,0,0,228,116,78,27.72,62,75,0 0,48,2,0,0,0,0,0,0,271,110,74,21.79,56,67,0 0,39,4,1,15,0,0,0,0,229,113.5,72.5,22.33,84,82,0 0,41,4,0,0,0,0,0,0,159,119,76,27.49,55,70,0 1,40,2,1,10,0,0,0,0,195,110,70,24.75,79,NA,0 0,51,1,0,0,0,0,1,0,216,154,98,32.35,75,103,0 1,38,2,1,20,0,0,0,0,268,134,78,31.62,80,NA,0 0,60,3,0,0,0,0,0,0,268,123,82,29.47,80,85,0 0,43,1,0,0,0,0,1,1,231,155.5,99.5,34.95,68,274,1 1,42,1,1,25,0,0,0,0,231,122,84,27.63,66,72,0 0,51,1,1,3,0,0,0,0,246,111.5,74,25.09,78,78,0 0,39,3,0,0,0,0,0,0,195,119,84,24.6,65,73,0 1,39,3,1,20,0,0,0,0,148,101,62,24.47,70,81,0 0,51,NA,1,20,0,0,0,0,168,128,80,23.08,75,93,0 0,46,1,0,0,0,0,0,0,222,131,80,25.46,72,72,0 0,40,2,1,5,0,0,0,0,174,130,86,25.05,80,83,0 1,41,2,1,20,0,0,0,0,180,127,86,20.72,73,63,0 1,56,4,0,0,0,0,0,0,232,126,83,25.67,75,NA,0 0,47,3,0,0,0,0,1,0,248,143.5,109,32.43,76,66,0 1,56,1,1,7,0,0,1,0,222,159,91.5,27.12,70,80,1 0,44,1,1,20,0,0,0,0,173,121.5,69,23.72,75,77,0 0,54,1,1,5,0,0,1,0,209,139,75,25.82,72,95,0 0,63,1,0,0,0,0,1,0,320,155,81,31.71,64,80,1 0,53,1,0,0,0,0,0,0,246,115,61,25.96,80,60,0 1,50,2,1,30,0,0,0,0,258,124,78,24.33,72,83,0 0,44,3,1,20,0,0,0,0,240,109,71,23.75,70,83,0 0,56,1,1,3,0,0,1,0,285,145,100,30.14,80,86,0 1,43,4,1,20,0,0,0,0,202,104,69,25.82,59,63,0 0,47,1,0,0,0,0,1,0,305,128,92.5,27.64,75,62,0 1,37,2,1,20,0,0,0,0,272,114.5,80,27.6,63,57,0 1,51,2,1,20,0,0,1,0,261,161,105,27.47,70,NA,0 1,53,3,1,15,0,0,1,0,233,130,94,30.63,75,75,0 1,41,1,1,20,0,0,0,0,192,122,82,25.03,83,66,0 1,56,3,0,0,0,0,0,1,214,115,80,25.09,70,292,1 1,44,NA,1,40,0,0,1,0,312,157,97,29.91,85,74,1 0,57,1,1,1,0,0,1,0,229,126.5,90,26,68,58,0 0,40,3,1,10,0,0,1,0,187,144,90,22.17,90,93,0 1,66,1,0,0,0,0,0,0,270,120,76,19.09,64,98,1 0,34,1,1,20,0,0,0,0,175,117.5,73.5,22.15,65,75,0 0,62,1,0,0,0,0,1,0,268,143.5,90,29.64,88,83,0 0,55,NA,0,0,0,0,0,0,265,123,78,24.59,55,NA,0 0,36,1,0,0,0,0,0,0,165,115,71,21.27,64,86,0 0,39,1,0,0,0,0,0,0,164,112,63,22.01,60,85,0 1,54,1,1,35,0,0,0,0,240,146,91,24.41,82,70,0 0,53,1,0,0,0,0,0,0,225,92,69,24.17,56,68,0 1,35,3,1,15,0,0,0,0,215,133,86,28.7,86,84,0 1,61,1,0,0,0,0,1,0,285,182.5,110,28.88,75,NA,0 0,40,4,1,15,0,0,0,0,155,121,86,23.16,70,59,0 0,41,2,1,10,0,0,0,0,169,119,72,19.78,60,74,0 0,43,1,1,20,0,0,0,0,259,120,87,19.88,86,71,0 0,64,1,0,0,0,0,1,0,372,169,85,26.01,75,79,1 0,49,1,0,0,0,0,0,0,225,115.5,72.5,21.83,69,NA,1 0,43,2,0,0,0,0,1,0,170,134,90,32.93,95,73,0 0,40,2,1,20,0,0,0,0,271,138.5,88,27.24,80,NA,1 0,66,2,1,9,0,0,0,0,225,110,76,18.23,83,85,0 0,51,1,0,0,0,0,0,0,226,131,87,24.36,75,73,0 0,57,4,1,15,0,0,0,0,250,117.5,71,23.84,50,75,0 0,62,2,0,0,0,0,1,0,229,140,93,33.97,80,111,0 0,51,1,1,10,0,0,1,0,201,147.5,95,22.34,100,67,0 0,35,1,0,0,0,0,0,0,170,110,69,23.48,75,83,0 0,42,2,1,20,0,0,0,0,246,120,70,19.42,72,78,0 0,47,3,1,3,0,0,0,0,246,120,78,24.71,63,75,0 1,40,1,0,0,0,0,1,0,265,133.5,81.5,23.78,75,84,0 0,58,1,0,0,0,0,1,0,223,146.5,77.5,21.47,75,85,0 0,43,4,1,15,0,0,0,0,203,110,71.5,24.56,96,65,0 0,53,2,1,30,0,0,0,0,250,149.5,95,28.02,68,NA,0 0,48,3,1,1,0,0,0,0,234,120,81,23.22,67,83,0 0,49,2,1,11,0,0,0,0,206,107,74,20.23,65,83,0 0,55,3,0,0,0,0,0,0,269,130,85,21.05,72,74,0 0,57,3,0,0,0,0,1,0,366,146.5,80,24.19,85,73,0 0,51,1,1,20,0,0,0,0,262,102,64,28.06,80,66,0 0,50,3,0,0,0,0,0,0,208,126.5,84,22.01,75,79,0 1,44,1,1,40,0,0,0,0,227,146.5,97,26.92,80,67,0 1,39,2,1,30,0,0,0,0,257,118,76,22.92,73,76,1 0,47,1,0,0,1,0,1,0,277,138.5,99,39.64,85,81,1 0,38,2,1,9,0,0,0,0,266,118,75,21.79,85,NA,0 1,65,1,0,0,1,0,1,0,201,166,93,28.16,54,91,0 0,43,3,1,1,0,0,0,0,270,145.5,82,21.1,80,87,0 1,48,1,1,20,0,0,0,0,268,116.5,82,21.34,60,82,0 1,65,1,0,0,0,0,0,0,167,150,77,34.69,75,NA,1 0,57,1,0,0,NA,0,0,0,262,129,75,23.67,70,95,0 1,49,3,1,40,0,0,1,0,260,142,54,25.4,67,95,1 0,56,1,0,0,0,0,0,0,254,106,65,24.08,75,NA,0 0,39,2,1,20,0,0,0,0,247,122,70,18.7,70,65,0 1,52,1,0,0,0,0,0,0,222,110,71,29.82,66,104,0 0,49,3,0,0,0,0,0,0,286,119,85.5,22.29,60,72,0 0,55,2,0,0,0,0,1,0,281,153,75,26.59,60,78,0 0,46,1,0,0,0,0,1,0,239,166.5,107,19.27,110,70,0 1,63,4,1,20,0,0,1,0,248,135,80,23.06,78,118,1 0,64,NA,0,0,0,0,1,0,218,185,97.5,21.82,85,79,0 1,58,2,0,0,0,0,1,0,241,151,102,26,65,90,0 0,52,2,0,0,0,0,0,0,221,124,69,23.37,58,81,0 0,39,4,1,9,0,0,0,0,191,119,78,20.93,65,73,0 0,39,3,1,20,0,0,0,0,190,106,72,25.64,75,75,0 0,54,1,0,0,0,0,1,0,226,148,89,34.13,68,92,0 1,38,2,1,20,0,0,0,0,279,124,87,26.68,76,75,0 0,38,1,0,0,0,0,0,0,293,124,78,23.66,78,76,0 0,55,2,1,9,0,0,0,0,289,141,83.5,24.99,76,76,0 0,59,1,0,0,0,0,0,0,294,122,70,23.76,72,100,0 1,45,1,1,10,0,0,0,0,150,105.5,57.5,23.21,70,87,0 1,54,1,1,30,0,0,0,0,333,127,74,27.97,90,62,1 0,48,1,0,0,0,0,0,0,255,120,77.5,28.6,75,75,0 0,52,1,0,0,0,0,1,0,225,159,95,30.18,71,114,0 1,47,2,0,0,0,0,0,0,NA,142,96,28.21,75,NA,1 1,56,4,0,0,0,0,0,0,296,123,86,25.59,70,63,0 0,38,3,1,5,0,0,0,0,192,130,80,27.51,75,90,0 0,51,1,0,0,0,0,0,0,NA,130,89.5,NA,80,NA,0 1,50,1,0,0,0,0,1,0,208,166.5,106.5,29.13,85,84,1 1,56,3,0,0,0,0,0,0,280,123,75,27.82,68,112,0 1,37,3,0,0,0,0,0,0,197,104,65,22.9,57,97,0 0,47,2,0,0,0,0,1,0,215,202,132,20.49,100,77,0 1,60,1,1,20,0,0,0,0,285,131.5,82,27.87,60,103,0 0,43,3,1,5,0,0,0,0,250,110,70,21.14,64,85,0 0,36,1,1,15,0,0,0,0,164,100,64,19.87,85,65,0 1,40,2,1,1,0,0,0,0,234,116,79.5,24.77,62,87,0 0,44,1,0,0,0,0,0,0,212,132,82,28.72,75,73,0 0,45,3,1,8,0,0,0,0,195,111,79,23.22,86,85,0 0,57,2,0,0,0,0,0,0,333,128,84,25.69,75,NA,0 1,57,1,1,9,0,0,1,0,274,173,102,27.26,69,75,0 1,48,2,1,17,0,0,1,0,250,177,124,26.4,75,69,1 0,57,1,0,0,0,0,0,0,207,161,97,36.46,75,67,0 0,39,2,0,0,1,0,1,0,283,159,105,30.06,80,76,0 0,51,1,1,25,0,0,0,0,327,117,70,18.52,90,76,1 0,60,3,0,0,0,0,1,0,270,154,82,27.82,93,90,0 1,61,2,0,0,0,0,1,0,260,148,74,26.84,66,91,0 1,39,4,0,0,0,0,1,0,320,123,90,24.44,85,69,0 0,51,2,0,0,0,0,0,0,285,136.5,86.5,24.81,70,83,0 0,63,1,0,0,1,0,1,0,281,135,83,24.91,63,68,0 0,55,3,1,20,0,0,0,0,249,109,66.5,24.79,94,85,0 0,47,3,0,0,0,0,1,0,250,167,96.5,23.79,65,NA,0 1,57,1,1,20,0,0,0,0,193,104,64,26,62,87,1 1,55,4,0,0,0,0,1,0,180,170,105,26.79,50,90,0 1,48,3,0,0,0,0,0,0,235,150.5,98,32.4,75,92,0 0,58,1,0,0,0,0,0,0,295,138,78,23.45,70,81,0 0,41,1,0,0,0,0,0,0,197,121,84,23.07,80,NA,0 1,37,2,1,15,0,0,0,0,158,129,87,24.66,62,67,0 0,48,3,0,0,0,0,0,0,253,124,77,20.27,65,72,0 0,43,2,0,0,0,0,0,0,190,111,74,24.47,72,NA,0 1,43,4,1,40,0,0,0,0,226,103.5,60,26.11,90,67,1 0,51,3,0,0,0,0,0,0,230,134,84,23.54,80,78,0 0,41,1,0,0,0,0,1,0,235,158,93,22.18,78,70,0 0,65,1,0,0,0,0,1,0,245,171,89,23.07,82,93,0 1,62,1,1,10,0,0,0,0,157,134,84,25.95,105,76,1 1,42,2,1,20,0,0,0,0,204,110,73,23.72,60,75,0 0,52,1,0,0,0,0,0,0,NA,129,83,32.57,65,NA,0 0,54,1,0,0,0,0,1,0,293,132,84,26.81,80,NA,0 0,45,3,1,20,0,0,0,0,184,147,88,23.48,66,76,0 0,58,1,1,20,0,0,0,0,215,119.5,73,29.86,67,93,1 0,46,2,0,0,0,0,1,0,264,150,99,26.67,80,102,0 1,51,1,1,43,0,0,1,0,176,140,88,27.56,110,83,0 1,61,1,1,30,0,0,1,0,170,132,94,22.16,53,82,0 1,40,4,0,0,0,0,0,0,209,123.5,83,28.06,72,63,0 1,56,2,1,20,0,0,0,0,189,120,70,21.41,70,70,0 1,53,2,0,0,0,0,0,0,202,119,80,23.98,64,78,0 1,42,2,1,35,0,0,1,0,211,138,90,25.49,69,73,0 0,59,1,0,0,0,0,1,0,240,155.5,100.5,33.54,72,116,1 0,40,4,1,3,0,0,0,0,188,105,65,21.15,58,70,0 1,60,1,0,0,0,0,0,0,275,132,82,23.53,75,62,0 1,56,3,0,0,0,0,0,0,205,129,83.5,28.82,56,64,0 1,37,2,0,0,0,0,0,0,178,127,81,33.07,82,NA,0 1,40,1,1,20,0,0,0,0,160,123,79,21.19,85,93,0 1,43,3,1,15,0,0,0,0,224,97,64,23.05,75,68,0 0,55,2,0,0,1,0,1,0,285,158,98,30.23,70,88,0 0,49,2,0,0,0,0,0,0,275,155,89,25.01,74,85,0 1,59,3,1,20,0,0,0,0,238,112.5,75.5,26.42,58,67,1 0,40,3,1,1,0,0,0,0,236,135,83,23.48,95,90,0 0,38,1,1,10,0,0,0,0,212,107,67.5,20.4,110,87,0 1,44,2,0,0,1,0,1,0,228,178,123,31.55,78,NA,0 0,55,3,0,0,0,0,0,0,195,135,80,32.91,100,75,0 1,45,2,1,5,0,0,1,0,238,141,87,26.46,54,68,0 1,43,1,1,20,0,0,0,0,180,131,92,27.18,65,85,1 1,57,4,1,30,0,0,1,0,256,135,88,29.51,60,75,0 1,38,2,1,20,0,0,0,0,225,125,79,26.23,70,74,0 0,40,3,0,0,0,0,0,0,180,136.5,89,17.61,84,77,0 1,50,1,1,20,0,0,0,0,193,149,96,28.55,88,NA,0 0,56,1,0,0,0,0,1,0,206,158,70,28.34,60,88,1 0,64,4,1,9,0,0,0,0,342,128,71,20.52,60,62,0 1,67,1,0,0,0,0,1,0,234,130,83,27.78,75,74,0 0,43,3,1,15,0,0,0,0,233,100,70,22.9,75,78,0 0,55,1,1,5,0,0,1,0,280,144,79,19.5,79,75,1 0,66,1,0,0,0,0,1,0,275,132.5,85,34.36,70,NA,1 1,48,1,1,35,0,0,0,0,188,120,82.5,31.67,80,68,0 1,51,2,1,20,0,0,0,0,244,129,72,22.67,60,80,0 1,57,2,1,1,0,0,0,0,245,122,69,24.17,65,92,0 0,55,1,0,0,0,0,1,0,200,141,92,23.48,65,84,0 0,38,2,0,0,0,0,0,0,167,102.5,60,22.58,60,57,0 1,39,2,0,0,0,0,1,0,196,124.5,99,28.41,83,73,0 0,63,2,1,3,0,0,1,0,246,163,82,24.38,64,108,0 0,46,1,0,0,0,0,0,0,265,115,79.5,30,50,61,0 0,41,4,1,5,0,0,0,0,209,122.5,90,20.79,90,NA,0 0,49,3,0,0,0,0,0,0,203,128,72,24.87,75,82,0 0,61,2,1,15,0,0,1,0,235,154,94,22.91,70,66,1 0,42,3,0,0,0,0,0,0,256,129,85.5,31.84,95,74,0 0,58,1,0,0,0,0,0,0,210,102,60,26.98,71,90,0 0,41,3,0,0,0,0,0,0,233,115,70,25.03,68,97,0 0,61,2,0,0,0,0,1,0,183,150,86,25.05,66,70,1 0,62,2,0,0,0,0,1,0,344,154,110,35.11,85,76,0 1,44,1,1,40,0,0,1,0,201,142.5,104.5,34.59,67,67,0 0,61,3,0,0,0,0,0,0,340,121,78,23.33,65,73,0 0,56,1,0,0,0,0,0,0,227,140,88,24.59,95,78,0 1,41,3,0,0,0,0,0,0,256,107,73,26.38,60,65,0 1,49,2,1,50,0,0,0,0,252,156,91,25.35,70,114,1 1,56,1,0,0,0,0,1,0,194,127,83,26.05,80,73,0 1,35,3,1,15,0,0,0,0,196,107.5,66.5,22.64,45,79,0 1,57,1,0,0,0,0,1,0,263,146,94,29.08,63,NA,0 1,40,2,0,0,0,0,0,0,190,121.5,74.5,29.35,73,93,0 1,62,1,0,0,0,0,0,0,232,120,67.5,23.24,60,62,0 0,47,1,0,0,0,0,0,0,289,126.5,84,21.71,69,70,0 1,48,1,1,60,0,0,0,0,252,104,73.5,23.03,70,77,0 0,42,2,1,20,0,0,1,0,196,145,87,29.65,97,60,0 0,42,2,0,0,0,0,0,0,211,134,82,20.93,75,80,1 0,50,3,0,0,0,0,0,0,229,105,72.5,26.25,90,79,0 0,39,1,0,0,0,0,0,0,214,123,78,38.06,66,62,0 0,58,1,0,0,1,0,1,1,294,195,90,27.73,72,127,0 1,66,3,0,0,0,0,1,0,182,151,88,25.22,85,80,1 1,61,4,0,0,1,0,1,0,204,120,67,24.84,63,75,0 1,56,1,1,20,NA,0,0,0,191,130,70,26.09,75,97,0 1,60,1,0,0,0,0,0,0,241,119.5,79,24.66,60,78,0 0,67,2,1,3,0,0,1,0,326,157.5,78,24.63,85,77,0 0,39,3,1,5,0,0,0,0,184,96,72,18.16,100,NA,0 0,60,1,0,0,NA,0,1,0,273,176,84,22.17,66,79,0 1,42,3,0,0,0,0,0,0,283,137,91,25.41,75,67,0 0,50,2,1,20,0,0,0,0,235,121,78,23.01,52,78,0 1,50,1,0,0,0,0,0,0,227,114,87,33.1,92,120,0 0,43,1,0,0,0,0,0,0,249,155,93.5,21.99,85,115,0 0,42,3,0,0,0,0,0,0,252,102,72.5,22.85,60,NA,0 1,57,3,0,0,0,0,0,0,235,124,77,24.19,100,86,0 0,56,3,0,0,0,0,0,0,344,119,82,26.82,80,105,0 1,43,1,0,0,0,0,0,0,126,152,96.5,25.65,86,NA,0 0,47,2,1,NA,0,0,0,0,365,127,76,24.44,72,80,0 0,56,2,1,5,0,0,0,0,310,128.5,82,25.36,70,85,0 0,36,2,0,0,0,0,0,0,213,126,80,19.53,95,79,0 1,63,2,0,0,0,0,0,0,233,130,81,25.82,80,81,0 0,62,4,1,3,0,0,1,0,298,137,85,26.73,76,87,0 0,44,1,0,0,0,0,0,0,229,119,75.5,25.09,70,88,1 0,41,2,1,9,0,0,0,0,200,124,76,24.2,80,86,0 0,56,1,0,0,0,0,1,0,301,127.5,91.5,25.39,80,74,0 1,56,1,1,20,0,0,1,0,217,200,120,33.71,68,72,1 0,61,1,0,0,0,0,0,0,NA,115,60,25.5,76,99,0 0,50,1,1,30,0,0,1,0,287,147.5,87.5,30.36,64,72,0 0,55,1,0,0,0,0,0,0,310,135,76.5,26.31,110,74,0 0,38,2,0,0,0,0,0,0,251,126,76,29.19,60,66,0 0,40,1,0,0,0,0,0,0,236,98,75,26.63,70,NA,0 0,47,1,1,40,0,0,0,0,221,144,91,35.78,85,66,0 1,49,1,1,20,0,0,0,0,222,124,86,27.25,80,NA,0 1,54,2,1,30,0,0,0,0,219,113,70,20.41,80,53,0 0,40,1,0,0,0,0,0,0,290,125,90,32.81,85,87,0 1,63,1,1,30,0,0,1,0,225,146,82,27.17,70,85,1 0,65,1,0,0,0,0,0,0,288,146,94.5,26.54,80,74,0 0,50,2,0,0,0,0,0,0,225,132,81,23.62,74,103,0 1,54,2,1,20,0,0,0,0,215,120,85,29.93,62,75,0 0,39,1,1,15,0,0,1,0,280,152,104,24.22,90,82,0 1,46,1,0,0,0,0,1,0,235,136.5,92,22.92,68,89,0 0,53,1,1,3,0,0,0,0,239,112.5,67,25.63,77,74,0 1,48,4,1,20,0,0,1,1,230,135.5,90,25.34,95,91,0 0,51,1,1,20,0,0,0,0,300,128,78,26.69,65,97,0 1,64,2,0,0,0,0,0,0,283,113,77,22.73,75,67,0 1,63,2,1,43,0,0,0,0,230,127,82,19.97,70,67,0 0,55,3,0,0,0,0,0,0,238,137.5,87,26.89,67,107,0 0,39,2,1,1,0,0,0,0,225,112,74,27.26,85,85,0 0,59,1,0,0,0,0,1,0,261,141,78,25.32,68,76,0 0,52,1,1,20,1,0,1,0,161,180,114,32.52,105,104,0 0,48,1,0,0,0,0,0,0,186,107,76,26.39,65,90,0 1,64,1,1,20,0,0,0,0,232,113.5,70,21.03,80,58,1 0,64,1,0,0,0,0,1,0,229,145,85,29.67,70,74,1 0,54,3,0,0,0,0,0,0,286,110,74,26.28,65,90,0 1,55,4,0,0,0,0,0,1,245,133,78,29.05,73,115,0 0,47,1,0,0,0,0,0,0,210,113,65,21.33,66,62,0 1,42,3,1,20,0,0,0,0,220,119,73.5,23.31,67,63,0 0,55,2,0,0,0,0,0,0,175,107.5,65,20.17,68,79,0 0,42,2,1,18,0,0,0,0,219,126,73,22.65,80,65,1 0,47,1,0,0,0,0,0,0,228,118,84,18.67,75,90,0 1,51,1,0,0,NA,0,0,0,166,115,82.5,26.69,64,67,0 1,62,3,1,20,0,0,0,0,300,108,73,20.87,60,80,0 1,40,2,1,5,0,0,0,0,282,120,87,22.98,60,NA,0 1,37,1,1,20,0,0,0,0,261,111.5,72.5,26.48,73,74,0 1,58,1,1,20,0,0,0,0,184,127.5,70,25.62,50,80,0 1,51,3,0,0,0,0,0,0,215,147,96,28.59,65,100,0 0,48,1,1,10,0,0,1,0,188,170,110,26.03,90,118,0 1,51,1,1,20,0,0,0,0,256,130,75,28.76,60,83,0 0,52,1,0,0,0,0,0,0,223,132,82,26.06,75,63,0 0,66,2,0,0,0,0,1,0,292,143,95,31.11,90,77,1 1,37,2,1,20,0,0,0,0,211,116.5,77.5,24.5,68,78,1 0,44,3,1,20,0,0,0,0,245,95,50,21.65,82,NA,0 1,61,2,1,20,0,0,0,0,167,105,67.5,27.28,88,86,0 0,58,1,0,0,0,0,0,0,296,141.5,87,28.31,75,NA,0 0,42,2,1,25,0,0,0,0,286,133.5,80,26.25,75,65,0 0,42,3,1,20,0,0,0,0,193,129,91.5,27.78,95,74,0 1,40,2,0,0,0,0,0,0,222,112,82,23.71,77,85,0 0,59,1,0,0,0,0,1,0,288,158,90,32.84,70,87,0 0,58,2,0,0,0,0,1,1,240,150,80,26.45,66,255,1 0,63,1,0,0,0,0,0,0,362,151.5,82.5,25.15,102,NA,0 1,41,2,1,30,0,0,0,0,224,114,68,21.42,66,107,0 0,51,1,0,0,0,0,0,0,246,135,82,24.67,70,77,0 1,62,3,0,0,0,0,0,0,202,111,79.5,27.91,80,100,0 0,49,1,0,0,0,0,0,0,307,112.5,70,23.86,60,72,0 0,59,1,0,0,0,0,1,0,410,142,79,25.58,78,90,0 0,44,2,1,20,0,0,0,0,243,129,88,30.85,90,83,0 1,64,1,0,0,0,0,0,0,296,142,84,27.01,52,83,1 0,52,4,1,20,0,0,0,0,NA,110,70,22.52,75,NA,0 0,45,3,0,0,0,0,0,0,237,118,84,22.53,68,78,0 0,63,1,0,0,0,0,1,0,237,155,92.5,31.5,62,83,0 1,38,2,1,20,0,0,0,0,227,108,65.5,25.45,85,110,0 0,39,3,0,0,0,0,1,0,220,137.5,101.5,22.85,60,88,0 1,45,3,1,35,0,0,0,0,161,122,82,26.09,65,91,0 0,55,1,0,0,0,0,0,0,232,119,81,30,60,100,1 0,63,1,1,10,1,0,1,0,213,182,92,26.87,52,63,0 1,41,3,0,0,0,0,1,0,250,150,92,33.29,85,85,0 0,46,1,0,0,0,0,0,0,295,145,90,25.87,90,79,0 0,58,3,0,0,0,0,1,0,232,145,94,26.38,66,80,0 0,53,NA,0,0,0,0,0,0,185,96,72,21.35,60,82,0 1,59,4,0,0,0,0,0,0,210,134,84,25.64,58,77,1 1,46,1,0,0,0,0,0,0,222,120.5,73.5,27.23,77,60,0 0,51,3,0,0,0,0,0,0,216,128,83.5,24.41,72,75,0 0,42,3,0,0,0,0,0,0,190,121,85.5,22.19,87,85,0 0,62,1,0,0,0,0,1,0,262,175,85,30.91,68,72,0 1,47,1,1,30,0,0,0,0,260,111,70,23.46,66,71,0 0,43,3,0,0,0,0,0,0,192,107.5,67.5,21.22,67,NA,0 0,48,1,1,15,0,0,0,0,229,111,85,24.1,75,74,0 0,57,3,1,1,0,0,0,0,289,142,83,35.17,68,72,1 0,43,3,1,8,0,0,0,0,192,119.5,69.5,24.67,90,83,0 1,64,3,0,0,0,0,0,0,229,105,72.5,26.76,84,77,0 1,45,3,1,NA,0,0,1,0,170,145.5,99,26.74,83,85,0 0,49,3,0,0,0,0,0,0,238,97,67,23.17,75,77,0 0,45,1,0,0,0,0,0,0,244,119,73,26.51,80,80,0 1,53,4,1,30,0,0,1,0,226,139,80,23.62,72,69,0 1,45,3,1,30,0,0,0,0,250,126,89.5,28.68,75,92,0 0,52,3,1,9,0,0,0,0,249,112,75,22.54,72,71,1 0,61,1,0,0,0,0,1,0,266,171,87,32.77,80,123,0 0,46,2,0,0,0,0,0,0,212,132,82,34.52,80,72,0 0,48,NA,0,0,0,0,1,0,249,174,101.5,28.69,74,76,0 1,48,2,1,43,0,0,0,0,176,116,86,21.45,62,76,0 1,48,4,1,20,0,0,0,0,236,112.5,75,30.43,72,67,0 1,44,4,1,35,0,0,1,0,198,143.5,90,27.99,50,NA,1 1,63,1,1,20,0,1,1,0,213,163,94,NA,76,69,1 1,41,1,1,40,0,0,0,0,224,126,79,22.94,53,68,0 0,64,3,0,0,0,0,0,0,330,108,82,23.09,85,80,0 0,53,2,1,20,0,0,0,0,317,123,81,20.33,80,NA,0 1,53,3,1,43,0,0,0,0,238,126,72,23.4,62,73,0 0,60,2,1,NA,0,0,0,0,228,112,74,24.51,63,NA,0 1,42,1,1,20,0,0,0,0,319,116,74,26.62,83,136,0 0,38,3,0,0,0,0,0,0,162,105,70,21.35,72,71,0 0,63,2,0,0,NA,0,1,0,283,164,86,24.64,80,82,0 1,63,NA,0,0,0,0,1,0,240,136,94,29.17,64,57,0 0,59,1,1,3,NA,0,1,0,201,145,88,39.91,65,89,0 0,59,1,1,30,NA,0,0,0,316,110,70,19.83,80,74,1 1,59,1,1,9,0,0,0,0,200,124,77,22.82,57,NA,0 0,46,2,1,5,0,0,0,0,174,115.5,65,29.84,73,80,0 1,61,1,0,0,0,0,1,0,238,232,136,24.83,75,79,0 0,48,1,0,0,0,0,0,0,279,128.5,73.5,27.49,72,77,0 1,57,2,0,0,0,0,0,0,198,119,80,30.05,70,79,0 0,40,1,0,0,0,0,0,0,144,122.5,80,27.46,72,123,1 0,49,1,0,0,0,0,0,0,193,134,88,25.77,69,76,0 1,43,2,0,0,1,0,1,0,234,173,96,27.99,100,76,0 0,50,2,0,0,1,0,1,0,241,132,85,23.81,55,84,0 0,51,2,0,0,0,0,0,0,224,111.5,77,24.08,63,74,0 0,58,1,0,0,0,0,0,1,260,85.5,51,20.76,87,206,1 0,51,NA,1,15,0,0,1,0,240,180,107.5,25.33,68,80,0 0,40,2,0,0,0,0,0,0,195,132,81,24.26,80,86,0 0,46,4,1,5,0,0,0,0,228,110,80,19.74,90,127,0 1,44,1,1,20,0,0,0,0,260,134,80,22.25,87,81,0 0,59,1,1,20,NA,0,0,0,225,110,64,28.1,66,64,0 1,51,1,1,20,0,0,0,0,NA,112.5,74,26.37,70,NA,0 0,44,1,0,0,0,0,0,0,192,112,62,30.47,75,82,0 1,36,1,1,15,0,0,0,0,300,102,66.5,25.68,100,100,0 1,36,4,1,35,0,0,0,0,240,114,76,25.82,66,NA,0 1,64,1,1,15,1,0,1,0,266,191,81,25.33,95,78,1 1,50,3,1,30,0,0,1,0,NA,152.5,105,35.85,72,NA,0 0,47,1,1,9,0,0,0,0,261,133,77,27.96,87,105,0 0,42,1,1,9,0,0,1,0,274,135,90,22.19,70,NA,0 0,54,3,0,0,0,0,1,0,227,168,94,22.7,75,70,0 0,52,2,0,0,0,0,1,0,279,148,99,26.64,86,85,0 1,52,4,1,15,0,0,0,0,190,118,80,24.47,50,88,0 0,51,2,0,0,0,0,1,0,351,134,97.5,21.66,100,NA,0 0,38,4,0,0,0,0,0,0,150,108,70.5,20.42,72,88,0 1,45,1,1,3,0,0,0,0,280,128,82,29.17,60,62,0 1,42,1,1,20,0,0,0,0,225,110,80,22.51,65,77,1 1,47,2,1,30,0,0,0,0,260,126,91,27.01,75,84,0 0,43,4,0,0,0,0,1,0,240,141.5,93,38.43,72,77,0 1,46,2,0,0,0,0,0,0,280,142,91,28.09,85,65,0 0,42,2,0,0,0,0,0,0,233,132,82,26.81,69,71,0 0,45,2,1,9,0,0,0,0,208,137,82,24.35,85,NA,0 0,62,1,0,0,0,0,1,0,273,150.5,97,22.01,76,74,0 0,62,1,0,0,0,0,1,1,390,184.5,83,18.99,87,47,0 0,57,1,0,0,0,0,1,0,207,175,80,20.86,83,75,1 1,35,2,1,3,0,0,1,0,282,111,84,29.42,80,NA,0 0,39,1,1,10,0,0,0,0,226,95,59,22.88,80,83,0 1,36,3,1,15,0,0,0,0,245,122,74.5,24.27,79,85,0 0,38,4,1,20,0,0,0,0,282,135,80,29.14,75,89,0 1,67,2,0,0,0,0,1,0,287,145,92,36.04,80,77,0 0,64,1,0,0,0,0,1,0,173,144,82,22.54,60,77,1 0,38,1,0,0,0,0,0,0,196,100,80,22.9,78,74,0 1,38,3,0,0,0,0,0,0,244,118.5,88,28.68,77,65,1 0,43,2,1,15,0,0,0,0,165,113,79,28.96,75,72,0 1,38,1,0,0,0,0,0,0,221,130,87,26.43,72,55,0 0,54,2,0,0,0,1,0,0,321,150,93,22.5,75,131,0 0,41,3,0,0,0,0,0,0,192,103,72.5,22.72,61,70,0 1,39,1,1,30,0,0,0,0,292,120,85,31.09,85,NA,0 1,39,2,0,0,0,0,0,0,262,126,91,31.38,72,84,0 0,50,2,0,0,0,0,0,0,216,100,70,23.88,70,73,0 1,68,1,0,0,0,0,1,1,184,157,97,33.16,110,148,1 1,54,4,0,0,0,0,1,0,225,134.5,92.5,30.62,78,69,0 0,49,4,0,0,0,0,0,0,224,130,87,29.01,75,73,0 0,40,3,1,20,0,0,0,0,237,112.5,77.5,23.58,75,84,0 1,60,1,0,0,0,0,0,0,261,122,74,23.77,70,NA,0 1,38,2,1,7,0,0,0,0,229,116,70,26.65,77,71,0 0,48,3,1,20,0,0,0,0,253,105,59,19.42,62,83,0 0,35,2,0,0,0,0,0,0,274,104,61,NA,60,68,0 0,52,1,0,0,0,0,0,0,275,112,71,25.68,80,NA,0 1,50,1,1,30,0,0,0,0,234,122,81.5,29.64,64,76,0 0,50,1,0,0,0,0,0,0,281,107.5,74,23.44,85,79,0 1,44,1,0,0,0,0,0,0,273,120,80,29.89,76,87,0 1,44,1,1,20,0,0,0,0,163,105,72.5,21.02,67,62,0 0,45,2,0,0,0,0,0,0,229,130,80,21.72,75,77,0 0,52,1,0,0,0,0,0,0,210,146.5,82,32.27,85,72,0 1,51,3,1,20,0,0,0,0,163,126,78,26.56,63,78,0 1,57,4,0,0,0,0,0,0,251,114,75,26.35,80,72,0 1,60,2,1,20,0,0,0,0,305,112.5,75,22.7,75,98,1 1,40,1,1,3,0,0,0,0,165,117,77,21.71,50,66,0 1,38,NA,0,0,0,0,0,0,221,119,84,26.89,66,82,0 1,57,3,1,20,0,0,0,0,257,138.5,90,25.14,87,101,0 1,64,1,0,0,0,0,0,0,203,120,73,27.08,92,81,0 0,56,3,0,0,0,0,0,0,220,122,74,25.66,71,93,1 0,42,4,1,5,0,0,0,0,228,127.5,80,27.54,75,NA,0 1,54,1,1,30,0,0,1,0,255,149,86,20.12,98,65,0 1,42,4,1,20,0,0,0,0,274,120,83.5,23.95,80,79,0 0,58,1,1,1,0,0,1,0,244,160.5,98,NA,86,69,0 0,46,2,0,0,0,0,0,0,242,129,85,27.4,80,NA,1 1,36,2,1,25,0,0,0,0,210,117,84,28.35,75,96,0 0,35,2,0,0,0,0,0,0,165,117.5,72.5,27.86,63,67,0 0,54,3,0,0,0,0,0,0,288,124,77,29.88,79,92,0 1,62,3,1,20,0,0,0,0,245,127,79,23.5,72,73,0 0,39,2,1,15,0,0,0,0,216,116,72,24.25,76,71,0 1,45,2,1,10,NA,0,1,0,232,136,85,30.29,70,66,0 0,37,1,1,20,0,0,0,0,166,112,73.5,21.64,75,93,1 1,64,2,0,0,0,0,0,0,287,121,70,23.64,68,75,0 0,59,1,0,0,0,0,1,0,220,145,86,25.9,90,77,0 0,40,4,1,20,0,0,0,0,182,95.5,64,25.21,60,72,0 1,43,4,1,30,0,0,1,0,NA,152,87,26.77,77,NA,1 1,52,1,0,0,0,0,0,0,266,117,78,27.39,70,88,0 1,48,3,1,25,0,0,0,0,200,126.5,91.5,30.34,75,NA,0 0,40,1,1,20,0,0,0,0,237,130,72,23.54,75,80,0 0,62,1,0,0,0,0,1,0,308,152,98,35.42,75,76,0 0,48,1,0,0,0,0,0,0,270,134,87,24.91,75,77,0 0,46,1,1,20,0,0,0,0,185,137,90,25.2,82,NA,0 0,55,4,1,9,0,0,1,0,263,155,84,27.87,68,60,0 1,57,3,0,0,0,0,0,0,213,141,90,30.77,60,77,1 1,50,4,0,0,0,0,1,0,259,171,120,29.38,72,85,1 1,50,4,1,35,0,0,0,0,236,102,69,21.98,70,73,0 0,42,2,0,0,0,0,0,0,232,113,69,21.29,68,70,0 1,65,1,0,0,0,0,1,1,240,235,100,NA,68,297,1 0,42,2,1,9,0,0,0,0,185,123,74,24.41,83,92,0 1,66,1,1,20,0,0,1,0,228,188,128,29.58,84,67,0 0,41,1,0,0,0,0,0,0,177,107,76,22.37,75,65,0 1,57,1,1,20,0,0,0,0,265,124,81,28.18,73,100,0 0,39,3,0,0,0,0,0,0,179,120,82,21.51,96,NA,0 1,43,3,1,20,0,0,1,0,206,162.5,93.5,29.01,90,77,0 0,39,3,0,0,0,0,0,1,209,104,72,23.96,90,103,0 0,50,3,0,0,0,0,1,0,243,157,98,23.82,70,78,1 0,50,4,0,0,0,0,0,0,305,114,80,24.33,55,80,0 0,33,2,1,5,0,0,0,0,200,119,74,23.8,75,74,0 0,36,3,0,0,0,0,1,0,264,123,94.5,28.59,75,70,0 0,44,1,0,0,0,0,0,0,240,127.5,87,22.19,60,NA,0 1,55,1,1,20,0,0,1,0,244,125,93,24.5,75,NA,0 0,53,1,1,9,0,0,0,0,309,130,86,22.37,82,80,0 1,67,3,0,0,0,0,0,0,250,120,83,22.36,65,78,1 1,50,4,0,0,0,0,0,0,227,132,59,25.12,57,NA,0 0,57,3,1,20,0,0,0,0,267,102,62,20.34,60,NA,0 0,40,2,1,10,0,0,0,0,169,123.5,77.5,23.09,71,NA,0 1,41,2,0,0,0,0,1,0,248,140,87,30.34,96,NA,0 0,55,3,1,35,0,0,0,0,275,144.5,88.5,27.05,72,79,1 1,56,1,0,0,0,0,0,0,260,126.5,76,25.14,58,70,1 1,39,2,1,25,0,0,0,0,217,119,85,23.32,66,96,0 1,62,1,1,43,0,0,0,0,217,107.5,75,26.21,80,66,1 1,57,1,0,0,0,0,0,0,258,146,76,24.94,63,87,0 0,39,4,1,9,0,0,0,0,180,113,73,17.65,70,73,0 1,56,1,1,17,0,0,0,0,177,127,79,20.12,70,88,0 0,56,1,0,0,0,0,0,0,242,115,70,32.07,83,NA,0 1,54,3,0,0,0,0,1,0,258,146,98.5,26.05,60,68,0 0,61,1,0,0,NA,0,0,0,218,148,80,37.04,82,78,0 0,39,2,0,0,0,0,0,0,195,137,93,26.39,88,75,0 0,37,4,1,3,0,0,0,0,160,104,61,20.22,85,100,0 0,60,1,0,0,0,0,0,0,266,135,87,26.72,75,82,0 0,62,4,1,5,0,0,1,0,254,167.5,102.5,27.15,75,83,0 1,58,1,1,20,0,0,0,0,200,136,88,26.25,75,73,1 0,51,1,1,20,0,0,1,0,195,154,96,28.38,75,75,0 1,48,3,0,0,0,0,1,0,234,141,98,21.06,53,82,0 0,58,1,1,20,0,0,0,0,225,146,77,24.6,96,53,0 1,54,1,1,20,0,0,1,0,225,133,83,22.18,80,65,0 0,63,2,0,0,0,0,0,0,276,134,85,23.64,70,86,0 1,37,1,1,30,0,0,0,0,179,125,82,19.53,60,70,1 0,59,3,1,3,0,0,1,0,216,205,92.5,25.86,66,84,0 1,55,1,0,0,0,0,0,0,298,169.5,104.5,27.51,76,78,0 0,53,2,0,0,0,0,1,0,315,159,99,27.94,75,NA,0 0,40,3,1,5,0,0,0,0,143,125.5,80,21.99,71,95,0 0,56,2,0,0,0,0,1,0,290,185,107.5,26.45,82,84,1 0,41,3,1,15,0,0,0,0,195,120.5,76,22.91,75,70,1 1,45,NA,1,3,0,0,0,0,215,144,110,25.71,58,85,0 0,37,2,1,20,0,0,0,0,164,96.5,67,24.99,68,67,0 0,50,2,0,0,0,0,1,0,259,152,97,33.68,75,76,0 0,41,4,0,0,0,0,0,0,206,130,88,22.25,85,79,0 1,41,2,0,0,0,0,0,0,298,132,85.5,31.06,58,90,0 0,49,2,1,20,0,0,0,0,283,127,86,23.68,95,78,0 1,51,2,1,6,0,0,0,0,234,129,94,23.9,65,96,0 1,62,2,0,0,0,0,0,0,202,149.5,85,25.42,65,80,0 1,42,1,0,0,0,0,0,0,258,110,69,26.25,60,73,0 0,59,3,0,0,0,0,0,0,293,124,74,25.56,72,77,0 0,52,1,0,0,0,0,1,0,245,148,92,22.7,70,60,0 0,37,2,1,20,0,0,0,0,154,106,59.5,22.71,72,50,0 1,36,2,1,30,0,0,0,0,310,126,87,28.09,78,78,0 1,36,2,0,0,0,0,0,0,186,121,79.5,27.08,56,65,0 0,39,4,1,9,0,0,0,0,170,110.5,69,22.19,60,103,0 0,55,2,0,0,0,0,0,0,271,146.5,80,20.69,100,89,0 0,40,4,1,10,0,0,0,0,200,116,69,23.9,75,78,0 1,38,3,0,0,0,0,0,0,305,130,95,23.1,65,78,1 0,44,4,1,5,0,0,0,0,265,110,78,20.88,60,68,0 1,54,1,0,0,0,0,0,0,260,116,77,28.56,57,61,0 1,40,2,1,30,0,0,0,0,162,129,76.5,24.12,70,73,0 0,42,3,1,15,0,0,0,0,212,115,72,23.72,73,100,0 0,62,1,0,0,0,0,1,0,242,130,91,31.12,80,NA,0 1,48,1,1,1,0,0,0,0,259,130,95,23.68,68,NA,0 0,66,1,0,0,0,0,1,0,212,220,96,44.71,110,95,0 0,54,1,1,20,0,0,0,0,274,116,79,24.77,72,65,0 0,57,2,0,0,0,0,0,0,274,116,83,25.77,70,83,0 1,38,4,0,0,0,0,0,0,328,124,82,29.08,82,69,0 0,42,4,0,0,0,0,1,0,165,146,90,28.78,60,74,0 0,42,1,1,30,0,0,0,0,240,127,90,38.54,75,69,0 0,45,2,1,20,0,0,0,0,255,111,72,17.32,88,65,0 1,48,1,0,0,0,0,0,0,210,134,83,25.08,75,107,0 1,44,4,0,0,0,0,1,0,249,182,111,39.04,90,67,0 0,62,1,0,0,0,0,0,0,205,118,79.5,30.21,82,75,0 0,41,1,0,0,0,0,0,0,203,124,86,28.25,83,80,0 0,62,3,0,0,NA,0,1,0,294,139,78,21.11,85,79,0 0,58,1,1,20,1,0,1,0,156,170,98,28.88,72,NA,1 1,49,1,1,20,0,0,0,0,247,150,88,27.92,75,74,1 0,54,1,0,0,0,0,0,0,205,107.5,67.5,20.26,75,88,0 0,53,3,0,0,0,0,0,0,240,109,79,NA,92,80,1 0,43,1,0,0,0,0,0,0,229,124,79,30.28,72,77,0 0,61,2,0,0,0,0,1,0,273,210,120,25.11,88,83,1 1,63,1,0,0,0,0,0,1,229,109,75,38.42,110,120,0 0,56,1,1,9,NA,0,1,0,320,142,84,27.9,74,95,1 1,38,2,1,50,0,0,0,0,300,120,74,28.74,70,78,0 1,58,2,1,20,0,0,0,0,282,110,70,26.4,70,NA,0 0,53,1,0,0,0,0,0,0,279,132,81,26.18,67,77,0 0,45,2,1,3,0,0,0,0,250,130,80,20.24,90,86,0 0,51,2,1,20,0,0,1,0,293,151,92,30.67,80,77,0 1,52,1,1,30,1,0,1,0,238,184,102,28.88,90,94,1 1,40,1,1,20,0,0,0,0,297,105,73,27.15,67,88,0 1,42,1,1,30,0,0,0,0,232,130,91,25.77,72,70,0 1,37,2,1,1,0,0,1,0,165,134.5,91,27.97,86,80,0 0,52,1,1,20,0,0,0,0,232,115,80,28.79,72,68,0 1,44,2,1,15,0,0,0,0,209,127,86,26.41,85,88,0 1,44,2,1,30,0,0,0,0,339,97,62,22.19,90,85,0 1,42,3,1,43,0,0,1,0,272,128,83,33.26,80,63,1 1,45,2,1,25,0,0,0,0,288,124,81,27.94,69,118,0 1,39,1,0,0,0,0,0,0,190,114,70,27.8,60,80,0 0,63,1,0,0,0,0,1,0,293,193,63,30,70,76,1 1,42,1,1,20,0,0,0,0,190,121.5,79,24.2,92,77,0 1,55,4,0,0,0,0,0,0,260,120,80,28.89,60,68,0 0,46,3,0,0,0,0,1,0,230,154,98,28.23,75,90,0 1,45,1,0,0,0,0,0,0,258,128,79,32.03,70,75,0 0,37,2,0,0,0,0,0,0,209,115,69,24.66,72,77,0 0,50,2,0,0,0,0,0,0,232,120,75,23.88,60,74,0 1,52,2,1,20,0,1,1,0,260,158,96,21.17,74,82,0 1,53,1,1,20,0,0,0,0,260,120,80,29.35,64,73,0 1,46,1,1,15,0,0,1,0,405,181.5,102.5,26.33,98,97,1 0,35,2,0,0,0,0,0,0,197,109,73,26.38,71,95,0 0,42,2,1,10,0,0,0,0,359,115,71,24.46,75,68,0 0,48,1,1,2,0,0,0,0,NA,129,90,16.61,80,NA,1 0,52,1,0,0,0,0,0,0,234,130,75,28.35,82,72,0 1,41,3,0,0,0,0,1,0,230,150,101,28.54,75,65,0 0,48,1,1,35,0,0,1,0,174,154,84,31.76,72,90,0 1,62,1,1,20,0,0,0,0,295,139,80,21.28,63,97,0 0,53,4,0,0,0,0,1,0,243,188.5,106.5,29.82,68,70,0 1,60,1,1,20,0,0,0,0,260,127.5,72.5,25.06,65,75,1 1,45,4,1,20,0,0,0,0,202,99,76,24.61,94,NA,0 1,39,1,1,20,0,0,0,1,195,106,80,23.57,85,132,0 1,43,2,1,20,0,0,0,0,226,132.5,85,26.64,72,58,0 0,34,2,1,40,0,0,0,0,184,118,77,25.56,86,NA,0 1,42,1,1,20,0,0,0,0,182,120,83,27.26,85,87,0 1,60,1,1,30,0,0,0,0,288,122.5,68.5,22.13,80,88,0 0,65,4,1,1,0,0,1,0,322,165,95,22.84,80,81,0 0,45,1,1,10,0,0,0,0,230,116,75,21.35,92,77,0 0,38,2,1,10,0,0,0,0,309,113,68,21.35,60,75,1 1,38,4,0,0,0,0,0,0,240,122.5,80,23.97,60,43,0 0,59,1,0,0,0,0,0,0,205,142.5,74.5,25.63,85,83,0 0,55,1,0,0,0,0,1,0,232,170,92,26.09,96,74,1 1,62,2,0,0,0,0,0,0,193,132.5,80,27.2,70,78,0 0,37,2,1,43,0,0,0,0,167,118,76,19.61,65,67,0 1,38,3,1,20,0,0,0,0,238,119,83.5,24.18,68,71,0 1,52,4,0,0,0,0,0,0,285,110,79,23.41,67,65,0 0,45,4,1,15,0,0,0,0,239,112,70,23.48,68,95,0 0,41,2,1,15,0,0,0,0,235,107.5,68,21.1,80,113,0 1,52,1,0,0,0,0,0,1,219,125,82,24.06,73,173,1 1,59,1,1,20,0,0,0,0,207,111.5,67,20.12,55,84,0 0,53,3,0,0,0,0,0,0,260,139,80,20.31,72,76,0 0,48,1,0,0,0,0,1,0,246,165,84,27.6,122,73,0 1,54,3,1,43,0,0,0,0,288,145,92.5,26.2,72,98,1 1,39,4,1,30,0,0,0,0,255,108,75,23.9,67,70,0 1,46,2,0,0,0,0,0,0,270,138,97,33.79,90,65,0 1,45,2,1,20,0,0,0,0,239,116,68,26,78,79,0 0,50,2,1,20,0,0,0,0,202,138,72,25.03,110,98,0 1,46,4,1,20,0,0,0,0,233,108,74,23.97,85,82,0 0,36,1,0,0,0,0,0,0,200,108,62,20.79,75,69,0 0,53,4,0,0,0,0,1,0,243,164,111,39.53,100,70,0 1,50,4,1,20,0,0,1,0,250,148,108,24,80,86,0 0,63,1,0,0,0,0,1,0,235,131.5,91,24.69,80,68,0 0,38,4,1,15,0,0,0,0,178,96,67,20.4,65,82,0 0,56,3,0,0,0,0,0,0,207,120,60,22.89,75,71,0 1,41,NA,0,0,0,0,0,0,260,128,84,31.61,66,48,0 0,38,1,1,10,0,0,0,0,220,114,73.5,27.06,68,67,0 1,48,4,0,0,0,0,1,0,205,148,103,28.31,75,60,0 1,56,1,1,20,0,0,1,0,197,140,86,25.16,90,71,0 0,55,1,0,0,0,0,0,0,282,127.5,69,26.76,76,NA,0 1,41,4,1,10,0,0,0,0,213,120,78,28.78,80,70,0 1,48,1,0,0,0,0,1,0,232,130.5,90,29.07,85,118,0 1,57,3,0,0,0,0,0,0,238,128.5,87.5,25.38,80,89,0 1,44,1,1,20,0,0,0,0,258,116,67,28.3,75,79,0 1,40,3,1,40,0,0,0,0,208,120,80,25.98,75,66,0 0,45,3,1,5,0,0,0,0,268,100,70,23.45,73,87,0 1,57,3,0,0,0,0,0,0,314,109.5,72,25.62,72,71,0 0,65,1,1,3,0,0,1,0,211,190,90,39.54,80,NA,0 0,58,1,1,8,1,0,1,0,NA,185,105,31.18,75,NA,0 1,42,4,1,20,0,0,1,0,260,132,86,29.76,75,66,0 1,38,2,0,0,0,0,0,0,148,115,75,26.49,75,74,0 1,41,2,1,20,0,0,0,0,199,139,80,25.51,62,62,1 0,61,NA,0,0,0,0,0,0,270,136.5,89,30.65,63,87,0 0,63,1,0,0,0,0,1,0,275,148,75,28.87,70,83,1 1,43,4,0,0,0,0,0,0,179,125,80,23.05,63,NA,0 1,43,2,1,15,0,0,0,0,240,137,86,26.32,100,NA,0 1,52,4,1,30,0,0,0,0,346,133,96,25.95,65,126,1 0,48,2,0,0,0,0,0,0,237,124.5,66.5,33.29,80,91,0 0,45,1,0,0,0,0,0,0,285,107.5,80,28.06,74,NA,0 1,44,1,1,20,0,0,0,0,193,134,88,23.77,75,77,0 0,49,2,1,30,1,0,1,0,350,174,90,18.44,110,78,0 1,42,4,1,20,0,0,0,0,166,110,70,19.97,75,69,0 0,42,4,1,6,0,0,0,0,219,120,70,24.1,57,73,0 0,57,1,1,20,1,0,1,0,281,192,105,27.04,64,75,0 1,57,3,0,0,0,0,0,0,272,109,77,25.57,75,89,0 0,54,2,0,0,0,0,0,0,243,138,79,21.93,75,95,0 1,39,4,0,0,0,0,1,0,208,146,92,25.91,69,74,0 0,50,3,1,10,0,0,1,0,240,176.5,115,27.71,70,83,0 0,49,2,1,1,0,0,0,0,240,110,71,22.02,73,84,0 1,49,1,1,20,0,0,0,0,206,101,69,28.4,85,82,0 1,48,2,0,0,0,0,1,0,251,148,91,25.79,75,83,0 0,39,2,1,9,0,0,0,0,270,110,78,22,75,68,0 0,54,3,0,0,0,0,0,0,292,137,84,24.96,60,94,0 0,51,2,0,0,0,0,0,0,235,110.5,69,21.8,70,86,0 1,54,2,1,30,0,0,1,0,212,153,100,27.03,52,82,0 0,58,2,0,0,0,0,1,0,200,177,97,28.4,86,73,0 0,45,1,0,0,0,0,0,0,238,127.5,83.5,27.73,90,78,0 1,60,4,0,0,0,0,0,0,227,119,76,24.8,71,92,0 1,47,NA,1,1,0,0,0,0,183,112.5,73,24.27,68,80,0 0,40,2,0,0,0,0,1,0,254,132,92,23.45,75,62,0 0,64,1,0,0,0,0,0,0,213,133,77.5,35.62,77,74,0 0,47,1,0,0,0,0,1,0,190,160,96,28.02,94,64,0 1,54,4,1,30,0,0,0,0,195,113.5,72,21.78,65,67,0 1,60,1,1,40,0,0,1,0,230,149,95,26.68,67,92,1 1,48,2,0,0,1,0,1,0,336,183,108,28.11,106,96,0 0,41,4,0,0,0,0,0,0,204,129,86,20.72,60,70,0 0,36,1,0,0,0,0,0,0,180,116,85.5,26.32,95,81,0 1,37,4,0,0,0,0,1,0,230,123,92,28.61,71,80,0 0,39,2,0,0,0,0,0,0,175,114,68,24.2,80,93,0 1,63,1,0,0,0,0,1,0,235,199,114,29.76,95,84,0 1,66,2,1,3,0,0,1,0,199,159,92,26.35,66,74,0 0,48,1,0,0,0,0,1,0,202,171,97,32.67,95,78,0 0,37,1,1,1,0,0,1,0,274,197.5,125,43.48,68,94,0 0,64,2,0,0,0,0,1,0,246,190,100,32.68,92,102,0 0,46,2,0,0,0,0,0,0,275,116,88.5,28.04,70,70,0 1,38,1,0,0,0,0,0,0,203,116,81,30.19,62,80,1 0,43,1,1,20,0,0,0,0,245,112.5,80,23.43,90,77,0 0,44,1,1,5,0,0,0,0,205,120,83.5,24.3,67,77,0 1,44,1,1,20,0,0,0,0,213,116,77.5,26.09,75,83,0 0,63,1,1,9,0,0,1,0,281,158.5,90,20.5,72,NA,0 1,63,1,0,0,0,0,1,0,219,145.5,80,26.6,72,NA,1 0,46,1,0,0,0,0,1,0,233,174,100,26.72,85,73,0 0,46,1,0,0,0,0,0,0,200,133,84,26.15,70,83,0 1,60,1,1,20,0,0,0,0,195,107.5,72,26.53,70,80,0 1,61,1,1,13,0,0,0,0,312,110,66,26.28,68,96,0 0,51,2,1,5,0,0,0,0,192,133,87,20.72,78,77,0 1,63,3,1,9,0,0,0,0,176,116,83,27.8,65,75,0 1,61,1,1,15,0,0,1,0,157,195,108,25.08,75,78,0 1,36,2,0,0,0,0,1,0,183,140,85,24.39,67,84,0 1,43,1,1,15,0,0,0,0,249,145,85,28.77,75,100,0 1,60,4,1,12,0,0,0,0,233,135,75,22.17,75,60,1 1,46,4,1,20,0,0,0,0,259,101,71,20.1,80,73,0 0,48,1,1,20,0,0,1,0,252,143,81,24,85,101,0 1,66,4,1,20,0,0,1,0,273,145,88,25.41,69,74,1 1,40,2,1,20,0,0,0,0,193,122,78,28.4,70,93,0 0,42,1,0,0,0,0,0,0,199,111,71,27.23,67,107,0 0,44,1,1,10,0,0,1,0,229,146,78,25.25,69,75,0 1,46,2,1,20,0,0,1,0,181,122,87.5,29.15,80,83,0 0,50,1,1,15,0,0,0,0,168,120,80,25.26,96,60,1 0,40,2,0,0,0,0,0,0,267,150,93,31.77,93,74,0 1,50,4,1,20,0,0,1,0,261,180,100,25.9,92,66,1 0,49,1,1,9,0,0,0,0,235,109,70,28.66,74,73,1 0,42,2,1,9,0,0,0,0,281,115.5,79,22.9,80,71,0 0,39,3,0,0,0,0,0,0,201,121,78.5,24.26,67,90,0 1,49,2,0,0,0,0,0,0,215,132,85,33.14,81,75,1 0,50,3,0,0,0,0,1,0,NA,165,100,24.59,75,NA,1 0,58,3,0,0,0,0,1,0,NA,155,86,22.09,68,NA,0 0,41,4,1,9,0,0,0,0,218,102,67,19.23,78,78,0 1,37,4,0,0,0,0,0,0,266,110,72.5,26.09,77,73,1 1,43,4,0,0,0,0,0,0,217,115,80,28.82,52,70,0 0,64,1,1,30,0,0,0,0,241,136.5,85,26.42,70,77,0 0,49,NA,0,0,0,0,0,0,246,107,73,29.36,79,80,0 0,40,3,0,0,0,0,0,0,226,118,72,24.75,87,79,0 1,48,4,1,25,0,0,1,0,216,144,79,25.09,67,85,0 0,63,3,0,0,0,0,1,0,380,175,78,20.15,68,95,1 0,51,2,0,0,0,0,0,0,233,120,81,28.25,80,75,0 0,64,3,0,0,0,0,0,0,270,146,106,27.96,75,77,0 0,58,1,0,0,0,0,1,0,281,150,101,36.91,72,97,1 0,48,4,1,17,0,0,0,0,299,132,81,24.35,75,70,0 1,37,1,1,25,0,0,0,0,243,125,75,29.19,60,78,0 0,58,1,1,20,0,0,1,0,260,180,100,25.56,100,NA,1 0,55,2,0,0,0,0,1,0,293,165,106,24.71,90,79,0 0,42,3,0,0,0,0,0,0,270,126,86,23.98,80,77,0 1,43,1,1,30,0,0,0,0,262,105,72.5,28.36,82,70,0 0,44,1,1,9,0,0,0,0,212,128,81.5,27.51,80,87,0 1,37,2,1,20,0,0,0,0,232,129,74,24.46,86,88,0 0,50,3,0,0,0,0,1,0,254,132,96,29.35,90,67,0 1,58,1,0,0,0,0,0,0,200,128,83,29.63,68,80,1 1,42,2,1,5,0,0,0,0,355,113,81,26.17,90,71,0 1,48,2,1,20,0,0,0,0,210,134.5,84,27.97,65,87,0 0,32,2,1,15,0,0,0,0,242,111,70,29.84,80,88,0 0,39,3,0,0,0,0,0,0,240,118,84,25.57,80,75,0 0,57,4,0,0,NA,0,1,0,328,181,112.5,27.05,85,94,1 0,54,2,1,5,0,0,1,0,390,150,94,27.34,75,71,0 0,50,2,0,0,0,0,1,0,190,148,92.5,22.99,80,90,0 0,60,1,0,0,0,0,1,0,212,146,80,28.53,95,72,1 0,54,1,0,0,0,0,1,0,315,176,87,29.23,82,72,0 0,46,3,0,0,0,0,0,0,230,115,75,22.9,58,79,0 0,50,1,0,0,0,0,0,0,189,144,88,39.08,60,87,1 1,45,1,0,0,0,0,1,0,218,133,87,31.9,88,115,0 1,63,3,0,0,0,0,0,0,210,124,81,24.38,67,NA,0 1,60,1,0,0,0,0,0,0,264,137,80,29.99,65,58,0 0,52,1,0,0,0,0,0,0,279,135,86,27.02,100,72,1 1,58,1,0,0,0,0,1,1,287,145,72.5,26.27,88,206,1 0,38,2,1,10,0,0,0,0,186,166,96,33.14,75,75,0 1,59,4,1,30,0,0,0,0,235,136,96,28.61,54,85,0 0,41,1,0,0,0,0,0,0,156,121,88,23.57,70,86,0 1,46,2,1,20,0,0,0,0,275,137,88,29.28,110,88,0 0,53,4,0,0,0,0,1,0,310,146,91,29.3,75,72,1 1,50,4,0,0,0,0,0,0,259,132.5,92,30.41,68,75,0 0,57,1,1,1,0,0,0,0,240,142,85,22.55,80,77,0 1,40,1,1,20,0,0,0,0,332,114,76,26.51,70,90,0 0,41,3,0,0,0,0,0,0,228,108,62,23.92,63,99,0 0,41,2,1,9,0,0,0,0,280,129,89,39.69,110,65,0 0,56,3,0,0,0,0,0,0,254,113,61,25.5,79,87,0 0,49,1,0,0,0,0,1,0,205,137,95,25.29,100,74,1 1,47,1,0,0,0,0,0,0,265,137.5,88.5,23.75,83,90,0 1,64,3,0,0,0,0,0,0,227,102,61,23.29,70,81,0 0,59,3,1,15,0,0,0,1,342,137,83.5,25.18,86,140,0 1,40,3,1,8,0,0,1,0,302,122,95,23.81,80,82,0 0,45,3,1,3,0,0,0,0,152,118.5,76,25.38,74,68,0 0,46,3,0,0,0,0,0,0,193,110,68,22.19,68,65,0 0,42,2,0,0,0,0,1,0,196,136,88,34.55,75,78,0 1,62,1,1,10,0,0,0,0,271,125.5,72.5,31.11,62,NA,0 0,41,1,1,20,0,0,0,0,326,124,78,25.27,88,67,0 0,35,2,0,0,0,0,0,0,135,105,69,22.88,70,76,0 0,37,4,1,10,0,0,0,0,156,120,87,21.8,66,89,0 1,55,1,1,30,0,0,0,0,230,130,85,30.16,72,108,0 1,56,4,1,30,0,0,1,0,303,136.5,97,26.64,93,106,0 1,51,1,1,15,0,0,0,0,220,125,82,24.1,60,73,1 0,49,1,1,NA,0,0,0,0,252,123,69,21.45,72,89,0 0,62,1,0,0,0,0,0,1,233,130,87,21.34,85,386,0 0,49,1,1,20,0,0,0,0,323,123.5,78,22.86,92,63,1 0,44,2,1,3,0,0,0,0,288,150,89,21.11,90,97,0 1,47,2,1,15,0,0,1,0,225,137,97,27.31,66,NA,0 1,39,2,1,20,0,0,0,0,190,118,70,23.57,64,69,0 0,51,2,1,10,0,0,0,0,255,102.5,64.5,24.14,65,71,0 1,48,2,1,17,0,0,0,0,218,113,79,27.33,62,73,0 1,43,1,1,20,0,0,0,0,179,129,81,19.05,63,77,0 0,65,1,0,0,0,0,0,0,212,94,62,25.83,80,88,0 0,65,3,0,0,0,0,1,0,216,163,102,30.12,91,73,0 1,56,2,1,20,0,0,1,0,205,210,130,25.49,95,127,1 0,61,1,1,25,0,0,0,0,NA,147.5,72.5,26.58,83,NA,0 1,45,2,1,9,0,0,1,0,188,132,91,28.04,70,77,0 0,61,3,0,0,0,0,0,0,260,112.5,75,21.97,60,74,0 0,53,1,0,0,0,0,1,0,180,184.5,110.5,27.49,62,74,0 0,65,1,0,0,0,0,0,0,221,141,82.5,29.48,80,93,0 0,34,2,1,10,0,0,0,0,159,92.5,70,22.15,65,68,0 1,46,1,1,9,0,0,1,0,216,126,85,30.1,80,70,0 1,49,3,1,20,0,0,1,0,193,172,105,19.7,90,77,1 0,63,1,0,0,0,0,0,0,229,120,82,25.58,78,73,0 1,55,4,1,20,0,0,0,0,268,128,87,28.57,70,87,0 1,42,2,1,9,0,0,0,0,205,110,73,22.4,61,66,0 0,44,1,1,5,0,0,0,0,214,102,68,32.82,88,80,0 1,49,2,1,9,0,0,0,0,193,115,79,21.86,48,88,0 1,60,NA,1,20,0,0,0,0,212,138.5,87.5,19.54,64,73,1 0,47,4,1,20,0,0,0,0,261,120,77.5,23.26,85,NA,0 1,49,3,1,20,0,0,0,0,189,132,76,20.26,75,60,0 0,52,3,1,20,0,0,0,0,248,128,74,21.84,65,79,0 0,41,2,0,0,0,0,0,0,185,125,88,24.88,107,75,0 1,36,4,1,20,0,0,0,0,155,127.5,77.5,30.2,56,61,0 0,50,2,1,9,0,0,1,0,161,145,89,20.3,66,81,0 1,59,2,1,20,0,0,1,0,266,165,99,29.07,96,82,1 1,44,4,1,43,0,0,0,0,275,127,82.5,27.43,77,76,0 0,49,3,0,0,0,0,0,0,224,126,82.5,27.49,100,67,0 1,51,2,0,0,0,0,0,0,223,117.5,77.5,27.78,68,97,0 0,56,3,1,20,0,0,1,0,325,160,97.5,23.4,85,86,1 1,38,2,0,0,0,0,0,0,278,136.5,87,29.84,91,75,0 1,66,2,0,0,0,0,1,0,124,138,91,32.33,75,96,1 0,54,2,0,0,0,0,0,0,253,127,68.5,22.54,70,76,0 0,48,2,1,25,0,0,0,0,250,103,76.5,23.25,72,66,0 0,63,2,1,30,1,0,1,0,213,172,95,27.68,50,67,0 1,63,2,1,20,0,0,1,0,264,129.5,82.5,24.91,88,83,0 0,50,4,1,30,0,0,1,0,214,176,113,22.17,68,71,0 1,51,1,0,0,0,0,1,0,205,125,94,29.11,72,90,0 1,48,3,0,0,0,0,0,0,243,116,82,26.09,80,85,0 0,60,1,0,0,0,0,1,0,295,162,85,32.76,75,71,0 1,48,3,1,20,0,0,0,0,187,102,69,24.24,68,72,0 1,58,3,0,0,0,0,0,0,189,136,86,23.97,71,60,0 0,44,1,0,0,0,0,0,0,242,124,72.5,23.07,67,83,0 0,39,2,1,20,0,0,0,0,236,127,78,17.51,75,76,0 0,37,2,1,9,0,0,0,0,185,115,76,23.55,85,80,0 1,56,2,1,20,0,0,0,0,270,109,75,24.58,67,64,0 1,59,3,0,0,0,0,1,0,285,128,91,28.23,70,80,0 0,53,2,0,0,0,0,1,0,185,202.5,85,24.65,107,104,0 1,59,2,0,0,0,0,0,0,299,120.5,78,25.45,60,100,1 1,65,1,0,0,0,1,1,0,266,140,100,29.36,80,77,1 0,39,2,1,9,0,0,0,0,254,112.5,75,22.91,72,NA,0 0,58,1,0,0,1,0,1,0,290,145,88,36.65,60,86,0 0,40,2,1,20,0,0,0,0,261,112,67,21.83,75,61,0 1,37,2,1,9,0,0,0,0,237,102,72,19.68,67,83,0 1,64,1,0,0,0,0,1,0,189,156,69,21.68,66,100,0 1,62,1,0,0,1,0,1,0,208,140,97.5,27.27,70,121,0 1,35,NA,0,0,0,0,0,0,275,132.5,79,34.04,75,80,0 1,48,4,1,20,0,0,1,0,259,135,90,20.72,102,81,1 1,37,4,1,16,0,0,0,0,212,120,72,23.51,75,80,0 1,52,2,0,0,0,1,0,0,202,136,94,29.93,83,67,1 1,51,2,1,20,0,0,0,0,227,139,74,29.29,80,67,0 0,66,1,1,1,1,0,1,0,261,154,97,32.6,70,81,0 0,54,3,0,0,0,0,1,0,239,142.5,83.5,30.47,83,84,0 1,55,1,0,0,0,0,1,0,165,166,101,24.8,65,90,1 1,57,1,1,20,0,0,0,0,198,128,85,28.18,85,99,0 1,39,1,1,20,0,0,0,0,232,122.5,78.5,26.11,80,73,0 1,59,1,0,0,0,0,0,0,252,146,92,27.88,68,80,1 0,55,3,0,0,0,0,0,0,260,136.5,87.5,25.41,75,60,0 1,42,3,1,20,0,0,0,0,230,112,66,25.31,80,69,0 0,45,2,0,0,0,0,0,0,260,98,74,19.16,73,76,0 0,48,2,1,20,0,0,0,0,271,130,84,21.97,120,85,0 0,50,2,1,10,0,0,0,0,220,122,80,24.22,75,72,0 0,37,1,1,20,0,0,0,0,200,112.5,68,25.87,65,67,0 0,57,1,0,0,0,0,0,0,273,131,84,22.99,90,76,0 1,57,1,1,20,0,0,1,0,235,150,95.5,27.56,78,73,0 0,42,2,1,30,0,0,0,0,201,141,84.5,26.58,90,97,0 0,67,2,1,15,0,0,1,0,371,166,85,25.35,100,86,0 1,44,4,0,0,0,0,0,0,201,120,81,26.49,70,78,0 0,59,2,1,15,0,0,0,0,309,141,77.5,25.97,70,79,0 1,47,4,0,0,0,0,0,0,190,120,81,24.54,60,73,0 0,59,1,1,10,1,0,1,0,312,175,82,39.82,120,85,1 1,46,3,0,0,0,0,1,0,300,146,98.5,30.41,60,79,0 0,39,1,0,0,0,0,0,0,227,138,89,26.74,95,60,0 1,45,2,0,0,0,0,0,0,215,104,72,30.34,70,79,0 1,53,1,0,0,0,0,0,0,235,130,80,28.15,84,78,1 0,67,1,1,3,0,0,1,0,270,137.5,72.5,35.01,85,73,0 1,57,1,0,0,0,0,0,1,300,121,74,28.09,80,155,1 0,46,2,1,15,0,0,0,0,232,115,70,25.18,75,59,1 1,45,1,1,1,0,0,1,0,277,140,84,28.74,69,74,0 1,60,1,0,0,0,0,1,0,270,145,81,29.37,75,73,0 1,53,1,0,0,0,0,1,0,219,141,105,26.86,62,60,0 1,43,1,1,20,0,0,0,1,309,124,85,26.91,70,215,0 0,45,2,1,7,0,0,0,0,199,124,78,21.94,85,78,0 0,68,3,1,20,0,0,1,0,258,158,94,31.64,80,84,1 0,57,2,0,0,0,0,0,0,199,117,83,24.76,95,82,0 1,59,2,0,0,0,0,1,0,242,144,87.5,28.7,72,NA,0 0,54,2,0,0,1,0,1,0,199,159,102,22.91,66,93,0 0,44,2,1,10,0,0,0,0,223,96,59,23.82,67,87,0 0,50,1,0,0,0,0,1,0,212,169,117,27.08,100,68,0 0,39,2,1,20,0,0,0,0,206,102.5,65,19.8,80,85,0 0,43,2,1,15,1,0,1,0,172,149,82,22.35,60,64,0 1,42,1,1,NA,0,0,0,0,226,119,80,25.29,62,98,0 0,36,1,0,0,0,0,0,0,211,100,61.5,22.19,60,73,0 1,54,2,0,0,0,0,0,0,334,133.5,80,23.4,85,77,0 0,41,2,0,0,0,0,0,0,197,113,70,23.78,65,90,0 1,60,4,0,0,0,0,0,0,280,114,82,23.96,70,84,1 0,63,NA,0,0,0,0,1,0,246,151,88,25.94,69,73,0 1,41,1,0,0,0,0,0,0,181,125,79,19.09,60,70,0 1,52,4,0,0,0,0,0,0,224,128,82,23.96,70,68,0 1,53,1,1,20,0,0,1,0,216,110,79,24.76,75,74,0 0,37,3,1,15,0,0,0,0,222,110,71,18.3,80,67,0 0,45,1,1,5,0,0,1,0,228,191.5,95.5,27.94,95,NA,0 1,47,1,1,20,0,0,0,0,234,120,73,24.45,80,NA,0 1,38,1,1,20,0,0,0,0,113,120,83.5,30.34,78,85,0 0,40,2,0,0,0,0,0,0,212,110,70,22.98,85,85,0 1,37,2,1,20,0,0,0,0,309,107.5,80,25.23,65,84,0 1,65,2,0,0,0,0,0,1,238,122,81,23.95,67,150,1 0,39,4,0,0,0,0,0,0,229,119,63.5,NA,76,83,0 0,49,4,1,9,0,0,1,0,231,137,96.5,29.3,70,NA,0 0,39,2,1,20,0,0,0,0,180,112.5,85,25.31,75,58,0 0,41,1,0,0,0,0,1,0,317,149.5,93,35.42,68,87,0 1,48,1,0,0,0,0,0,0,201,117.5,80,23.68,66,85,0 1,50,1,0,0,0,0,1,0,167,159,95,25.2,75,87,0 0,67,1,0,0,0,0,0,0,302,121,83,30.12,75,64,0 1,41,2,1,30,0,0,0,0,228,113,82.5,25.67,67,70,0 1,46,2,0,0,0,0,0,0,226,140,86,31.93,85,72,0 0,43,3,0,0,0,0,0,0,232,126,73,20.43,72,75,0 0,55,1,0,0,0,0,0,0,215,122,86,30.61,79,87,0 1,55,3,1,20,0,0,0,0,214,110,71,24.24,75,72,0 0,48,3,1,9,0,0,1,0,266,155,100,27.86,75,84,0 1,57,NA,1,NA,0,0,0,0,223,107.5,72.5,24.74,62,103,0 0,48,1,0,0,0,0,1,0,234,144,90,29.34,72,70,0 0,38,3,0,0,0,0,0,0,155,122,81,27.14,64,70,0 0,48,4,0,0,0,0,0,0,240,123,80,24.57,66,74,0 0,40,2,0,0,0,0,0,0,178,119,78.5,23.28,72,75,0 0,57,1,0,0,0,0,1,0,254,182.5,97,27.38,77,72,0 0,40,3,0,0,0,0,0,0,274,132.5,85.5,24.87,100,70,0 0,64,2,0,0,0,0,1,0,266,166,90,23.33,82,87,0 0,53,1,0,0,0,0,0,0,237,126,84,27.04,66,88,1 1,46,4,1,9,0,0,1,0,260,137.5,94,32.37,78,78,0 0,51,2,1,6,0,0,0,0,190,131.5,89,23.66,92,100,0 0,40,3,0,0,0,0,0,0,188,123,76.5,28,58,76,0 1,63,1,0,0,0,0,0,0,270,118,78,27.06,72,NA,0 1,52,1,1,20,0,0,1,0,200,141,81.5,26.56,70,85,0 0,41,1,1,20,0,0,1,0,167,147.5,87.5,32.52,75,80,0 0,50,1,1,20,0,0,1,0,248,154.5,104,19.88,75,87,0 1,36,2,0,0,0,0,0,0,176,125,85,25.88,70,83,0 0,51,1,0,0,0,0,0,0,226,105,71,27.73,68,79,0 1,40,4,1,19,1,0,1,0,233,122,87,24.91,65,69,0 0,45,4,0,0,0,0,0,0,253,135,85,24.35,78,84,0 0,40,2,0,0,0,0,1,0,170,142.5,95,36.79,100,62,0 0,43,2,0,0,0,0,0,0,273,119,72,24.59,90,75,0 1,54,2,0,0,0,0,1,0,207,146,98,23.63,65,91,1 0,51,1,0,0,1,0,1,0,227,160,90,23.48,88,57,0 1,38,2,0,0,0,0,0,0,150,109,75,21.43,64,67,0 0,60,2,1,20,0,0,0,0,282,124,68,21.07,80,NA,0 0,36,2,1,15,0,0,0,0,204,112,78,28.74,85,82,0 0,52,1,0,0,0,0,1,0,215,180,108,37.02,60,89,0 1,47,3,0,0,0,0,0,1,199,161,102,29.17,58,NA,0 0,39,4,1,15,0,0,0,0,226,115,80,25.19,72,74,0 1,58,1,0,0,0,0,1,0,333,139,96,28.38,75,78,0 0,40,2,1,20,0,0,0,0,235,120,80,22.37,85,NA,0 1,49,1,0,0,0,0,1,0,304,147,102,31.67,70,77,0 0,52,3,0,0,0,0,1,0,350,175,85,30.99,92,63,0 1,40,2,1,20,0,0,0,0,275,112.5,85,28.04,73,71,1 0,55,2,1,5,0,0,0,0,315,123,77.5,26.21,75,84,0 1,58,4,1,3,0,0,0,0,290,116.5,83,23.27,75,85,0 1,48,1,0,0,0,0,0,0,251,112,77,30.28,80,88,0 0,54,3,0,0,0,0,0,0,248,131,71,24.89,80,73,0 1,60,2,1,19,0,0,0,0,231,122,78,28.09,80,67,0 0,41,2,0,0,0,0,0,0,180,115,84,20.11,75,64,0 0,40,2,1,3,0,0,0,0,NA,130,84,31.57,72,112,0 0,43,1,1,1,0,0,0,0,256,129,86,25.89,96,72,0 0,54,1,1,20,0,0,0,0,231,120,79,27.49,85,NA,0 0,49,4,0,0,0,0,1,0,168,165,99,27.1,73,86,0 1,53,4,0,0,0,0,0,0,207,102.5,72.5,26.5,72,95,0 1,44,2,1,20,0,0,0,0,246,142,92,23.85,76,65,1 0,67,1,0,0,0,0,1,0,NA,173,100,33.6,60,NA,0 0,44,2,1,20,0,0,0,0,295,114,85,23.1,85,84,0 0,42,2,1,15,0,0,0,0,216,119,75,27.01,70,73,0 0,37,2,0,0,0,0,0,0,249,108,74,23.28,82,66,0 0,53,3,1,9,0,0,0,0,304,119,72.5,22.91,53,NA,0 1,45,4,0,0,0,0,0,0,221,105,70,23.95,52,83,0 0,64,NA,0,0,0,0,1,0,270,155,93,35.35,83,112,0 0,36,3,1,20,0,0,0,0,214,107.5,66,22.02,80,103,0 1,64,1,1,20,0,0,1,0,214,155,99,22.46,75,82,0 0,54,3,1,2,0,0,0,0,213,144,82,29.45,63,72,0 1,55,1,1,5,0,0,1,0,240,135,95,28.69,75,108,0 1,59,1,1,3,0,0,1,1,230,182,102,25.91,66,147,1 1,55,3,1,20,0,0,1,0,252,129,84,23.55,80,72,0 0,60,2,0,0,0,0,0,0,354,130,82.5,26.76,65,79,0 0,57,1,0,0,0,0,1,0,320,125,72.5,25.27,83,82,0 0,42,1,0,0,0,0,0,0,193,137.5,82.5,30.55,63,69,0 1,59,3,1,40,0,0,1,0,243,162,91,33,85,81,1 0,58,1,0,0,0,0,1,0,268,170,104,24.51,70,75,0 0,57,1,0,0,0,0,1,0,382,133,77,24.27,75,81,0 0,52,1,0,0,NA,0,1,0,252,208,136,25.79,92,82,0 0,58,3,0,0,0,0,1,0,241,143.5,85.5,23.96,96,NA,1 1,51,4,1,10,0,0,0,0,231,110,72,21.19,75,81,0 1,49,1,1,20,0,0,0,0,288,128,89,35.96,73,75,0 0,64,1,1,10,0,0,1,0,NA,160,98,26.24,85,NA,0 0,52,1,0,0,0,0,0,0,211,129,73,29.09,62,117,0 1,41,3,1,20,0,0,1,0,240,166,71,35.53,90,57,0 0,47,1,1,9,0,0,0,0,214,118,72,24.08,60,NA,0 1,44,4,1,25,0,0,0,0,210,103,78,34.89,62,77,0 1,40,2,1,30,1,0,1,0,287,141,86,27.42,80,94,0 0,39,1,0,0,0,0,0,0,205,139.5,87,20.7,67,85,0 0,38,2,1,20,0,0,0,0,195,116,72,24.45,75,90,0 1,64,1,0,0,0,0,1,0,188,191,106,37.38,82,84,0 1,44,2,1,30,0,0,0,0,240,134,88,31.62,70,61,0 1,53,4,0,0,0,0,0,0,241,113,84,28.27,62,73,0 0,43,2,0,0,0,0,0,0,308,110,70,24.83,55,83,0 0,53,2,0,0,0,0,0,0,213,133,89,17.89,75,73,0 0,60,3,0,0,0,0,1,0,232,152.5,85,23.03,85,123,1 0,48,2,1,20,0,0,0,0,211,130,73,19.72,82,NA,1 0,48,1,0,0,0,0,0,0,225,132,80,21.35,60,74,0 0,50,1,0,0,0,0,1,0,312,165,90,30.47,72,83,0 0,45,2,1,20,0,0,0,0,280,116,69,26.45,99,92,0 0,56,2,1,30,0,0,0,0,288,123,70,18.62,72,96,0 1,61,1,1,5,0,0,0,0,222,139,67,22.01,92,72,0 1,44,2,0,0,0,0,0,0,267,131,79,30.32,70,79,0 0,43,2,0,0,0,0,0,0,202,121.5,86.5,20.82,92,77,1 0,59,2,1,35,0,0,1,0,345,182.5,103,31.52,83,76,1 0,41,1,0,0,0,0,0,0,295,118,83,29.01,75,75,0 0,42,2,1,10,0,0,0,0,173,105,70,21.98,60,79,0 1,61,1,1,20,0,0,0,0,215,114,72.5,25.86,65,61,1 1,61,1,0,0,0,0,0,0,193,108.5,71,31.31,60,NA,0 0,43,1,0,0,0,0,0,0,260,127,79.5,26.01,63,77,0 0,53,1,0,0,0,0,1,0,342,144,96,32.6,75,NA,0 0,47,4,1,4,0,0,0,0,243,121,61,20.32,84,110,0 1,55,1,0,0,0,0,1,0,246,147,86.5,24.8,75,76,0 1,38,1,0,0,0,0,0,0,205,125,85,28.03,60,84,0 1,46,1,1,20,0,0,0,0,219,118,79,24.17,70,90,0 0,66,1,0,0,NA,0,1,1,203,205,83,28.27,75,118,1 0,64,1,0,0,0,0,1,0,262,160,82,21.11,108,90,0 0,40,1,1,5,0,0,0,0,155,120,73.5,21.32,65,78,0 0,60,2,0,0,0,0,0,0,254,114,78,33.88,94,84,0 0,63,1,0,0,0,0,1,1,150,152,88,36.54,72,170,0 0,64,1,0,0,0,0,1,0,255,147.5,93,25.16,95,84,0 1,45,2,0,0,0,0,0,0,279,143.5,90,21.07,90,87,0 1,47,2,1,20,0,0,0,0,210,131,74,18.88,60,86,0 1,54,4,0,0,0,0,0,0,226,122.5,77.5,27.93,92,71,0 0,42,1,1,20,0,0,0,0,171,111,81,29.47,75,77,0 0,52,4,0,0,0,0,1,0,240,139,80,22,68,NA,0 1,46,1,0,0,0,0,0,0,220,119,80,25.86,75,95,0 0,55,1,0,0,0,0,1,0,208,190,130,56.8,90,86,1 0,40,2,1,20,0,0,0,0,250,104,74,18.75,90,NA,0 1,44,2,1,20,0,0,0,0,211,145,88,23.39,60,79,0 1,52,3,1,30,0,0,0,0,248,119,82,26.55,65,100,0 0,65,3,0,0,0,0,0,0,344,120,75,25.41,87,98,0 0,51,1,0,0,0,0,1,0,285,151.5,79,26.91,84,76,0 0,42,1,0,0,0,0,0,0,158,127.5,90,31.75,120,92,0 1,42,2,1,20,0,0,0,0,272,125.5,80.5,25.35,66,71,0 1,58,1,1,15,0,0,0,0,175,83.5,58,29.66,95,115,0 0,40,1,1,10,0,0,0,0,209,96,67,23.46,52,70,0 1,41,3,1,30,0,0,1,0,292,152,73,25.21,75,112,0 0,57,2,0,0,1,0,1,1,318,161,90,38.11,68,112,0 1,55,NA,0,0,0,0,0,0,222,129,86.5,33.76,95,92,1 0,65,1,0,0,1,0,1,0,230,159,87,22.91,70,65,1 0,59,2,0,0,0,0,0,0,364,142,84,26.24,67,70,0 1,51,1,1,15,0,0,0,0,339,137.5,81,24.22,80,85,1 1,36,1,1,20,0,0,0,0,242,115,75,25.64,83,83,0 1,63,1,1,10,0,0,1,0,230,152.5,88,24.1,72,74,0 1,37,2,1,30,0,0,0,0,179,131.5,81,24.99,64,68,0 1,51,4,1,20,0,0,0,0,215,115,69,25.7,68,77,0 1,52,2,0,0,0,0,0,0,210,128,87,26.25,67,61,0 0,47,3,1,9,0,0,0,0,250,98,73,24.39,60,88,0 0,56,1,0,0,0,0,0,0,307,118,80,29.67,60,70,0 0,39,2,0,0,0,0,0,0,253,127,68,23.29,85,75,0 0,68,2,0,0,0,0,0,0,242,146.5,71,25.21,100,96,0 0,52,1,0,0,0,1,1,0,291,150,94,28.68,67,74,0 0,65,1,0,0,0,0,1,0,295,210,135,24.73,72,93,1 1,47,3,1,25,0,0,0,0,173,117.5,77.5,20.23,68,75,0 0,54,1,0,0,0,0,0,0,248,131.5,83,26.84,67,63,0 1,67,1,1,10,0,0,1,0,194,171,84,21.64,75,88,0 1,63,3,0,0,0,0,1,0,204,158,109,28.4,75,71,0 0,58,2,0,0,0,0,0,0,220,121,75,25.33,73,76,0 0,40,2,0,0,0,0,0,0,159,142,90.5,22.31,100,NA,0 0,63,1,0,0,0,0,0,0,246,116,69,23.44,65,78,1 1,58,2,1,20,0,0,0,0,207,110,80,23.55,78,78,0 0,36,2,1,20,0,0,0,0,177,115,63.5,22.54,71,73,0 0,46,1,0,0,0,0,0,0,208,122,76,18.4,75,70,0 1,64,1,1,20,0,0,0,0,259,115,81,20.09,72,78,0 0,41,3,0,0,0,0,0,0,180,124,75.5,24.2,68,NA,0 0,43,1,1,15,0,0,0,0,315,132.5,76.5,31.54,95,NA,0 0,56,1,0,0,0,0,1,0,262,150,89,40.21,75,86,0 0,68,2,1,20,0,0,0,0,322,148,95,20.98,95,72,0 0,48,3,1,5,0,0,0,0,172,114,80,21.33,60,NA,0 0,63,1,0,0,0,0,0,0,219,124,75,28.57,66,76,0 0,49,1,1,10,0,0,0,0,288,99,60,22.19,77,76,0 1,40,2,1,25,0,0,0,0,335,136.5,84,23.6,85,76,0 0,46,4,0,0,0,0,0,0,192,122,83,23.99,78,106,0 0,51,1,0,0,0,0,0,0,198,128,90,26.32,70,75,0 1,44,1,1,15,0,0,1,0,274,150,95,25.46,75,70,0 0,67,1,0,0,1,0,1,0,228,144,85,27.59,65,75,1 0,38,2,0,0,0,0,0,0,215,106.5,75,23.82,60,67,0 1,43,1,1,20,0,0,0,0,263,132,90,28.85,72,71,0 1,46,1,1,60,0,0,0,0,285,121,82,27.62,70,79,0 1,49,2,1,60,0,0,0,0,213,123,75,24.84,70,NA,1 1,41,4,0,0,0,0,0,0,178,135,80,26.91,75,NA,0 1,41,1,1,3,0,0,0,0,309,113,74,25.4,75,64,0 0,54,3,0,0,0,0,1,0,341,155,105,27.01,63,62,0 1,41,1,1,15,0,0,0,0,265,130,80,26.58,84,63,0 0,48,1,1,10,0,0,0,0,195,121,78,26.27,75,80,0 1,62,4,0,0,0,0,1,0,240,152,95,25.37,63,70,1 0,58,1,0,0,0,0,0,0,282,143,76,27.87,79,92,0 1,67,1,1,40,0,0,1,0,216,148,70,32.63,90,103,1 1,38,4,1,20,0,0,0,0,215,110,80,NA,100,73,0 0,41,2,1,7,0,0,0,0,260,101,68,22.49,80,77,0 1,37,3,1,20,0,0,0,0,205,142,80,27.93,100,103,0 0,62,2,1,3,0,0,0,0,286,123,77,20.56,59,86,0 1,44,4,1,20,0,0,0,0,225,130,77.5,21.19,92,82,0 0,48,1,0,0,0,0,1,0,275,177,101,25.22,75,82,1 0,44,1,1,9,0,0,0,0,231,103,73,22.02,72,83,0 0,42,3,0,0,0,0,0,0,212,116,68,21.49,72,79,0 0,48,2,1,20,0,0,0,0,182,121,72,26.39,76,NA,0 0,40,1,1,5,0,0,0,0,220,113,78,24.29,68,NA,0 1,46,2,1,20,0,0,1,0,238,140.5,92.5,26.97,75,83,0 0,46,2,1,20,0,0,0,0,211,120,84,22.53,94,87,0 1,56,1,1,20,0,0,0,0,300,165,112,23.68,86,78,1 0,40,2,1,15,0,0,1,0,232,140,92,26.56,75,73,0 1,53,3,1,30,1,0,1,0,190,141,115,21.01,115,86,1 0,63,1,0,0,0,0,1,0,180,170.5,100.5,27.69,86,63,0 1,41,2,1,20,0,0,1,0,236,127,84,31.12,80,83,1 1,55,1,1,3,0,0,1,0,211,142,82.5,19.81,90,70,0 1,45,2,1,20,0,0,0,0,212,119,72,22.33,60,91,0 0,68,1,0,0,NA,0,1,0,258,139,74,26.58,85,75,1 0,43,1,1,10,0,0,0,0,249,108,76,27.49,80,76,0 0,45,2,1,15,0,0,0,0,200,117.5,83.5,23.68,77,73,0 0,38,2,0,0,0,0,0,0,159,132,85,28.21,69,76,0 1,40,1,1,20,0,0,0,0,228,131,80,26.77,64,74,0 0,40,1,1,20,0,0,0,0,187,107,74,22.37,60,67,0 1,43,2,1,20,0,0,0,0,275,111,76,23.95,68,65,0 1,58,1,1,15,0,0,0,0,264,156,86,26.05,92,103,1 0,45,3,1,10,0,0,0,0,210,121,82,23.08,85,71,1 1,59,2,1,1,0,0,0,0,232,108,73,24.92,65,81,0 0,39,NA,0,0,0,0,0,0,185,109,78,29.68,63,93,0 0,64,1,0,0,0,0,0,0,305,126.5,67,25.77,67,66,1 1,44,1,0,0,0,0,0,0,229,132,94,34.39,110,80,1 1,39,2,1,20,0,0,0,0,285,120,77.5,28.33,95,79,0 0,52,3,0,0,0,0,0,0,325,119.5,86,24.56,64,NA,1 0,47,4,1,10,0,0,0,0,205,107,68,23.29,90,108,0 0,45,1,0,0,0,0,0,0,175,114,74,30.53,72,105,0 1,45,3,1,20,1,0,1,0,238,175,114,31.14,78,70,0 0,41,2,1,9,1,1,1,0,180,114,70,22.41,92,NA,0 1,50,1,1,35,0,0,0,0,293,150,85,26.09,67,68,1 0,54,1,0,0,0,0,0,0,208,138,78,30.47,67,73,0 0,41,1,0,0,0,0,0,0,170,113.5,65.5,31.71,73,93,0 0,44,3,0,0,0,0,0,0,244,132.5,87,24.17,58,86,0 0,44,4,0,0,0,0,0,0,205,109,73,17.48,75,57,0 1,45,1,1,20,0,0,0,0,234,126,80,23.14,72,88,0 1,46,1,1,9,0,0,0,0,255,113.5,72.5,23.22,60,NA,0 1,41,4,0,0,0,0,0,0,197,134,87,25.48,75,75,0 0,41,1,1,5,0,0,0,0,209,107,65,27.27,84,87,0 0,58,2,1,20,0,0,1,0,231,165,94.5,27.02,100,80,0 1,65,4,0,0,0,0,0,0,253,111,60,24.12,60,69,0 0,44,2,0,0,0,0,0,0,226,123,82,24.67,72,70,0 0,41,1,0,0,0,0,0,0,228,93,71,31.57,50,85,0 0,60,1,0,0,0,0,0,0,261,123.5,79,29.28,70,103,0 0,59,1,0,0,0,0,1,0,267,190,90,26.23,75,NA,0 0,40,2,1,9,0,0,0,0,240,115,72,18.82,80,68,0 0,42,2,0,0,0,0,0,0,233,127,82,30.22,70,NA,0 0,56,2,0,0,0,0,0,0,280,101,71,28.22,79,67,0 0,52,2,0,0,0,0,1,0,260,171,118,28.33,69,80,1 1,54,1,0,0,0,0,0,0,235,132,87,26.13,65,75,0 0,42,4,0,0,0,0,0,0,278,118.5,72,21.99,72,78,0 1,42,2,1,20,0,0,0,0,238,133,88,28.84,80,58,0 1,43,1,0,0,1,0,1,0,210,181,97.5,21.83,75,55,0 0,49,2,0,0,0,0,1,0,239,143,93,28.38,75,87,0 1,47,2,1,20,0,0,0,0,344,102.5,71,27.73,65,80,0 1,53,3,1,43,0,0,1,0,193,142.5,100,24.15,82,69,0 0,62,4,0,0,0,0,0,0,281,126,85.5,23.29,65,63,0 0,55,NA,0,0,1,0,1,1,279,165,105.5,32.51,73,87,0 0,41,2,1,1,0,0,0,0,189,113.5,61,23.08,55,73,0 0,38,2,1,5,0,0,0,0,179,116.5,72.5,21.49,70,76,0 0,50,4,1,30,0,0,0,0,243,128,76,25.65,69,80,0 1,44,4,1,20,0,0,1,0,230,138,98,25.12,75,93,0 1,55,1,1,6,0,0,1,0,274,148,94,28.55,62,65,0 0,53,1,0,0,0,0,1,0,268,156,100,26.73,85,69,0 0,54,2,0,0,0,0,1,0,220,142.5,83.5,25.09,72,84,0 0,36,3,1,15,0,0,0,0,180,105,60,25.97,102,NA,0 1,47,1,1,20,0,0,1,0,286,148,98,29.98,80,93,1 1,51,1,1,7,0,0,1,0,133,138,78,16.98,80,65,1 0,60,1,0,0,0,0,1,0,295,149,103.5,22.69,80,52,0 1,49,4,0,0,1,0,1,0,280,166,98,23.03,70,72,1 1,43,4,0,0,0,0,1,0,367,141,82.5,25.62,92,90,0 1,57,1,0,0,0,0,0,0,207,111,80,37.15,63,70,0 0,61,2,0,0,0,0,1,0,224,155,71,25.98,75,86,0 0,46,1,0,0,0,0,0,0,284,147,82,25.6,80,NA,0 0,47,1,1,1,0,0,1,1,160,197,109,34.91,82,320,1 0,62,2,0,0,0,0,1,1,313,164,94,27.4,70,81,0 1,62,1,0,0,0,0,1,0,191,156,91,31.2,68,75,1 0,35,3,0,0,0,0,0,0,219,116,74,21.63,75,68,0 0,48,1,1,20,0,0,0,0,NA,117.5,67.5,28.62,75,68,1 1,51,1,1,15,0,0,0,0,212,146,89,24.49,100,132,1 1,42,1,1,20,0,0,0,0,241,118,85,30.03,68,74,1 0,40,2,0,0,0,0,0,0,215,110,70,19.64,70,87,0 0,44,3,1,30,0,0,0,0,188,122.5,67.5,23.13,94,85,0 0,46,2,0,0,0,0,1,0,214,144,79,23.62,96,80,0 0,40,2,1,9,0,0,0,0,193,105,60,22.54,75,85,0 1,40,1,1,20,0,0,0,0,201,121.5,76.5,29.38,74,94,0 1,48,2,1,15,0,0,0,0,214,114,80,26.27,95,99,0 0,43,2,1,20,0,0,0,0,208,119,69,19.48,67,73,0 1,48,2,1,20,0,0,0,0,194,102.5,69,18.55,79,83,0 0,43,1,0,0,0,0,0,0,230,116,86,27.78,62,78,0 1,38,1,1,20,0,0,0,0,265,123,86,28.88,85,80,0 1,48,2,0,0,0,0,0,0,263,114,80,25.14,80,77,0 1,58,1,0,0,0,0,1,0,279,181,74,22.49,66,65,0 0,51,3,0,0,0,0,1,0,304,132,80,25.15,85,106,0 1,42,4,1,40,0,0,1,0,218,129,90,23.22,70,73,0 1,46,2,1,43,0,0,1,0,272,145,88,28.12,103,65,0 1,48,1,1,20,0,0,0,0,285,116,81,23.1,100,58,0 0,55,1,1,1,0,0,0,0,240,107.5,70,18.06,71,140,0 0,59,4,0,0,1,0,1,0,282,135,87,28.96,72,NA,0 0,41,2,0,0,0,0,0,0,232,117.5,77.5,20.62,53,75,0 0,57,1,1,20,0,0,0,0,252,139,82,26.36,84,70,1 1,51,1,0,0,0,0,0,0,237,135,87.5,24.87,65,63,0 1,42,2,1,20,0,0,1,0,220,131,90,24.21,62,79,0 0,41,2,0,0,0,0,0,0,177,108,73,24.73,80,72,0 0,45,3,1,20,0,0,0,0,230,138,85,22.54,66,67,0 0,61,2,0,0,0,0,0,0,219,102,59,18.14,72,62,0 0,43,3,1,1,0,0,0,0,185,125,84,23.18,75,55,0 1,54,1,0,0,0,0,1,0,230,126,93,25.36,80,84,1 0,40,1,1,50,NA,0,0,0,220,124,79,20.7,90,57,0 0,59,1,0,0,1,0,1,0,297,198,108,28.06,85,109,0 1,40,3,1,15,0,0,0,0,203,123,82,24.74,75,78,0 1,60,1,0,0,1,0,1,0,173,135,97.5,30.71,63,86,0 1,49,3,1,25,0,0,0,0,282,134,79,26.87,67,78,0 0,52,1,0,0,0,0,1,0,220,163,87,25.12,100,94,0 1,51,1,1,40,0,0,0,0,264,119,82,28.55,85,63,0 0,49,1,0,0,0,0,0,0,257,115,75,25.61,72,74,0 0,52,1,0,0,0,0,0,0,208,141,85,24.85,75,68,0 1,42,2,1,20,0,0,0,0,184,114.5,76,29.89,66,59,0 1,44,3,1,15,0,0,0,0,237,124,83,27.17,70,88,0 1,50,NA,1,9,0,0,0,0,206,140,92,28.21,85,NA,1 0,50,2,1,30,0,0,1,0,308,145.5,96,25.61,72,NA,0 0,54,1,0,0,0,0,0,0,262,113.5,80,26.42,75,67,0 1,48,2,1,20,0,0,0,1,172,131,79,35.12,75,108,0 1,52,2,1,20,0,0,0,0,240,135,82,27.73,100,87,0 0,42,2,0,0,0,0,1,0,263,150,88,23.68,96,78,0 0,50,1,0,0,0,0,0,0,280,126,76,21.82,65,74,0 1,46,4,1,40,0,0,0,0,165,107,82,24.67,60,77,0 1,59,1,1,40,0,0,1,0,188,111,72,21.48,75,44,0 1,59,4,0,0,0,0,0,1,314,135,77.5,22.17,75,170,0 1,50,3,1,30,0,0,1,0,320,190,110,25.45,90,71,0 0,39,1,0,0,0,0,0,0,153,107,82,20.99,75,82,0 0,48,1,0,0,0,0,0,0,186,113,78,22.98,64,NA,0 1,58,2,1,20,0,0,0,0,255,136,85.5,25.33,82,62,0 0,47,3,0,0,0,0,0,0,205,106,75,23.44,75,97,0 0,57,2,0,0,0,0,0,0,163,112,71,22.66,70,78,0 0,63,3,0,0,0,0,0,0,281,125,80,21.35,75,99,0 0,43,2,0,0,0,0,0,0,194,122.5,82,35.16,75,80,0 1,56,1,0,0,1,0,1,0,226,175.5,113,30.77,60,70,0 1,50,2,1,20,0,0,0,0,163,96.5,72.5,20.72,75,77,0 1,47,4,1,10,0,0,1,0,214,132,95,24.23,70,77,0 0,48,3,1,20,0,0,0,0,215,114,64,21.51,74,64,0 1,56,2,0,0,0,0,0,0,212,130,79,27.73,64,100,0 1,40,2,1,20,0,0,0,0,152,119,86,23.35,75,66,0 1,63,1,1,43,0,0,1,0,253,172,82,24.19,66,137,1 0,52,1,0,0,0,0,0,0,280,118,71,21.84,96,62,0 0,61,1,0,0,0,0,1,0,NA,185,121,35.22,80,NA,0 0,59,3,0,0,0,0,1,0,240,149,88,27.48,80,82,0 0,42,1,1,20,0,0,0,0,228,122,85,23.99,69,68,0 1,41,2,1,20,0,0,0,0,264,126.5,82,23.96,75,78,1 0,48,4,1,3,0,0,1,0,247,142.5,86.5,24.87,53,68,0 1,49,2,1,20,0,0,1,0,291,160,99,29.91,85,88,0 1,43,1,1,20,0,0,0,0,175,103,64.5,17.81,86,78,0 0,53,3,0,0,0,0,0,0,280,135,87,27.17,80,80,0 1,49,2,1,17,0,0,0,0,211,128,89,31.07,75,76,1 0,67,3,0,0,0,0,1,0,260,140,88,24.67,55,65,0 1,42,NA,1,15,1,0,1,0,222,143,92,27.38,78,89,0 0,59,1,0,0,1,0,1,0,234,181,107,39.4,80,90,1 1,46,4,1,20,0,0,1,0,238,163.5,102,28.65,73,100,0 1,44,NA,0,0,0,0,0,0,253,152.5,87.5,26.84,56,NA,0 0,47,1,0,0,0,0,0,0,205,122,78,23.78,67,83,0 0,36,2,1,43,0,0,0,0,201,124,73,25.25,95,100,0 0,51,1,0,0,0,0,1,0,292,166,89,27.51,68,88,0 0,49,4,0,0,0,0,0,0,189,102,66.5,23.88,70,70,0 0,54,3,0,0,0,0,0,0,241,103,66,22.73,85,66,0 1,49,1,0,0,0,0,0,1,248,130.5,82,27.29,52,254,0 1,67,1,1,2,0,0,0,0,144,113,62,22.9,58,69,0 1,62,3,0,0,0,0,0,1,346,102.5,66.5,17.17,80,394,1 0,38,1,1,9,0,0,0,0,224,90,70,18.18,75,57,0 0,45,2,1,30,0,0,1,0,181,138.5,90,26.32,90,NA,0 0,50,3,0,0,0,0,0,0,250,109,70,20.74,75,77,0 0,45,1,0,0,0,0,0,0,290,124,72.5,24.24,92,87,0 1,48,4,1,30,0,0,0,0,178,132.5,73,24.67,80,70,0 1,58,1,1,40,0,0,1,0,231,171,95,26.11,85,77,1 0,36,2,0,0,0,0,0,0,203,112.5,73.5,24.47,70,73,0 0,55,NA,0,0,0,0,0,0,270,117,71,23.79,71,72,0 0,40,2,0,0,0,0,0,0,NA,119,81,24.6,75,NA,0 0,57,1,1,20,0,0,0,0,174,120,62,25.13,95,77,1 1,40,2,1,10,0,0,0,0,250,109,78,25.75,65,NA,0 0,41,1,1,20,0,0,0,0,190,135,81,24.38,65,NA,0 1,43,1,1,20,0,0,0,0,206,133.5,89.5,21.73,86,89,0 0,63,1,0,0,0,0,1,0,179,149,89,40.81,92,77,0 0,59,2,1,9,0,0,0,0,229,127.5,76,23.65,74,70,0 0,67,2,0,0,1,0,1,1,303,204,96,27.86,75,394,1 0,42,2,1,20,0,0,0,0,223,129,79,28.04,98,100,0 1,52,NA,0,0,0,0,0,0,340,114,83,31.02,78,80,0 0,39,2,0,0,0,0,0,0,252,125,86,20.74,75,93,0 0,42,2,0,0,0,0,0,0,183,120,76,21.12,100,72,0 0,43,2,1,15,0,0,0,0,230,118,70.5,26.24,100,67,0 0,52,1,0,0,0,0,0,0,263,132.5,87,30.42,75,64,0 0,45,1,0,0,0,0,0,0,210,120,72,22.01,75,93,0 1,61,1,0,0,0,0,1,0,243,142,89,27.3,65,67,1 0,56,3,0,0,0,0,0,0,192,122,82.5,28.61,68,58,0 1,43,4,1,25,0,0,0,0,296,137,90,23.97,72,97,0 1,56,4,1,20,0,0,1,0,228,151.5,103,23.58,65,66,0 1,55,1,1,45,0,0,0,0,345,134,89,27.38,72,60,0 1,46,1,1,20,0,0,0,0,273,132.5,69,26.83,120,88,0 1,43,1,1,30,0,0,0,0,252,112,78,24.25,90,65,1 1,43,2,0,0,0,0,0,0,206,107.5,73.5,24.17,60,71,1 1,64,2,1,20,0,0,0,0,225,120,75,NA,70,94,0 0,50,1,0,0,0,0,0,1,258,127,80,24.1,75,124,0 1,48,2,1,20,0,0,1,0,230,140.5,89,23.34,66,80,1 0,49,NA,0,0,0,0,1,0,254,142,87,27.94,60,63,0 1,46,1,1,15,0,0,1,0,212,132,92,22.08,63,NA,0 0,57,1,1,43,0,0,1,0,283,207.5,118,38.61,100,83,1 1,51,3,0,0,0,0,0,0,218,115,75,25.62,82,62,0 0,40,3,1,30,0,0,0,0,280,115,81,21.32,62,84,0 1,51,1,1,30,0,0,0,0,240,127,80,28.85,70,67,1 1,41,1,1,20,0,0,0,0,163,102,59.5,22.27,67,82,0 0,59,1,0,0,0,0,1,0,254,181,101,24.67,76,68,0 0,61,1,0,0,0,0,0,0,295,191,97,31.27,62,90,0 0,43,3,1,20,0,0,0,0,276,138,88,20.4,82,70,0 0,65,1,0,0,0,0,1,0,225,145,91,29.8,80,83,1 0,42,2,0,0,0,0,0,0,176,136,87,30.91,80,73,0 1,41,3,1,20,0,0,0,0,217,110,79,21.27,100,95,0 0,55,1,0,0,0,0,0,0,328,106,77,29.65,75,NA,0 1,56,1,0,0,0,0,0,0,220,113,83,25.12,58,86,0 0,56,2,0,0,NA,0,0,0,220,126.5,74.5,28.3,82,80,1 1,48,2,1,43,0,0,1,0,210,162.5,87.5,24.32,95,NA,0 0,56,3,0,0,0,0,1,0,287,150.5,94,26.01,75,99,0 0,51,3,0,0,0,0,0,0,250,148.5,90,24.58,80,NA,0 0,59,2,0,0,0,0,0,0,279,132,88,26.48,78,88,0 1,54,1,0,0,0,0,0,0,217,116,72,22.49,80,77,0 0,47,2,1,43,0,0,1,0,218,147,81,20.39,75,NA,0 0,45,3,0,0,0,0,0,0,254,104,73,19.46,60,77,0 0,53,1,0,0,0,0,0,0,328,121,70,30.75,90,77,0 0,54,1,0,0,0,0,1,0,306,195,110,32.1,72,68,0 0,59,1,0,0,0,0,0,0,281,130.5,86,25.11,80,83,0 1,41,1,1,40,0,0,0,0,260,137.5,80,26.89,75,55,1 0,47,3,1,5,0,0,0,0,237,110,77,25.62,100,83,0 0,65,1,0,0,0,0,1,0,205,167.5,92.5,24.72,87,NA,0 0,44,1,1,20,0,0,0,0,160,131,81.5,25.71,75,70,0 1,54,4,0,0,0,0,1,0,180,147.5,100,25.11,70,70,1 0,55,1,0,0,0,0,1,0,180,165,88,22.57,68,77,1 1,53,1,1,15,0,0,1,0,260,142,88,23.65,96,77,0 1,52,1,0,0,0,0,1,1,258,177,111,30.38,80,270,1 1,51,2,1,20,0,0,0,0,274,108,75,23.6,70,68,0 0,49,3,0,0,0,0,0,0,228,124,72,21.18,74,88,0 1,68,1,1,15,0,0,0,0,193,145,67,23.13,75,72,1 1,39,1,1,20,0,0,0,0,202,108,74,25.51,64,104,0 1,54,3,0,0,0,0,1,0,248,155,92.5,29.86,85,66,0 0,44,2,1,3,0,0,0,0,244,105,60,23.24,76,NA,0 1,46,1,1,43,0,0,0,0,237,105,72.5,33.49,67,79,0 0,49,4,1,20,1,0,1,0,262,147.5,97.5,24.96,60,67,0 0,46,1,0,0,0,0,0,0,229,127.5,80,22.34,84,77,0 0,63,2,1,9,0,0,1,0,219,162,91,33.66,70,NA,0 0,51,1,1,15,0,0,0,0,352,136.5,87,25.79,73,67,0 1,55,2,1,20,0,0,0,0,280,134,85.5,29.86,80,75,0 0,61,2,0,0,0,0,1,0,270,174.5,101.5,29.87,80,76,0 1,38,2,1,20,0,0,0,0,220,126,88,24.46,77,74,0 1,36,1,1,20,0,0,0,0,252,126,77,25.23,75,63,0 1,50,1,1,30,0,0,0,0,225,133.5,86,29.38,79,106,1 1,42,1,1,20,0,0,0,0,234,125,86,28.09,70,70,0 0,45,2,0,0,0,0,1,0,258,148.5,88,23.46,85,90,0 0,48,4,1,9,0,0,0,0,280,105,85,25.5,85,79,0 1,50,1,1,20,0,0,1,0,233,158,88,28.26,68,94,1 0,52,3,0,0,0,0,0,0,265,130,84,27.09,63,69,0 1,50,1,1,15,1,0,1,0,258,198,106,26.73,102,73,0 1,58,1,1,20,0,0,1,0,241,152.5,105,25.18,92,85,0 0,57,1,0,0,1,0,1,0,432,153,85,26.13,98,75,1 0,41,2,0,0,0,0,1,0,188,142.5,87.5,39.21,70,NA,0 0,55,2,0,0,0,0,1,0,326,144,81,25.71,85,NA,0 1,44,2,1,40,0,0,0,0,189,130,90,22.33,90,64,0 0,40,4,1,3,0,0,0,0,230,107.5,75,26.38,75,76,0 0,58,1,1,5,0,0,1,0,240,150,84,26.85,75,94,1 0,45,4,0,0,0,0,1,0,252,160,105,31.72,65,83,0 0,38,2,1,2,0,0,0,0,172,98,53,22.18,68,82,0 1,61,1,0,0,0,0,1,0,239,122,83,28.85,62,94,0 0,57,2,0,0,0,0,0,0,245,134,84,29.28,100,NA,0 0,62,2,0,0,0,0,0,0,317,126,75,23.29,71,86,0 0,50,1,0,0,0,0,0,0,229,121,85.5,23.09,63,75,0 1,36,4,1,40,0,0,0,0,200,103,67.5,30.82,67,72,0 1,44,1,0,0,0,0,0,0,234,135,88,25.65,52,83,0 1,44,1,0,0,0,0,1,0,260,127,80,31.69,69,73,0 1,44,2,1,40,0,0,0,0,232,125,86,23.23,72,80,0 1,51,4,0,0,0,0,1,0,200,115,76,31.04,78,NA,1 0,55,3,1,20,0,0,0,1,216,125,80,27.18,86,244,0 1,48,2,1,20,0,0,1,0,258,150,105,25.94,83,60,0 1,64,1,0,0,0,0,0,0,185,94,62,26.11,70,68,0 0,53,1,1,20,0,0,1,0,181,163.5,87,34.69,80,71,0 0,37,2,0,0,0,0,0,0,217,126,80,25.91,75,62,0 0,49,2,1,20,0,0,0,0,239,123,72,23.35,62,NA,0 1,40,3,1,70,0,0,1,0,210,132,86,31.57,98,80,0 1,45,1,1,20,0,0,0,0,264,118.5,81,26.35,75,90,1 1,39,1,0,0,0,0,0,0,188,105,65,22.85,63,76,0 0,55,1,0,0,0,0,0,0,204,131,87,24.68,63,70,0 0,57,NA,1,20,0,0,1,0,246,160,92.5,30.74,84,76,0 1,42,4,0,0,0,0,0,0,191,118,80,24.98,62,63,0 1,52,4,1,20,0,0,1,0,200,131,94,26.77,70,82,0 0,35,2,1,5,0,0,0,0,165,106,64,19.14,68,70,0 0,39,4,0,0,0,0,0,0,216,126,86,22.72,90,70,0 0,54,1,0,0,0,0,0,0,195,122,88.5,24.11,76,67,0 0,56,1,1,20,0,0,0,0,240,125,79,27.38,80,82,0 0,49,2,1,20,0,0,0,0,273,147,89,24.26,85,62,0 1,39,2,1,9,0,0,0,0,273,148,103,28.62,75,74,0 1,53,2,1,NA,0,0,0,0,276,130,86,24.21,58,82,0 0,59,2,0,0,0,0,1,0,250,120.5,80.5,27.59,80,75,1 0,52,2,0,0,0,0,0,0,300,137,79,25.4,86,73,0 1,45,3,1,15,0,0,0,0,266,109,70,23.72,75,71,0 1,53,2,1,20,0,0,0,0,239,122,82,29.4,70,84,0 0,66,1,0,0,0,0,1,0,273,197,91,23.22,95,80,0 0,41,4,1,17,0,0,1,0,261,147.5,97,31.65,75,73,0 0,45,1,0,0,0,0,0,0,282,115,71,22.54,60,96,0 0,46,2,1,18,0,0,0,0,290,131,84,18.28,75,68,0 0,41,3,1,3,0,0,0,0,232,125,80,25.38,72,79,0 0,59,4,0,0,0,0,1,0,313,186.5,99,25.65,72,84,0 0,44,1,1,10,0,0,0,0,310,141,76,20.52,52,90,0 0,56,NA,1,5,0,0,0,0,285,124,80,24.54,52,106,0 0,57,NA,1,NA,0,0,0,0,229,115,69,24.43,80,93,0 1,53,4,0,0,0,0,0,0,225,108.5,73,26.55,54,73,0 0,34,2,0,0,0,0,0,0,226,112.5,77.5,24.99,100,72,0 1,38,4,1,10,0,0,0,0,226,142,93,29.76,105,63,0 1,44,1,0,0,0,0,0,0,195,114,79,25.01,60,76,0 0,45,3,0,0,0,0,0,0,271,121,77,23.96,68,82,0 1,57,1,0,0,0,0,1,0,287,149,86,26.33,62,65,0 1,61,1,0,0,0,0,0,0,257,124.5,80,23.84,64,76,1 0,38,4,1,3,0,0,0,0,177,126,80,23.84,90,79,0 1,57,4,0,0,0,0,0,0,235,123,78,28.53,60,74,0 0,47,1,0,0,0,0,0,0,266,107,77,30.61,75,64,0 1,39,4,1,15,0,0,0,0,208,135,80,20.71,70,NA,0 0,54,1,0,0,0,0,0,0,192,130,87,27.76,69,NA,0 1,58,1,0,0,0,0,1,0,239,147,98,26.51,65,68,0 0,69,2,0,0,0,0,1,0,215,164,80,17.23,100,NA,0 0,60,3,1,3,0,0,0,0,270,130,72.5,20.84,75,102,0 0,63,3,0,0,0,0,1,0,241,153,89,32.57,65,75,1 0,50,3,1,9,0,0,0,1,210,134,80,18.26,64,NA,0 1,56,1,0,0,0,0,0,0,243,128.5,75,27.68,80,89,0 0,54,3,0,0,0,0,0,0,278,127.5,83,23.08,63,78,0 0,57,2,1,20,1,0,1,0,315,193,109,27.99,70,74,0 0,48,2,1,5,0,0,1,0,150,175,110,26.4,100,NA,0 0,44,1,1,8,0,0,0,0,351,106,65,25.34,95,69,0 1,60,1,1,20,0,0,1,0,174,164,113,18.64,65,93,1 1,41,2,1,20,0,0,1,0,196,154,99,23.46,82,56,0 0,50,2,1,20,0,0,0,0,275,123,83,24.29,90,64,0 0,49,1,0,0,0,0,1,0,254,131,92,29.22,75,65,0 1,50,2,0,0,0,0,1,0,239,148.5,100,27.83,80,90,0 1,61,1,1,20,0,0,1,0,220,215,129,24.69,92,NA,1 0,52,1,0,0,0,0,0,0,280,127.5,81.5,33.9,82,70,0 1,33,4,0,0,0,0,0,0,165,136,75,24.95,88,90,0 1,46,1,0,0,0,0,1,0,328,130,86.5,27.17,65,82,0 1,52,2,1,20,0,0,0,0,243,116,64,23.78,69,70,0 1,45,2,1,5,0,0,0,0,217,130,82,26.95,50,85,0 0,46,3,1,30,0,0,0,0,196,114,75,21.01,60,69,0 1,63,1,1,6,0,0,1,0,256,138.5,77.5,28.85,80,84,0 0,41,1,1,5,0,0,0,0,192,123,72,19.16,62,90,1 0,41,1,0,0,0,0,0,0,193,127,83,21.49,60,80,0 1,52,2,0,0,0,0,0,0,214,98,67,23.43,68,90,0 1,46,3,0,0,0,0,0,0,297,133,92,25.98,69,64,0 0,63,2,0,0,0,0,1,0,184,196,101,28.27,86,82,1 1,37,3,0,0,0,0,0,0,257,105,70,31.47,75,80,0 0,43,1,1,10,0,0,0,0,269,139,96,24.38,77,71,0 0,67,1,0,0,0,0,0,0,223,111,73,27.89,90,63,1 0,42,1,0,0,0,0,0,0,245,117.5,90,22.65,85,96,0 0,51,1,0,0,0,0,1,0,177,141,92,29.64,72,130,1 0,63,1,0,0,0,0,1,0,289,158,80,32.66,75,84,0 1,36,2,0,0,0,0,0,0,163,111,73,30.18,70,90,0 1,51,4,0,0,0,0,0,0,260,127.5,92,32.98,56,93,0 1,43,2,0,0,0,0,1,0,177,147.5,92,24.81,64,90,0 0,40,1,1,15,0,0,0,0,220,131.5,82.5,24.35,80,78,0 1,49,2,1,9,0,0,1,0,278,152,93,29.76,64,63,1 1,57,1,1,30,0,0,0,0,167,127,69,28.13,83,107,0 1,39,2,0,0,0,0,0,0,216,122.5,77,24.06,60,67,0 0,58,1,0,0,1,1,1,0,274,159,90,28.4,72,81,0 1,54,2,0,0,0,0,1,0,165,151,100,23.74,92,NA,0 0,61,1,0,0,0,0,1,0,300,150.5,89,NA,68,72,1 1,53,3,1,20,0,0,1,0,204,152,74,24.8,78,89,0 0,60,2,0,0,0,0,1,0,298,133,89,25.09,83,81,0 1,40,4,0,0,0,0,1,0,192,141.5,108.5,36.01,76,78,0 0,49,1,1,NA,0,0,1,0,214,172,111,40.51,80,70,1 0,52,4,1,20,0,0,0,0,254,114,80,16.59,75,74,0 1,57,1,1,30,0,0,1,0,249,139,83,23.81,85,76,0 0,46,1,1,30,0,0,0,0,303,115,78,22.5,70,67,0 0,42,1,1,43,0,0,0,0,290,136,88,34.71,110,NA,0 0,40,2,0,0,0,0,0,0,230,127,72,29.62,85,70,0 0,54,2,0,0,0,0,1,0,252,146,87,33.11,90,100,0 0,51,2,0,0,0,0,1,0,262,150.5,95,30.79,75,77,0 1,54,1,1,30,0,0,1,0,177,162.5,99.5,22.97,65,93,1 0,51,1,0,0,0,0,0,0,236,115,71,23.48,80,84,0 0,39,2,0,0,0,0,0,0,337,120,79.5,23.07,68,77,0 0,54,2,0,0,0,0,0,0,243,147.5,86.5,26.42,64,NA,0 0,47,3,1,NA,0,0,0,0,321,132,88,28.14,90,74,0 1,63,1,0,0,0,0,1,0,248,130,73.5,23.5,98,83,0 1,39,2,1,NA,0,0,0,0,285,121,82,27.62,85,65,0 0,40,2,1,3,0,0,0,0,256,124,79,24.23,80,81,0 1,45,1,1,3,0,0,0,0,NA,126,85,28.24,72,NA,0 0,63,2,0,0,0,0,0,0,NA,127.5,80,32.78,73,NA,0 1,47,4,1,15,0,0,1,1,210,163.5,97,28.24,105,183,0 1,42,NA,1,5,0,0,1,0,184,149,95,28.77,80,94,0 1,38,4,1,30,0,0,0,0,275,117.5,85,28.94,72,74,0 1,44,1,0,0,0,0,0,0,238,132,86,27.22,75,85,0 0,45,1,0,0,0,0,0,0,195,129.5,83,25.74,77,74,0 0,53,3,1,30,0,0,1,0,268,163,97,27.88,80,65,0 0,43,4,1,15,0,0,0,0,205,128.5,96,22.34,100,NA,0 1,54,3,1,6,0,0,0,0,260,116,86,24.05,85,85,0 0,48,3,1,9,0,0,0,0,248,114.5,70,27.69,95,75,0 0,38,4,1,15,0,0,1,0,267,179.5,97,20.44,76,67,0 0,54,2,0,0,0,0,0,0,240,125,87,28.76,76,76,1 0,62,1,0,0,0,0,0,0,224,121.5,77.5,28.66,75,NA,0 0,51,3,0,0,0,0,1,0,198,142.5,80,23.86,76,100,0 1,39,3,0,0,0,0,0,0,221,126,80,23.9,64,80,0 1,46,1,1,20,0,0,0,0,182,120,78,20.23,75,85,0 0,44,3,0,0,0,0,0,0,213,126,76,19.05,85,84,0 1,48,2,0,0,0,0,0,0,274,134,84,31.78,85,80,0 0,42,3,0,0,0,0,0,0,260,118.5,74.5,22.19,60,75,0 1,52,1,0,0,0,0,0,0,222,125,76,25.23,60,77,0 0,62,2,0,0,0,0,1,0,326,160,90,33.7,72,84,0 1,54,2,1,3,0,0,1,0,279,155,105,26.47,78,66,0 0,64,2,0,0,0,0,0,0,280,133,82,28.92,54,65,0 1,65,4,0,0,0,0,0,0,272,137,81,25.74,90,97,0 0,49,1,0,0,0,0,0,0,286,144,91,29.35,65,67,0 0,60,1,1,15,0,1,1,0,254,177,101,23.27,92,79,1 0,70,2,0,0,1,0,1,0,231,136,84,31.78,60,95,0 1,44,1,1,9,0,0,0,0,273,114,83,27.33,70,65,0 0,40,1,1,43,0,0,1,0,226,138,99,35.02,95,73,0 0,47,2,0,0,0,0,0,1,221,140,94,28.84,80,85,0 0,39,1,0,0,0,0,0,0,243,116,79,22.44,85,82,0 0,57,1,0,0,0,0,0,0,257,133,94,17.71,143,75,0 0,58,1,1,15,0,0,1,0,275,140,78,19.18,78,74,1 0,67,2,0,0,1,0,1,0,295,170,89,35.35,66,63,0 0,42,2,1,20,0,0,0,0,310,124,72.5,22.32,96,74,0 0,60,2,1,9,0,0,1,0,280,150.5,90,33.45,90,NA,0 0,52,2,0,0,0,0,0,0,246,136,84,20.15,101,86,0 1,51,NA,0,0,0,0,1,0,275,159,99,28.57,60,88,1 0,44,2,1,9,0,0,1,0,NA,147.5,96,30.57,78,NA,1 0,50,3,0,0,0,0,1,0,305,151,106.5,25.38,100,75,0 1,41,2,1,20,0,0,1,0,293,132,86,24.62,65,75,0 0,38,2,1,5,0,0,0,0,193,107,73,20.73,85,72,0 0,57,1,0,0,0,0,0,0,219,125,83,23.22,65,115,0 1,35,2,1,20,0,0,0,0,200,131,87,23.93,71,70,0 1,42,1,1,30,0,0,0,0,270,122,82,30.31,72,142,0 1,37,3,1,NA,0,0,0,0,188,123.5,77,26.62,65,80,0 1,45,2,0,0,0,0,0,0,201,107.5,64.5,23.85,88,NA,0 0,58,2,0,0,0,0,1,0,200,161,96,25.02,80,NA,0 1,35,2,1,20,0,0,0,0,234,122.5,76.5,25.16,75,85,0 1,51,NA,1,9,0,0,1,0,696,157,87,24.44,95,84,0 0,62,1,0,0,0,0,1,0,240,154,92,29.49,55,67,0 1,42,1,1,20,0,0,0,0,234,103,71,21.88,68,82,1 0,44,2,1,8,0,0,0,0,179,122,70,24.37,72,NA,0 1,39,2,1,30,0,0,1,0,292,153,100,28.09,110,69,1 1,44,3,1,30,0,0,0,0,363,140,87,26.44,95,79,0 0,59,3,0,0,0,0,0,0,226,108,72,24.87,55,86,0 1,60,1,1,10,0,0,1,0,217,167,109,24.86,95,72,1 0,53,1,0,0,0,0,0,0,265,132,80,26.25,67,76,1 0,40,3,1,9,0,0,0,0,189,115,81,22.73,80,103,0 1,53,3,0,0,0,0,0,0,253,115,81,28.09,70,84,0 1,41,2,1,20,0,0,0,0,201,122,76.5,23.81,70,73,0 0,60,1,0,0,0,0,1,0,279,140.5,89,22.43,80,69,0 0,36,2,0,0,0,0,0,0,209,107,73.5,21.59,75,73,0 0,45,2,1,20,0,0,0,0,311,117.5,76,26.27,68,67,1 0,50,4,1,9,0,0,0,0,256,136.5,81,23.07,75,78,0 1,43,2,1,20,0,0,0,0,195,113,81,34.32,70,87,0 1,45,2,1,NA,0,0,0,0,248,121,72,27.88,64,88,0 0,49,3,0,0,0,0,0,0,278,131,93,31.4,80,66,0 1,42,2,1,20,0,0,0,0,223,119.5,87,23.56,70,73,0 0,55,1,0,0,0,0,0,0,331,128,84,21.18,70,76,0 1,45,4,1,20,0,0,1,0,271,164,98,26.05,94,81,1 0,53,1,0,0,0,0,1,0,267,152,89,28.49,94,103,0 0,39,2,1,5,0,0,0,0,188,113,81,26.44,85,87,0 0,38,2,1,10,0,0,0,0,226,117.5,72,20.71,72,73,0 1,42,3,0,0,0,0,1,0,252,151.5,95,25.74,78,73,0 0,48,1,1,5,0,0,0,0,235,120,81,23.36,86,80,0 1,62,1,0,0,0,0,0,0,164,126,79,27.89,66,69,0 1,63,1,0,0,0,0,1,0,190,148,90,27.13,72,86,0 0,49,2,0,0,0,0,0,0,165,120,66.5,21.45,71,74,0 0,46,4,1,10,0,0,0,0,229,97.5,72,18.99,80,NA,1 1,55,1,1,30,0,0,0,0,175,150,88,22.72,56,NA,1 0,43,4,1,9,0,0,0,0,207,95.5,70,19.78,93,79,0 0,45,2,0,0,0,0,0,0,155,116,81.5,25.56,72,82,0 0,38,1,1,9,0,0,0,0,220,105,69,24.69,110,87,0 1,46,1,1,30,0,0,1,0,187,140,94,24.3,100,67,1 1,48,4,0,0,0,0,0,0,195,124,80,23.96,52,73,0 1,45,1,1,20,0,0,0,0,218,130,87,24.1,72,64,0 0,59,1,0,0,0,0,0,0,225,132,80,28.41,58,88,0 1,43,3,0,0,0,0,0,0,237,104,74,23.02,60,77,0 0,45,2,1,20,0,0,1,0,297,142,91,35.02,87,86,0 0,49,1,1,20,0,0,0,0,277,120,80,19.72,60,75,0 1,38,3,1,23,0,0,1,0,165,128,80,25.62,90,85,0 0,47,1,1,9,0,0,1,1,214,144,92,22.73,72,57,0 1,45,1,0,0,0,0,0,0,275,105,86,32.92,75,92,0 0,49,1,0,0,0,0,0,0,224,140,88,23.79,80,86,0 1,37,4,0,0,0,0,0,0,253,122,81,27.98,75,93,0 1,52,3,1,20,0,0,0,0,205,136.5,92.5,31.05,70,NA,1 0,37,1,0,0,0,0,0,0,184,137.5,88.5,16.48,100,68,0 1,45,1,1,6,0,0,0,0,216,127.5,82.5,27.15,70,67,0 1,57,1,0,0,0,0,0,0,206,124,80,23.04,66,60,0 0,46,1,0,0,0,0,1,0,313,170,107,27.78,95,62,0 1,48,2,1,30,0,0,0,0,208,138.5,85.5,23.85,82,64,0 1,46,1,1,40,0,0,0,0,210,154,91,26.25,88,82,0 0,57,1,0,0,0,0,0,0,194,199.5,107,26.84,60,69,1 0,55,1,0,0,0,0,1,0,226,141,84,27.6,69,73,0 0,39,1,0,0,0,0,1,0,219,161,103,29.06,94,106,0 0,40,2,0,0,0,0,0,0,196,126,85,22.81,73,96,0 0,42,1,1,20,0,0,0,0,225,111,71,23.43,95,85,0 0,61,NA,0,0,0,0,0,0,260,137,70,24.83,92,78,0 0,65,2,0,0,1,0,1,0,279,152,102,30.43,95,78,1 0,36,1,1,5,0,0,0,0,195,109,69,23.24,70,70,0 0,44,1,0,0,0,0,0,0,200,128,82,23.24,80,73,0 0,50,2,1,20,0,0,0,0,258,123,70,19.72,80,71,0 0,43,1,0,0,0,0,0,0,202,124,92,21.26,75,74,0 0,50,1,0,0,0,0,1,0,236,152,92,24.47,120,67,1 0,41,1,1,20,NA,0,0,0,203,120,70,21.26,80,63,0 0,43,2,1,15,0,0,0,0,300,120,78,28.18,75,106,1 0,41,1,1,25,0,0,0,0,172,108,73,22.5,85,73,0 0,55,1,0,0,0,0,0,0,290,132,81,27.86,85,92,0 1,58,2,1,3,0,0,0,0,187,136.5,84,25.08,63,68,0 0,46,3,1,6,0,0,1,0,315,165,85,32.89,110,91,0 0,45,4,0,0,0,0,0,0,201,128.5,73,24.56,85,82,0 0,66,1,0,0,0,0,1,0,263,193,95,27.07,115,94,1 0,47,NA,1,20,0,0,0,0,304,110,72,20.88,85,75,1 0,51,3,0,0,0,0,0,0,204,119,80,24.03,85,87,0 0,46,4,0,0,0,0,0,0,255,117,77,26.35,90,76,0 0,43,1,1,20,0,0,0,0,200,115,80,26.66,60,81,0 1,42,1,0,0,0,0,1,0,327,134,93,25.14,70,72,1 0,64,1,1,20,0,0,0,0,272,131,85,21.82,70,80,0 1,39,2,1,20,0,0,0,0,230,134,92,28.44,75,56,0 0,45,2,1,1,0,0,1,0,285,132.5,97.5,24.74,98,77,0 1,52,3,1,35,0,0,1,1,281,133,93,32.27,115,80,0 1,50,2,0,0,0,0,0,0,258,129,84,24.56,80,75,0 1,60,1,0,0,0,0,0,0,235,146,92,26.85,80,108,0 1,62,1,0,0,0,0,0,0,265,135,80,27.94,50,80,0 1,51,4,0,0,0,0,0,0,230,115.5,85,30.75,48,85,0 1,51,1,1,40,0,0,0,0,212,122.5,73,22.34,75,74,0 0,40,1,1,20,0,0,0,0,272,123,75,23.08,80,63,0 0,39,1,0,0,0,0,0,0,275,131,80,25.79,94,84,0 1,47,3,1,20,0,0,0,0,281,119,81,23.72,80,65,0 0,48,3,1,20,0,0,0,0,259,129,81,21.08,75,65,0 1,40,4,1,30,0,0,0,0,205,131,81,23.74,66,87,0 0,43,3,1,20,0,0,0,0,202,114,78,26.61,82,87,0 1,51,4,1,30,0,0,0,0,342,110,70,28.86,72,87,1 1,59,3,1,30,0,0,1,0,239,168,100,27.87,65,96,1 0,44,4,0,0,0,0,1,1,254,145,85,21.27,75,137,0 0,64,4,1,6,0,0,1,0,239,143,84,20.06,55,73,0 1,50,NA,0,0,0,0,0,0,268,108,69,25.14,65,67,0 0,37,4,0,0,0,0,0,0,165,108,75,21.84,75,83,0 1,54,4,0,0,0,0,0,0,265,121,82,23.52,60,67,0 1,60,3,1,10,0,0,0,0,227,122,80,25.64,58,80,0 0,69,3,0,0,0,0,0,0,286,117,73,20.92,85,103,0 1,36,2,1,20,0,0,0,0,226,124.5,84.5,21.63,68,74,0 0,51,1,1,2,0,0,0,0,261,127,81,20.24,75,96,0 0,40,2,1,43,0,0,0,0,224,106,72,23.59,82,71,0 1,58,2,0,0,0,0,0,0,225,105.5,74,25.68,50,93,0 1,44,1,1,20,0,0,1,0,316,135,95,25.48,75,68,0 1,44,3,0,0,0,0,0,0,216,113.5,77,28.23,64,77,0 1,42,1,1,5,0,0,0,0,197,102,70.5,24.68,83,45,0 0,48,1,1,30,0,0,0,0,305,118.5,73,20.99,70,84,0 1,46,1,0,0,0,0,1,0,185,121,85,31.31,80,97,0 0,44,2,0,0,0,0,0,0,194,117,78,24.94,65,79,0 0,47,3,1,20,0,0,0,0,167,115,70,22.71,75,100,0 1,46,1,1,43,0,0,0,0,270,116.5,87,28.53,75,71,0 0,41,2,1,2,0,0,0,0,159,99,62,19.09,80,67,0 1,61,1,1,20,0,0,0,0,260,115,79,23.65,56,78,0 0,42,2,0,0,0,0,0,0,218,122,75,18.11,100,85,0 1,69,1,1,4,0,0,1,0,232,151,74,24.14,75,62,0 0,53,1,0,0,0,0,0,0,307,142,94,25.7,85,60,0 0,66,3,1,20,0,0,0,0,241,112,66,23.36,75,74,0 1,45,2,1,20,0,0,0,0,229,117,78,22.79,85,86,0 1,38,2,1,20,0,0,0,0,200,123,85,25.63,90,84,0 1,58,3,1,30,0,0,0,0,200,112,74.5,23.37,75,62,0 0,39,2,1,10,0,0,0,0,194,112.5,77.5,21.51,67,84,0 0,47,2,1,20,0,0,0,0,NA,121,70,23.09,80,83,0 0,56,1,0,0,0,0,1,0,290,164.5,102,30.33,70,105,0 0,44,2,1,5,0,0,0,0,175,130,80,19.18,75,117,0 0,59,2,0,0,0,0,0,0,239,127,88.5,27.2,90,78,0 0,63,1,0,0,0,0,1,0,242,142.5,85,28.25,75,73,0 0,65,NA,0,0,0,0,0,0,221,155,92,31.34,58,NA,0 1,43,3,0,0,0,0,0,0,199,124.5,84.5,24.45,74,NA,0 0,41,3,1,15,0,0,0,0,205,120,80,20.67,86,64,0 1,55,2,1,20,0,0,0,0,283,137,82,28.49,75,85,0 0,46,1,0,0,0,0,0,0,193,124.5,72,26.84,75,80,0 0,46,1,1,20,0,0,0,0,250,112.5,60,22.72,82,74,0 1,39,2,1,1,0,0,1,0,250,148,94,30.08,85,NA,0 0,48,1,0,0,0,0,0,0,215,128,86.5,22.72,89,85,0 0,46,3,1,20,0,0,0,0,267,119,65,29.15,83,75,1 0,48,1,1,4,0,0,0,0,253,120,77.5,24.53,70,98,0 1,57,1,0,0,0,0,0,1,213,136.5,87,25.51,58,119,0 0,40,2,1,20,0,0,0,0,165,101,59,23.06,60,76,0 1,61,1,1,20,0,0,0,0,262,129,85,21.77,80,74,0 1,47,1,0,0,0,0,0,0,259,139,79,29.34,70,71,1 0,47,2,1,11,0,0,0,0,229,127,76.5,23.48,65,64,0 0,42,1,1,9,0,0,0,0,200,119,75,22.91,57,69,0 1,56,3,0,0,0,0,0,0,193,114,80,28.41,60,88,0 0,41,1,0,0,0,0,0,0,225,110,60,25.54,75,58,0 1,40,1,1,43,0,0,0,0,216,138,91,22.67,72,NA,1 1,58,2,1,NA,0,0,0,0,235,127.5,76,21.02,81,135,0 1,48,NA,1,40,0,0,0,0,247,133,77.5,33.99,81,95,1 1,65,1,1,20,0,0,0,0,177,119,82.5,21.18,60,88,0 0,61,1,1,9,0,0,0,0,259,134.5,87,22.91,70,91,0 0,52,3,1,9,NA,0,0,0,275,102,70.5,20.4,65,NA,0 0,47,1,0,0,0,1,0,0,220,124,75.5,24.71,65,68,0 0,41,2,1,16,0,0,1,0,243,159,100,27.78,78,71,0 0,47,1,0,0,0,0,0,0,346,118.5,81,34.56,70,NA,0 1,60,1,1,9,0,0,0,0,235,108.5,73.5,21.76,65,102,0 0,37,3,1,20,0,0,0,0,254,119,62.5,28.78,70,69,0 1,36,2,1,25,0,0,0,0,215,110,67,23.1,63,84,0 0,52,4,0,0,1,0,1,0,264,181,112.5,24.8,74,77,1 0,58,2,0,0,0,0,1,1,265,143.5,85,21.68,91,107,0 1,57,1,1,3,0,0,1,0,225,177.5,120,25.48,72,96,1 0,45,3,1,20,0,0,0,0,198,119,80,22.18,78,79,0 0,58,2,1,10,0,0,0,0,226,125,75,24,75,73,0 1,62,1,1,5,0,0,1,0,243,157,96,28.83,75,71,0 0,61,3,0,0,0,0,0,0,235,102,74.5,19.22,67,83,0 1,44,4,1,25,0,0,0,1,241,111,78,27.78,85,167,1 1,48,3,0,0,0,0,0,0,175,131,52,24.95,75,77,0 1,65,1,1,3,0,0,0,0,194,122,68,26.08,60,73,0 1,52,1,1,15,0,0,0,0,212,138,86.5,24.88,60,NA,0 0,39,1,0,0,0,0,0,0,186,124,80,29.7,75,102,0 0,46,3,0,0,0,0,0,0,193,106.5,70.5,26.18,75,NA,0 0,40,1,1,3,0,0,0,0,173,125,75,25.67,65,102,0 1,63,1,1,20,0,0,1,0,228,141,82,25.84,82,81,1 0,39,2,0,0,0,0,1,0,200,141,87,24.04,75,70,0 0,50,2,0,0,0,0,0,0,240,107.5,70,26.76,67,102,0 1,46,1,1,20,0,0,1,0,253,159,100,27.31,64,70,0 0,47,2,1,30,0,0,0,0,198,143,87,20.86,85,79,1 0,61,2,0,0,1,0,1,0,209,133,93,NA,80,NA,1 0,64,1,0,0,1,0,1,0,285,160,87,29.97,65,87,0 0,59,2,1,20,0,0,1,0,254,154.5,93,21.82,85,89,0 0,63,3,0,0,0,0,0,0,297,133.5,92,25.09,80,74,0 0,51,2,1,20,0,0,0,0,326,112,83,20.82,104,70,1 1,47,1,1,30,0,0,1,0,190,147.5,92.5,31.31,77,82,0 1,38,2,1,15,0,0,0,0,150,123,76,20.39,60,82,0 0,45,1,0,0,0,0,0,0,288,135,88,25.23,85,79,0 1,61,1,0,0,0,0,0,0,195,113,77,25.51,80,96,0 1,51,2,1,5,0,0,1,0,290,168,103,29.11,80,64,1 1,45,4,1,20,0,0,0,0,257,117.5,82.5,24.62,58,86,0 0,54,1,0,0,0,0,0,0,197,138,80,31.82,72,73,0 0,64,2,1,15,0,0,1,0,259,195,110,20.09,75,63,1 0,49,4,0,0,0,0,0,0,232,125,83,22.17,70,77,0 0,59,3,0,0,1,0,1,0,223,159,102,28.3,62,83,0 1,48,1,1,15,0,0,0,0,240,126,84,25.82,73,60,0 1,48,1,0,0,0,0,1,0,306,140,94,23.95,65,70,0 1,63,3,1,20,0,0,0,0,291,134.5,80,22.49,77,70,0 1,55,4,0,0,0,0,0,0,275,115,78,28.52,73,79,1 0,42,1,1,9,0,0,0,0,231,110,80,19.12,78,70,0 1,59,1,0,0,0,0,0,0,274,144.5,91.5,26.08,67,63,0 0,64,2,0,0,0,0,1,0,272,149.5,86,26.91,85,62,0 0,51,2,0,0,0,0,1,0,261,142,90,28.58,95,84,0 1,54,3,1,40,0,0,0,0,250,114,82,24.39,65,62,0 0,66,1,0,0,0,0,1,0,312,150,74,25.59,72,90,1 1,52,1,1,15,0,0,1,0,253,159,89,23.68,100,NA,1 1,36,1,0,0,0,0,0,0,233,128,86.5,35.31,83,76,0 0,54,2,0,0,0,0,1,0,320,165,84,38.31,80,99,0 0,47,3,0,0,0,0,0,0,231,102.5,66,23.4,70,78,0 0,41,1,0,0,0,0,0,0,181,112,75.5,25.14,72,95,0 1,62,4,1,40,0,0,0,0,260,127.5,75,25.35,65,103,1 0,65,1,0,0,0,0,0,0,274,143.5,93,26.82,79,63,0 0,50,1,0,0,0,0,1,0,234,143,90,29.36,70,86,1 1,55,3,1,15,0,0,0,0,215,121.5,81.5,28.45,71,98,0 1,51,4,0,0,NA,0,0,0,154,98,66,22.86,63,82,0 1,37,4,1,30,0,0,0,0,210,120,72,23.8,75,97,0 0,68,2,0,0,NA,0,0,0,257,144,95,29.25,80,77,0 1,60,1,1,20,0,0,1,0,253,141,92,24.1,75,76,0 0,47,1,0,0,0,0,0,0,205,133,93,27.82,68,60,0 1,38,1,0,0,0,0,0,0,184,102,73,25.69,86,78,0 0,47,3,1,20,0,0,0,0,221,116.5,81,25.85,65,75,0 0,48,1,1,5,0,0,0,0,262,141,88,25.21,80,NA,0 1,51,2,0,0,0,0,1,0,227,158,105,27.22,60,96,1 0,61,1,0,0,0,0,1,0,254,168,92,31.63,80,90,0 1,56,1,1,43,0,0,1,0,240,128.5,87.5,31.5,80,NA,0 1,41,2,0,0,0,0,0,0,245,139,84,28.76,95,68,0 1,47,1,1,15,0,0,0,0,206,125,72,21.14,80,74,0 0,50,2,1,25,0,0,0,0,330,119,86,26.3,86,NA,0 1,37,2,1,30,0,0,0,0,249,112,70,22.79,56,76,0 1,59,1,1,20,0,0,0,0,163,138,80,31.08,70,70,0 1,50,1,1,20,0,0,0,0,265,110,65,24.45,69,70,0 0,44,1,0,0,0,0,0,0,178,113,78,31.93,64,74,0 0,61,1,0,0,0,0,1,0,217,182,86,26.98,105,113,0 0,43,3,1,5,0,0,0,0,214,121,84,24.68,80,74,0 1,62,1,0,0,0,0,0,0,157,130,87,28.73,72,47,0 0,57,4,1,9,0,0,0,0,382,140,94,21.2,98,70,0 1,39,1,1,20,0,0,0,0,228,122.5,87,31.6,100,73,0 1,46,2,1,20,0,0,0,0,179,111,80,20.87,72,76,0 1,49,1,1,20,0,0,1,0,270,160.5,106.5,30.33,75,65,0 0,44,2,1,3,0,0,0,0,239,103,67,26.58,66,73,0 0,62,4,0,0,0,0,0,0,288,118.5,71,26.18,68,87,0 1,55,1,1,20,0,0,1,0,281,165,108,24.14,75,66,0 1,58,4,1,9,0,0,0,0,229,140,89.5,25.96,80,83,0 1,53,1,1,11,1,0,1,0,228,132.5,55,19.97,90,83,1 1,46,2,1,30,0,0,0,0,250,123,76,21.66,55,78,0 0,62,1,0,0,0,0,1,0,258,162,97.5,30.53,76,87,0 1,52,4,0,0,0,0,0,0,225,132,88,23.35,72,69,0 1,41,2,1,20,0,0,0,0,212,112,63.5,25.2,80,76,1 1,44,1,1,40,0,0,0,0,158,150.5,87,21.44,75,98,1 0,59,1,0,0,0,0,0,0,280,135.5,72.5,22.38,96,NA,0 0,58,1,0,0,0,0,1,0,241,153,106,26.94,98,84,0 0,51,4,1,10,0,0,0,0,240,112,83,24.1,75,77,0 1,63,1,1,9,0,0,0,0,188,113,82,29.01,74,93,0 0,42,3,0,0,0,0,0,0,204,108,70.5,27.71,75,65,0 1,44,1,0,0,0,0,1,0,229,142,92,25.21,72,76,0 0,57,2,0,0,0,0,0,0,286,153,87,27.64,75,83,0 0,49,2,1,20,0,0,0,0,346,130,80,22.54,83,77,0 0,53,4,0,0,0,0,0,0,219,108,65,22.19,70,76,0 1,54,1,0,0,0,0,0,0,250,123,75,25.91,65,71,0 0,63,1,0,0,0,0,1,0,361,167,100,27.31,85,103,1 1,63,1,1,20,0,0,0,0,197,113,70,23.72,67,67,0 0,42,4,0,0,0,0,0,0,238,125,77.5,22.9,95,77,0 1,41,2,1,25,0,0,0,0,232,129,83,28.08,75,68,0 0,66,1,0,0,0,0,1,0,260,167,96,29.04,65,82,0 1,52,1,0,0,0,0,1,0,220,151,102,25.82,95,85,0 0,48,3,0,0,0,0,0,0,281,127,79.5,22.83,84,80,0 0,53,2,1,20,0,0,1,0,256,128,90,23.65,105,102,0 0,45,4,0,0,0,0,0,0,333,122,80,24.39,75,80,0 1,40,1,1,20,0,0,1,0,208,119,66,28.09,75,66,0 1,39,1,1,40,0,0,1,0,215,145.5,92.5,28.35,75,94,0 0,51,1,0,0,0,0,1,0,230,168.5,97,26.36,57,77,0 1,45,1,1,25,0,0,1,0,232,165,86,23.86,78,68,0 1,44,2,0,0,0,0,0,0,210,133,85.5,25.14,75,90,0 0,55,1,1,NA,0,0,1,0,213,163,91,28.66,69,66,0 0,56,4,1,3,0,0,0,0,266,114,72,22.64,65,83,0 1,51,1,1,9,0,0,0,0,255,115,67,26.97,83,58,0 1,42,2,0,0,0,0,0,0,240,132,89.5,29.35,75,103,0 1,52,1,0,0,0,0,0,0,285,135,86,27.78,88,93,0 1,36,1,1,20,0,0,0,0,203,101.5,67,24.43,65,74,0 1,42,4,0,0,0,0,0,0,236,124,80,21.5,65,60,0 1,48,1,1,20,0,0,0,0,170,122,70,23.62,90,73,1 0,50,3,1,3,0,0,0,0,271,112.5,60,23.29,60,61,0 0,36,1,1,5,0,0,0,0,180,118,80,29.59,75,84,0 1,62,1,1,20,0,0,0,0,263,112,61,24.46,68,95,0 0,61,2,0,0,0,0,1,0,194,148,89,23.48,100,101,0 0,36,1,1,5,0,0,1,0,222,147,94,26.79,76,71,0 0,58,1,1,2,0,0,0,0,271,146,92,23.07,75,83,1 1,57,4,0,0,0,0,1,0,310,147.5,90,32.09,67,73,1 0,49,2,0,0,0,0,1,0,221,136,90,28.3,100,80,0 0,48,4,0,0,0,0,0,0,241,129,86,20.41,65,67,0 0,56,1,1,10,1,0,1,1,241,174,97,29.22,90,135,1 0,61,2,1,20,0,0,1,0,231,128,87,26.3,82,93,0 0,51,3,0,0,0,0,0,0,242,108,77,22.91,68,80,0 0,42,2,1,9,0,0,0,0,195,126,81,22.26,84,77,0 0,58,2,1,20,0,0,1,0,206,159.5,93.5,18.53,75,58,0 1,47,4,0,0,0,0,1,0,254,138,96,29.73,63,69,0 1,50,1,1,20,0,0,0,0,231,126,76,20.17,100,NA,0 0,52,3,1,20,0,0,1,0,287,139,88,26.55,110,NA,1 0,52,4,0,0,0,0,0,0,216,125,72,24.98,75,95,0 1,57,3,1,15,0,0,0,1,245,132,77,23.01,76,207,0 0,61,2,0,0,0,0,0,0,219,120,72.5,22.35,76,92,0 0,62,1,0,0,0,0,1,0,312,156,105,22.35,77,82,0 1,56,2,1,15,0,0,1,0,214,142,66,24.47,95,94,0 1,57,1,0,0,0,0,0,0,178,123,79,26.36,74,78,1 1,60,1,1,30,0,0,0,0,248,135,85,23.06,80,61,0 1,50,1,1,20,0,0,0,0,259,108,81,22.81,80,72,0 0,54,1,1,5,0,0,0,0,267,115,72.5,20.72,70,NA,0 1,52,1,0,0,0,0,0,0,248,128,83.5,25.88,68,75,0 0,54,3,0,0,0,0,0,0,230,135,85,19.18,86,89,0 0,44,4,1,1,0,0,0,0,253,118,68,22.72,68,110,0 0,59,1,0,0,0,0,0,0,249,138,72,25.02,60,70,0 0,62,NA,0,0,0,0,1,0,282,175,79,28.24,57,67,0 0,45,3,0,0,0,0,0,0,230,128.5,87.5,23.75,82,62,0 1,40,4,1,25,0,0,0,0,258,112,78,28.57,80,70,0 1,43,2,0,0,0,0,1,0,245,144.5,95,27.15,70,45,0 1,42,2,1,15,0,0,1,0,453,158,108,28.89,90,110,0 0,40,1,0,0,0,0,0,0,156,110,74,20.79,56,76,0 1,48,2,0,0,0,0,0,0,165,115,80,26.79,75,78,0 0,43,2,0,0,0,0,0,0,232,127,79,30.79,75,54,0 1,59,4,1,20,0,0,1,0,232,151.5,110,26.89,68,69,0 1,60,4,0,0,0,0,0,0,250,133,89.5,27.13,90,NA,0 1,63,1,0,0,0,0,1,0,222,159,90,21.9,80,95,1 0,50,1,1,3,0,0,1,0,238,158,74,35.68,69,98,0 1,38,2,0,0,0,0,1,0,256,123,92,25.42,62,82,0 0,35,2,1,1,0,0,0,0,194,100.5,69,17.92,75,73,0 1,56,1,0,0,0,0,1,0,254,166,107,21.97,75,83,0 1,45,NA,1,20,0,0,0,0,200,113,75.5,21.51,88,72,0 0,40,2,0,0,0,0,0,0,185,111,79,22.9,75,81,0 0,35,2,1,20,0,0,0,0,168,83.5,55,16.71,79,63,1 0,67,2,0,0,0,0,0,0,292,144,89,21.93,96,NA,0 0,62,2,0,0,1,0,1,0,298,248,130,37.1,96,77,1 0,61,4,0,0,0,0,0,0,233,126,73,23.16,74,62,0 1,54,1,1,3,0,0,0,0,173,121,79,26.21,75,68,0 1,38,1,1,30,0,0,0,0,281,111,72.5,27.22,95,80,0 0,63,1,0,0,0,1,1,0,273,152,70,19.69,80,79,1 0,60,3,0,0,0,0,0,0,259,155,90,27.94,68,95,0 0,49,1,1,1,0,0,0,0,185,108,70,20.13,107,58,0 1,53,2,0,0,0,0,1,0,325,172.5,112.5,28.47,75,74,0 1,50,1,0,0,0,0,0,0,204,122,81,32.22,63,73,0 1,62,1,1,6,0,0,1,0,237,163,94,25.62,85,84,1 0,55,1,0,0,0,0,0,0,235,123,81,31.44,75,78,0 0,46,2,0,0,0,0,0,0,221,108,73,20.06,73,85,0 0,40,2,1,20,0,0,0,0,242,112.5,62.5,27.65,75,70,0 1,38,1,1,15,0,0,0,0,183,107.5,71,23.74,57,74,0 0,55,2,0,0,0,0,1,0,256,143,82.5,23.81,90,90,0 0,40,1,1,20,0,0,0,0,231,129,87,23.29,89,99,0 1,58,2,0,0,0,0,1,0,149,98,60,24.73,105,71,1 0,49,3,0,0,0,0,0,0,210,116,76,28.86,65,71,0 1,50,2,1,16,0,0,0,0,214,114,72,22.93,66,83,0 1,45,1,0,0,0,0,0,0,252,124,89,22.82,82,71,0 1,42,1,1,20,0,0,1,0,306,196,109,27.72,102,87,0 1,51,4,1,9,0,0,1,0,251,160,98,24.63,98,85,0 0,56,3,0,0,0,0,0,0,267,122.5,85,24.22,92,100,0 0,53,3,0,0,0,0,0,0,294,156,95,26.05,94,115,0 0,38,3,0,0,0,0,0,0,240,126.5,75.5,24.38,71,64,0 0,59,NA,0,0,0,0,0,0,281,139,82,29.51,80,75,0 1,48,1,1,30,0,0,0,0,205,108,75,17.5,63,70,0 1,40,3,1,15,0,0,0,0,211,122,81,30.55,75,91,0 0,62,1,0,0,1,0,1,0,186,176.5,92,22.53,79,60,1 1,36,2,0,0,0,0,0,0,197,115,65,20.42,68,77,0 1,43,3,1,30,0,0,0,0,218,121,69,24.21,65,103,0 0,56,3,0,0,0,0,0,0,246,131,79,27.69,90,65,0 1,59,1,0,0,0,0,0,0,190,127,77,28.47,80,100,0 0,43,1,1,25,0,0,1,0,258,161.5,96,38.96,88,84,0 1,43,3,1,10,0,0,0,0,285,100.5,66,22.05,65,75,0 0,50,1,1,20,0,0,0,0,195,131.5,83,24.61,75,78,0 0,46,1,0,0,0,0,0,0,217,131.5,77,20.25,65,76,0 0,60,1,0,0,NA,0,1,0,231,174,110,25.05,85,82,0 1,43,1,1,15,0,0,0,0,175,125,76,24.92,80,95,0 1,61,4,1,15,0,0,0,0,217,131,83,26.46,62,81,1 1,60,3,0,0,0,0,0,0,224,143.5,77.5,26.13,65,81,0 0,48,3,0,0,0,0,0,0,309,136,90,26.83,70,75,0 0,38,1,1,5,0,0,0,0,201,123.5,78,27.14,79,77,0 1,44,3,1,3,0,0,1,0,352,164,119,28.92,73,72,1 0,49,1,0,0,0,0,1,0,233,149,91.5,26.03,68,NA,0 1,52,1,1,30,0,0,0,0,223,133,82,21.18,66,77,0 0,60,2,1,20,0,0,0,0,260,139,81,24.68,74,70,0 1,62,1,1,20,0,0,0,0,185,124,84,24.53,66,70,0 1,58,4,0,0,0,0,1,0,320,139,81.5,23.65,80,82,1 0,48,2,1,20,0,0,0,0,246,113,87,18.01,60,63,0 0,44,1,1,20,0,0,0,0,302,116,77,22.67,75,98,0 1,47,1,1,43,1,0,1,0,237,182,110,28.88,72,83,0 0,44,4,0,0,0,0,0,0,216,113,74,22.19,80,76,0 0,46,2,1,20,0,0,0,0,275,126,71,24.91,80,71,0 0,37,1,0,0,0,0,0,0,192,112,67,24.61,80,58,0 1,57,1,0,0,0,0,0,0,242,130,74,28.9,60,53,0 1,55,2,0,0,0,0,0,0,202,104,76,31.68,62,74,0 0,54,1,0,0,0,0,0,0,241,106,77,27.64,78,74,0 0,55,2,0,0,0,0,1,0,309,177.5,110,22.89,63,73,0 0,46,1,1,43,0,0,0,0,262,121,78,24.24,75,72,0 0,39,2,0,0,0,0,0,0,197,134,78,30.36,100,83,0 0,37,1,0,0,0,0,0,0,209,110,77.5,17.93,77,80,0 0,43,4,1,30,0,0,0,0,235,128.5,80,18.83,90,70,0 1,46,1,1,30,0,0,0,1,217,115,72,21.34,90,73,0 0,68,3,0,0,0,0,1,0,241,154,96,30.12,103,70,0 0,46,1,1,7,1,0,1,0,280,202,124,28.06,66,63,1 1,41,1,1,20,0,0,1,0,260,151,85,33.08,95,91,1 0,55,2,1,9,0,0,1,0,265,154,87,20.92,96,66,0 1,39,2,1,30,0,0,1,0,186,162,109,29.72,90,129,0 0,41,2,1,9,0,0,0,0,206,122,78,22.54,85,NA,0 0,46,1,1,15,0,0,0,0,210,117,78.5,22.54,72,115,0 1,48,4,1,5,0,0,0,0,150,123,72.5,25.1,78,NA,0 0,53,1,1,20,0,0,0,0,222,123,82,25.52,72,67,0 0,58,1,0,0,0,0,0,0,292,110,83,26.98,65,73,0 1,57,2,1,15,0,0,0,0,221,117,72,25.51,75,83,1 1,40,4,0,0,0,0,0,0,161,122,85,30.8,75,85,1 0,49,3,0,0,0,0,0,0,273,154,80,20.26,75,63,0 0,43,2,1,20,0,0,0,0,291,106,65,23.83,68,82,0 1,37,2,0,0,0,0,0,0,212,114.5,77,31.22,87,68,0 0,43,2,1,20,0,0,0,0,276,99,62,22.17,60,80,0 0,46,3,1,25,0,0,0,0,165,99.5,66,21.67,72,66,0 0,62,2,0,0,0,0,1,0,276,185,95,26.21,80,110,1 0,53,2,0,0,0,0,1,0,366,148,88,32.52,85,NA,0 0,61,2,0,0,0,0,0,0,310,108,70,30.23,60,65,0 1,35,2,0,0,0,0,1,0,245,159,95.5,26.23,110,NA,0 0,49,1,0,0,1,0,1,0,184,121,82,21.14,60,78,1 1,56,2,1,20,0,0,0,0,186,116,67,24.62,70,83,0 0,67,1,1,9,0,0,1,0,NA,185,110,19.53,100,NA,0 0,54,1,0,0,0,0,1,0,207,158,89,31.44,67,112,0 0,39,3,1,20,0,0,0,0,190,85,70,22.43,88,60,0 1,42,1,1,NA,0,0,0,0,196,123,73,22.06,66,NA,0 0,65,1,1,3,0,0,0,0,217,169,111,32.54,65,78,0 0,40,1,1,5,0,0,0,0,209,130,84.5,39.94,77,104,1 0,41,1,0,0,0,0,0,0,199,117,86,34.54,72,84,0 0,36,3,1,15,0,0,0,0,202,105.5,67,22.66,90,63,0 1,48,1,0,0,0,0,0,0,235,135,88,27.61,92,137,0 0,52,2,0,0,0,0,0,0,193,146,89,25.37,115,84,0 1,63,1,1,15,0,0,1,0,207,165,100,21.33,72,77,0 1,61,1,0,0,0,0,1,0,206,143,96,27.04,70,87,1 0,44,NA,1,30,0,0,0,0,292,110,65,22.55,62,78,0 1,53,1,1,43,0,0,1,0,246,176,109,32.32,72,59,0 0,44,1,1,9,0,0,0,0,140,118,74,26.51,80,82,0 0,39,2,0,0,0,0,0,0,205,104,74,20.55,68,NA,0 1,44,1,1,20,0,0,1,0,246,136,94,24.56,85,86,0 0,48,1,0,0,0,0,0,0,244,117,81.5,28.96,67,78,0 0,45,1,1,5,0,0,1,0,268,130,94,34.27,85,93,0 0,58,1,1,10,0,0,1,0,252,135,84,28.24,85,79,0 1,40,2,1,15,0,0,0,0,200,122.5,75,20.25,60,67,0 1,39,4,1,3,0,0,1,0,230,140,97,25.31,72,NA,0 0,47,2,1,30,0,0,0,0,175,107,69,23.64,92,70,0 0,44,2,1,20,0,0,1,0,270,167.5,92.5,21.28,85,77,0 0,47,1,1,20,0,0,1,0,226,122.5,80,24.62,72,68,0 0,57,2,1,10,0,0,1,0,238,133,72,18.09,100,115,0 0,60,1,0,0,0,0,0,0,275,138,87,29.64,85,86,0 1,41,NA,0,0,0,0,0,0,280,117.5,80,28.68,65,65,0 0,42,2,0,0,0,1,0,0,206,101,75,18.73,55,84,0 1,58,3,0,0,0,0,0,0,250,109,78.5,25.26,90,83,0 1,45,4,0,0,0,0,0,1,189,132,78,28.4,75,177,0 0,40,2,1,15,0,0,0,0,NA,131.5,80,24.73,100,NA,0 0,63,1,0,0,0,0,0,0,238,123,66,28.6,70,98,0 1,49,3,1,40,0,0,0,0,167,119,67,25.83,79,83,0 0,51,2,1,15,0,0,0,0,220,137,79,21.66,80,74,0 1,40,2,0,0,0,0,0,0,193,130,89,28.32,96,84,0 0,49,2,0,0,0,0,0,0,308,128,78,24.82,80,70,0 0,41,3,0,0,0,0,0,0,166,128.5,74.5,21.02,81,NA,0 0,55,1,0,0,0,0,1,0,212,161,85,28.26,66,63,1 1,38,3,1,20,0,0,0,0,270,120,75,23.76,83,96,0 0,54,2,1,15,0,0,1,0,262,230,110,24.76,93,97,0 0,40,3,1,9,0,0,0,0,180,118,86.5,22.69,89,67,0 1,50,NA,1,2,0,0,0,0,238,121,85,25.31,88,NA,0 1,54,1,1,20,0,0,0,0,235,143,75,32.99,85,102,0 1,66,2,0,0,0,0,0,1,189,140,71,27.56,70,119,0 1,63,1,0,0,0,0,1,0,178,155,79,25.9,55,61,0 1,52,1,0,0,0,0,1,0,170,153,102.5,29.35,91,67,0 0,48,3,0,0,0,0,0,0,202,146.5,79,22.19,82,95,0 0,38,3,1,25,0,0,0,0,205,117.5,77,21.44,100,NA,0 1,54,3,1,25,0,0,0,0,208,137.5,82.5,25.58,75,63,1 0,38,1,0,0,0,0,0,0,182,138,72,21.67,85,108,0 1,65,4,1,25,0,0,0,0,215,147.5,95,29.08,82,88,1 1,53,2,0,0,0,0,0,0,196,129,80,26.32,75,89,0 0,44,2,1,15,0,0,0,0,244,101,66,25.38,85,76,0 0,47,3,1,20,0,0,0,0,NA,120,77.5,23.39,82,NA,0 0,47,1,0,0,0,0,1,0,190,162,85,30.59,65,80,0 0,57,1,0,0,0,0,1,0,285,197,72,23.41,68,78,1 0,44,4,1,5,0,0,0,0,231,133,89,29.29,70,83,0 0,43,2,1,20,0,0,1,0,286,164,89,24.44,75,87,0 1,50,1,1,10,0,0,1,0,202,189,121,33.81,65,72,1 0,41,2,1,5,0,0,0,0,226,125.5,82,23.8,67,75,0 0,45,3,0,0,0,0,0,0,297,134,93,28.81,92,74,0 0,46,1,1,3,0,0,0,0,193,118,92,21.14,75,78,0 0,50,2,0,0,0,0,0,0,270,142.5,85,21.86,72,75,0 0,42,1,0,0,0,0,0,0,216,124,82,28.74,70,67,0 0,58,1,0,0,0,0,0,0,240,126,52,25.66,75,63,0 1,48,4,0,0,0,0,0,0,240,136,95.5,26.36,75,73,0 0,36,3,0,0,0,0,0,0,188,112,78,22.54,63,73,0 1,55,1,1,3,NA,0,0,0,246,112.5,72.5,27.56,60,72,0 1,68,1,1,15,0,0,0,0,157,106,48,26.73,65,65,1 0,37,1,1,15,0,0,0,0,275,118,71,23.1,64,95,0 0,56,1,1,10,0,0,0,0,225,120,70,18.46,57,NA,0 0,50,1,1,15,0,0,1,0,204,147,100,39.94,85,90,0 0,53,2,0,0,0,0,0,0,220,108,81,28.71,56,NA,0 1,62,3,0,0,0,0,0,0,211,128,78,27.99,56,83,1 0,40,2,1,1,0,0,0,0,178,142,84,34.46,88,77,0 0,41,3,1,15,0,0,1,0,268,140,92.5,24.71,75,90,0 0,38,1,1,30,0,0,0,0,164,113,68,25.75,70,75,0 1,53,1,1,40,0,0,1,0,270,151,89,26.76,75,75,0 1,56,NA,1,30,0,0,1,0,193,139,93,28.67,57,67,1 0,46,2,1,15,0,0,1,0,207,144,88,23.65,85,86,0 0,51,1,0,0,0,0,1,0,190,153,102.5,39.22,100,69,0 0,39,2,0,0,0,0,1,0,226,146,86,24.41,85,85,0 0,37,2,1,20,0,0,0,0,257,141,93,41.29,80,58,0 0,62,4,0,0,0,0,0,0,NA,122,75.5,23.03,75,NA,0 0,43,1,0,0,0,0,1,0,210,138.5,95.5,23.09,75,NA,0 0,46,3,1,20,0,0,0,0,200,112.5,71,18.68,80,77,0 0,48,1,0,0,0,0,0,0,227,100,76,29.45,75,67,1 1,48,4,0,0,0,0,1,0,273,140,90,27.48,67,78,0 1,49,2,0,0,0,0,0,0,220,114,82,24.68,69,60,0 1,60,1,0,0,0,0,1,0,226,155,92.5,30.85,80,87,0 1,49,1,1,20,0,0,0,0,155,128,82,23.58,69,77,0 0,41,4,1,20,0,0,0,0,243,97,63,22.53,76,64,0 0,38,3,1,20,0,0,0,0,175,112,73,19.49,70,71,0 0,59,3,0,0,0,0,1,0,282,148,89,25.69,90,NA,0 1,56,1,0,0,1,1,1,0,208,167,92,24.66,60,75,1 0,54,1,1,10,0,0,0,0,240,113,73,24.21,80,77,0 1,48,NA,1,60,0,0,0,0,232,136,81,25.83,80,78,0 0,69,3,0,0,1,0,1,0,203,166,90,25.4,77,80,0 1,67,3,0,0,1,0,1,0,223,214,94,25.86,80,87,1 1,43,2,1,20,0,0,1,0,192,143,88,27.94,75,79,0 1,48,4,1,15,0,0,0,0,194,134.5,90.5,25.68,60,72,0 1,48,1,1,35,0,0,0,0,263,132,91,40.08,90,91,1 0,42,2,1,2,0,0,0,0,230,124,80,24.87,90,77,0 0,47,2,1,20,0,0,1,1,211,159.5,82.5,34.08,86,250,1 0,60,3,1,10,0,0,0,0,255,145,100,27.94,79,NA,0 0,62,1,0,0,0,0,0,1,282,125,75,29.88,75,136,0 1,57,1,1,20,0,0,0,0,260,123,73,27.51,65,83,1 1,38,1,1,9,0,0,0,0,163,117.5,75,28.3,75,70,0 1,56,1,0,0,0,0,0,0,220,132.5,82.5,29.77,77,NA,0 0,51,2,1,5,0,0,0,0,315,119,75,25.79,75,55,0 1,40,2,1,20,0,0,0,0,186,131,81,22.14,86,87,0 0,43,2,1,20,0,0,0,0,250,123,74,26.01,75,90,0 1,34,3,1,20,0,0,0,0,155,117.5,72.5,23.51,85,65,0 0,55,1,0,0,0,0,1,0,185,140,84,25.94,78,90,0 0,44,4,0,0,0,0,0,0,205,116,70,21.99,68,85,0 1,50,2,0,0,0,0,1,0,252,114,75,30.89,60,69,0 1,52,3,0,0,0,0,0,0,225,119,65,26.89,62,74,0 0,63,1,0,0,0,0,0,0,235,125,79,24.38,96,83,0 1,43,3,1,20,0,0,0,0,240,147.5,88,25.6,65,113,0 1,41,2,1,40,0,0,0,0,242,124.5,86.5,28.8,87,67,0 0,34,2,1,20,0,0,0,0,180,111,56,21.51,91,78,0 1,37,4,0,0,0,0,1,0,195,141,84,25.66,83,117,0 0,50,2,0,0,0,0,0,0,210,105,77,23.96,60,86,0 0,36,4,1,9,0,0,0,0,212,127,83,26.82,75,75,0 0,59,1,1,5,0,0,0,0,254,126.5,79,25.92,60,77,0 1,40,3,1,20,0,0,0,0,248,136.5,78,24.6,90,99,0 1,42,2,1,30,0,0,0,0,283,145,95,27.53,75,84,0 1,42,1,0,0,0,0,0,0,186,134,86.5,25.71,88,92,0 1,43,1,1,40,0,0,1,0,212,135,86,30.22,100,75,0 1,49,4,1,15,0,0,1,0,309,145,92,32.13,60,73,0 0,47,2,1,20,0,0,1,0,308,138,94,24.33,70,90,0 1,60,1,0,0,0,0,1,0,225,149,96,27.73,80,60,0 0,46,1,1,20,0,0,1,0,275,170,118,36.12,82,84,0 1,46,3,1,30,0,0,1,0,154,141,90,22.76,65,65,0 1,49,2,1,3,0,0,1,0,246,141,92,27.92,75,76,0 0,42,2,0,0,0,0,0,0,234,124,80.5,20.06,75,NA,0 1,42,1,0,0,0,0,0,0,242,121,80,27.83,72,NA,0 1,53,2,0,0,0,0,1,0,198,142.5,82,23.84,57,78,1 0,57,2,1,NA,0,0,0,0,270,120,79,24.83,95,81,0 0,44,2,0,0,1,0,1,0,208,142,88,31.29,69,77,0 0,60,3,0,0,0,0,1,0,286,172.5,85,22,72,71,1 0,47,2,1,5,0,0,0,0,236,128,81,27.42,60,93,0 0,40,1,1,20,0,0,0,0,214,109.5,69,20.32,80,81,0 1,44,4,0,0,0,0,0,0,175,104,78,26.26,55,82,0 0,65,1,1,9,0,0,1,1,271,144.5,88,32.41,82,116,0 1,49,3,1,15,0,0,0,0,208,118,73,24.16,75,75,0 0,56,1,1,3,0,0,1,0,265,150,84,28.66,65,73,0 1,41,3,0,0,0,0,1,0,240,158,102,23.68,75,81,0 0,46,1,0,0,0,0,1,0,212,148,91.5,26.22,62,75,0 0,56,3,1,1,0,0,1,0,260,120,84,36.18,80,76,0 0,59,3,0,0,0,0,1,0,330,155,90,23.94,75,96,0 1,45,3,0,0,0,0,0,0,185,108,70,20.5,60,87,0 1,63,3,0,0,0,0,1,0,161,196,102,28.43,56,88,0 1,59,1,1,15,0,0,0,0,259,116,83,27.93,80,83,0 1,60,1,0,0,0,0,1,0,220,167.5,110,30.41,90,84,1 0,48,4,1,9,0,0,1,0,340,143,93,23.08,85,83,0 0,50,4,1,30,0,0,0,0,165,96.5,62.5,23.48,87,78,0 0,45,2,1,3,0,0,0,0,220,133.5,85.5,25.38,65,73,0 0,55,1,0,0,0,0,0,0,257,132,81,27.49,60,86,0 1,55,1,0,0,0,0,0,0,237,124,84,28.18,63,97,0 0,41,2,1,20,NA,0,0,0,220,126,78,20.7,86,79,0 0,57,1,1,1,0,0,1,0,254,146.5,81,41.61,72,85,1 0,65,1,0,0,0,0,1,1,193,153,100,32,75,107,0 1,36,2,0,0,0,0,0,0,230,122,78,26.53,45,78,0 1,60,3,0,0,0,1,1,0,203,140,95,28.04,60,83,0 0,44,3,1,20,0,0,1,0,284,143,92,21.19,84,88,0 1,39,2,1,40,0,0,0,0,218,112.5,60,24,65,NA,0 0,55,1,1,9,0,0,1,0,244,145.5,94,28.86,62,72,0 0,61,1,0,0,0,0,1,0,240,163,112.5,26.8,75,82,0 0,38,2,1,3,0,0,0,0,180,115,86,24.91,70,NA,0 0,59,2,0,0,0,0,1,0,233,149,85,24.67,120,72,0 0,60,1,0,0,0,0,0,0,275,134,74,19.91,66,85,0 0,54,1,0,0,0,0,0,1,223,110,67.5,21.22,78,294,0 0,45,2,1,10,0,0,1,0,232,163,101,23.26,100,74,0 0,38,2,1,35,0,0,0,0,192,107,71,24.28,75,NA,0 0,56,2,0,0,0,0,0,0,225,113,75.5,27.51,86,104,0 0,35,3,0,0,0,0,0,0,190,115,77,23.95,70,80,0 1,34,1,1,5,0,0,0,0,185,100.5,66,24.42,70,115,0 0,44,1,1,7,0,0,0,0,189,107.5,78,26.95,60,NA,0 0,46,3,1,15,0,0,1,0,274,158,97,22.83,92,78,0 1,45,1,1,20,0,0,0,0,212,118,71,21.03,66,83,0 0,50,4,1,15,0,0,0,0,261,110,76,23.31,75,85,0 0,55,3,0,0,0,0,1,0,262,122.5,84,28.68,66,76,1 1,53,1,1,20,0,0,0,0,231,130,71.5,25.23,75,75,0 0,60,1,1,5,0,0,1,0,246,160,92,26.38,80,73,0 1,39,2,1,15,0,0,0,0,318,118,75.5,27.52,65,70,0 0,61,NA,0,0,0,0,1,1,231,161.5,88,31.03,85,166,0 0,34,NA,1,10,0,0,0,0,185,108.5,86,19.68,75,NA,0 0,40,2,1,20,0,0,0,0,176,99,59,22.13,65,78,0 1,52,1,1,20,0,0,0,0,239,125,88,23.86,67,123,0 1,35,2,1,20,0,0,0,0,227,106,73,29.27,70,79,0 1,49,2,1,2,0,0,0,0,262,115,83,22.86,65,57,1 1,43,2,1,45,0,0,1,0,201,126,82,29.48,76,92,0 1,40,1,1,20,0,0,0,0,290,120,89,27.99,80,66,0 0,40,1,1,5,0,0,0,0,199,97,64.5,23.41,71,NA,0 1,39,2,1,10,0,0,0,0,215,102,64.5,24.5,68,62,0 1,50,1,1,30,0,0,0,0,196,131,80,20.42,108,NA,0 0,51,2,0,0,0,0,0,0,295,131,87,24.41,85,77,0 0,59,1,0,0,0,0,1,0,254,143.5,92.5,35.11,80,NA,0 1,37,2,0,0,0,0,0,0,228,113,83,24.81,58,73,0 0,61,1,1,20,0,0,0,0,286,141,81,23.61,80,52,0 0,47,1,1,20,0,0,0,1,186,139,85,27.9,80,125,0 0,67,4,0,0,0,0,0,0,281,101,59,23.1,63,85,1 0,64,2,1,20,0,0,1,0,282,142,82,24.02,78,NA,0 0,55,1,0,0,0,0,0,0,204,100.5,62,29.44,82,88,0 0,41,1,0,0,0,0,0,0,252,133,90,26.83,83,64,0 0,60,4,0,0,0,0,0,0,247,131,81,22.19,95,94,1 0,42,2,1,3,0,0,0,0,220,129,81,19.74,80,61,0 0,38,1,0,0,0,0,0,0,214,115,90,25.69,80,65,0 1,47,1,1,30,0,0,0,0,277,137,86,26.25,75,85,0 0,49,3,0,0,0,0,0,0,203,125,70,22.52,72,NA,0 1,61,1,0,0,0,0,0,0,238,119,78,25.36,80,75,0 1,52,3,0,0,0,0,1,0,232,154,92,26.51,90,74,0 0,56,4,0,0,0,0,1,0,246,136,87,26.21,80,72,1 1,54,4,1,30,NA,0,1,0,234,152.5,80,23.5,75,75,0 0,34,3,0,0,0,0,0,0,227,102,68,24.96,80,75,0 1,58,3,0,0,1,1,1,0,241,164,97,32.18,65,54,0 0,54,2,1,20,1,0,1,0,325,170,107,25.07,90,64,0 0,48,1,0,0,0,0,1,0,224,152.5,90,29.8,67,85,0 0,59,1,0,0,0,0,0,0,254,116,71,25.48,75,98,1 1,53,2,0,0,0,0,0,1,234,113,68,24.8,76,108,1 1,43,2,0,0,0,0,0,0,210,127.5,82.5,27.94,78,80,0 1,54,3,1,30,0,0,1,0,267,141.5,91,25.36,92,87,1 0,48,1,0,0,0,0,0,0,274,110,84,22.51,110,78,0 0,48,3,0,0,0,0,0,0,262,125,80,25.23,85,72,0 0,46,3,1,10,0,0,0,0,205,115,75,19.48,55,78,0 1,43,2,1,40,0,0,1,0,188,137,87,26.28,75,73,0 0,53,4,0,0,0,0,1,0,263,173,89,23.03,65,82,1 1,51,1,1,40,0,0,1,0,227,162.5,104,34.97,90,65,1 0,52,2,1,20,0,0,0,0,410,105,67.5,27.33,75,90,0 0,43,4,0,0,0,0,0,0,223,100,70,22.73,63,68,0 1,65,1,1,6,0,0,1,0,238,146,86,29.47,75,66,0 1,50,3,0,0,0,0,1,1,232,148.5,94,25.78,80,88,1 0,49,1,1,5,0,0,0,0,350,135,86.5,25.56,75,83,1 1,35,2,1,20,0,0,0,0,223,128,82,19.99,80,67,0 0,61,1,1,9,0,0,0,0,252,119,77,23.2,65,65,0 0,44,3,0,0,0,0,0,0,257,129,93,27.56,75,76,0 1,41,4,1,30,0,0,0,0,289,109,74,25.8,70,86,0 1,60,1,0,0,0,0,0,0,266,115.5,82.5,23.68,82,83,1 0,56,1,0,0,NA,0,1,0,391,126,84,24.83,80,78,0 1,47,2,1,20,0,0,1,1,296,141,93,28.5,68,332,1 0,41,2,1,20,0,0,0,0,235,129,94,23.71,102,81,0 0,53,2,0,0,0,0,1,0,230,170,113,29.55,115,115,0 1,48,1,0,0,0,0,0,0,231,121,81,27.56,70,85,0 1,39,2,1,25,0,0,0,0,206,124,78,19.98,69,80,0 0,38,3,0,0,0,0,0,0,185,100,72,22.15,85,83,0 0,65,1,0,0,0,0,1,0,223,158,90,27.26,85,93,1 0,39,3,1,8,0,0,0,0,192,109,61,23.36,64,84,0 0,37,2,0,0,0,0,0,0,185,99,59,22.52,70,69,0 0,37,1,0,0,0,0,0,0,181,120.5,80,26.29,71,67,0 0,39,3,0,0,0,0,0,0,190,133,87,32.09,56,80,0 0,52,1,1,10,0,0,0,0,188,130,71,23.88,80,89,0 1,55,4,0,0,0,0,0,0,232,132.5,87,20.72,72,71,0 1,62,1,0,0,0,0,0,0,252,156.5,93,28.65,88,97,1 1,46,1,1,20,0,0,0,0,288,131,81,25.94,90,80,0 1,52,2,1,30,0,0,0,0,222,108,70,23.09,72,61,0 1,68,1,0,0,0,0,1,0,276,127,66.5,25.78,75,104,1 1,45,3,1,20,0,0,0,0,207,111,72,21.49,67,87,0 0,62,1,0,0,0,0,0,0,266,124,69,22.9,66,82,1 0,53,2,0,0,0,0,1,0,279,167,101,30.85,90,87,0 0,42,3,0,0,0,0,0,0,215,111,72,25.38,77,55,0 0,65,1,0,0,1,0,1,0,342,168.5,98.5,23.87,75,60,0 1,63,1,0,0,0,0,1,1,260,155.5,98,30.08,67,109,1 0,49,3,1,15,0,0,0,0,267,107,74,27.8,65,75,0 0,52,2,0,0,0,0,0,0,209,111,79,23.63,96,70,0 0,45,1,0,0,0,0,0,0,219,123.5,80.5,24.45,65,83,0 1,53,1,1,3,0,0,0,0,218,120,80,29.87,90,73,1 0,62,3,1,20,1,0,1,1,358,215,110,37.62,110,368,1 1,40,3,1,30,0,0,0,0,190,110,70,24.63,60,72,0 1,57,1,0,0,1,0,1,0,321,192.5,113,25.94,63,90,1 0,41,1,1,NA,0,0,0,0,171,135,82.5,24.35,79,82,0 1,37,4,1,30,0,0,0,0,170,111,74,26,80,67,0 0,46,2,1,15,0,0,0,1,233,106,60,20.84,75,348,0 1,38,2,1,30,0,0,1,0,266,149,91,31.08,69,61,0 1,48,2,1,40,0,0,0,0,228,110,70,21.47,70,76,0 0,62,1,0,0,0,0,0,0,242,137,75,30.51,60,78,0 0,55,4,0,0,0,0,1,0,260,172.5,100.5,32.27,58,72,1 1,68,1,0,0,0,0,0,0,237,130,62,33.52,60,82,0 1,45,1,0,0,0,0,0,0,213,130,80,27.25,68,75,0 1,58,1,1,20,0,0,0,0,290,124,76,21.65,63,81,0 0,46,1,0,0,0,0,0,0,199,102,56,21.96,80,84,0 0,43,2,1,20,0,0,0,0,163,104.5,65,17.84,75,71,1 0,43,1,1,20,0,0,0,0,204,133,86.5,26.01,100,79,0 0,38,4,0,0,0,0,0,0,254,120.5,76,22.73,75,78,0 0,64,3,0,0,0,0,1,0,200,151,90,21.99,70,87,0 0,67,3,1,5,1,0,1,0,245,169,82,26.05,122,122,0 1,45,4,1,10,0,0,1,0,255,111,80,30.92,72,80,0 1,37,2,1,20,0,0,0,0,220,130,83,26.71,68,NA,0 1,45,3,0,0,0,0,0,0,347,157,98,26.63,88,80,0 1,48,1,0,0,0,0,1,0,259,147.5,87.5,25.1,65,73,1 1,61,3,1,30,0,0,0,0,228,123,88,26.88,95,67,0 1,52,NA,0,0,0,0,0,1,232,130,74,32.52,95,248,1 0,64,2,0,0,0,0,1,0,279,172,87,24.01,80,70,0 0,57,1,0,0,0,0,1,0,277,148,89.5,31.82,86,89,0 1,45,1,1,20,0,0,1,0,256,144,96,26.6,75,83,0 0,46,2,1,20,0,0,0,0,291,124,81,22.02,78,NA,1 1,46,NA,0,0,0,0,0,0,188,135,95,26.84,60,78,0 1,38,4,1,15,0,0,0,0,248,110,61,22.17,85,55,1 0,56,1,1,40,0,0,1,0,214,147,65,17.68,110,87,1 0,59,1,0,0,0,0,1,0,244,160,85,29.41,72,85,0 0,48,3,0,0,0,0,1,0,205,140,99,24.41,100,92,0 1,61,1,0,0,0,0,0,0,300,127,75,24.93,48,NA,0 1,40,4,1,40,0,0,0,0,334,120,77,22.66,82,92,0 1,41,2,0,0,0,0,0,0,246,111.5,67,18.76,65,60,0 0,45,1,0,0,0,0,0,0,285,120,80,27.45,84,93,0 1,59,1,1,43,0,0,0,0,162,117,73,25.01,96,87,0 0,58,2,0,0,0,0,1,0,345,188,102,28.89,95,NA,0 1,47,4,0,0,0,0,1,0,270,152.5,108,26.09,90,88,1 0,39,4,0,0,0,0,0,0,181,112,71,21.8,77,67,0 1,65,4,0,0,0,0,0,0,205,106,73,23.14,66,87,0 1,37,1,1,30,0,0,0,0,189,127,85,32.35,88,84,0 1,40,2,0,0,0,0,0,0,192,128,81,25.41,75,76,0 0,53,1,0,0,0,0,1,0,272,165,95,28.92,100,100,0 0,38,3,1,20,0,0,0,0,167,105,70,19.76,80,80,0 0,57,4,0,0,0,0,1,0,236,164,100,25.45,90,67,0 1,42,1,1,20,0,0,0,0,143,119,73,22.04,60,70,0 0,39,2,0,0,0,0,0,0,202,100.5,67,21.33,63,NA,0 0,39,4,1,25,0,0,0,0,200,110,68,20.24,79,62,0 0,65,1,0,0,0,0,1,1,304,139,75,25.12,82,116,0 0,46,1,1,10,0,0,0,0,263,110,65,27.27,84,73,0 1,58,2,0,0,0,0,1,0,230,128,88,25.98,75,58,0 1,68,1,0,0,0,0,0,0,258,128,79,29.54,85,86,0 1,40,4,0,0,0,0,1,0,240,150,98,40.38,70,74,0 1,38,4,0,0,0,0,0,0,210,116.5,74,21.19,65,89,0 1,55,1,0,0,0,0,0,0,199,134,80,26.41,120,NA,0 1,52,1,1,20,0,0,1,0,232,155,80.5,29.6,72,67,0 0,63,1,0,0,0,0,1,0,258,166,92,26.91,75,NA,0 0,54,1,0,0,0,0,0,0,260,173,88,27.2,73,87,0 1,44,1,0,0,0,0,1,0,212,130,94,26.97,80,64,0 0,47,3,0,0,0,0,0,0,230,137,79,27.13,75,76,1 0,42,2,0,0,0,0,0,0,205,112,65,27.35,79,60,0 1,59,3,1,20,0,0,1,0,206,187,97,26,100,69,0 1,55,1,1,20,0,0,0,0,243,116,72,24.73,95,72,0 0,40,2,0,0,0,0,0,0,202,139,85,22.01,85,64,0 1,43,2,0,0,0,0,0,0,200,141,89,26.59,80,105,0 1,43,4,1,20,0,0,0,0,184,127.5,81,28.31,108,75,0 0,36,2,1,25,0,0,0,0,190,122,83,23.07,85,NA,0 0,56,2,0,0,0,0,1,0,233,173,98.5,21.88,62,76,0 0,52,1,0,0,0,0,1,0,203,129,97,37.58,90,77,0 1,62,1,1,30,0,0,0,0,373,138.5,85,23.35,80,67,0 0,44,2,1,10,0,0,0,0,222,130,86,27.42,100,84,0 0,63,1,0,0,0,0,0,0,316,92.5,66.5,23.1,62,76,1 1,57,1,0,0,0,0,1,0,155,143,96,31.01,63,88,0 1,38,1,1,9,0,0,0,0,305,114,80,28.61,75,71,0 0,38,3,1,35,0,0,0,0,164,110,76,23.85,68,83,0 1,38,2,0,0,0,0,0,0,155,131.5,77.5,25.94,74,84,0 1,59,1,0,0,0,0,1,0,248,151.5,71,27.14,75,110,0 0,52,2,1,NA,0,0,1,0,292,157,112,29.56,95,84,0 0,39,1,0,0,0,0,1,0,173,109,82,27.27,85,NA,0 0,35,2,1,20,0,0,0,0,185,131.5,84,20.32,64,76,0 0,61,1,0,0,1,1,1,0,225,194,111,51.28,80,103,0 1,67,2,1,60,0,0,1,0,261,170,100,22.71,72,79,1 0,56,2,1,25,0,0,0,0,273,130.5,82,25.48,90,91,0 0,55,3,0,0,0,0,1,0,237,153,80,28.9,74,72,0 1,48,2,1,25,0,0,1,0,249,132,95,29.79,90,53,0 0,51,3,1,15,0,0,1,0,275,150,99,23.17,75,65,0 0,43,4,1,10,0,0,0,0,214,133,86,22.72,74,77,0 1,40,1,1,20,0,0,0,0,191,130.5,63,23.92,79,66,0 0,46,1,0,0,0,0,0,0,212,118,79,26.83,70,72,0 1,62,1,0,0,0,0,1,0,208,144,80,31.42,75,66,1 0,35,2,0,0,0,0,0,0,175,121.5,74.5,20.86,92,93,0 0,49,3,1,4,0,0,1,0,227,150,91,24.3,88,83,0 1,49,2,0,0,0,0,0,0,239,116,84,31.47,88,76,0 0,47,1,1,30,0,0,0,0,260,126.5,81,26.58,90,82,0 0,45,4,1,10,0,0,0,0,202,93.5,58,21.25,60,60,0 0,39,3,1,NA,0,0,0,0,197,126.5,76.5,19.71,55,63,0 1,51,NA,0,0,0,0,0,0,219,125,84,20.12,72,76,0 0,51,2,0,0,0,0,1,0,346,152,96.5,25.29,102,79,0 0,55,1,0,0,0,0,0,0,250,132,88,22.62,78,70,0 0,57,2,0,0,0,0,1,0,250,152.5,92.5,32.31,75,94,0 1,52,1,1,20,0,0,1,0,283,145,79,30.12,72,NA,1 0,41,1,0,0,0,0,0,0,179,111,79,25.87,85,82,0 1,48,2,1,10,0,0,0,0,260,124.5,75.5,20.42,68,85,0 0,48,1,0,0,0,0,0,0,202,111.5,72,26.18,74,77,0 0,47,1,0,0,0,0,0,0,200,126,86,26.32,73,92,1 0,53,1,0,0,1,1,1,0,291,137,83,38.94,75,73,0 0,44,2,1,10,0,0,1,0,174,174,130,33.99,80,63,0 1,63,4,1,43,0,0,0,0,217,110,68,21.99,72,68,1 1,59,1,0,0,0,0,1,0,313,150,82,27.27,62,94,0 0,41,4,0,0,0,0,0,0,240,118,81,25.48,80,80,0 1,41,4,1,40,0,0,0,0,254,141,100,27.68,110,NA,1 1,39,1,1,43,0,0,1,0,291,177.5,100,25.74,67,91,0 1,40,2,1,20,0,0,0,0,211,117,76,25.74,70,79,0 0,50,1,0,0,0,0,0,0,NA,120,75.5,24.77,65,NA,0 0,39,2,1,40,0,0,0,0,NA,105,67.5,24.43,90,NA,0 0,66,1,0,0,0,0,0,0,304,161,90,23.48,80,57,1 0,52,1,0,0,0,0,0,0,292,125,87,31.92,75,67,0 0,39,3,0,0,0,0,0,0,213,125,87,16.73,110,75,0 0,56,2,0,0,0,0,1,0,223,144,87,21.75,72,92,0 1,64,1,0,0,0,0,0,0,263,102.5,63.5,28.82,64,99,0 1,42,2,1,30,0,0,1,0,270,129.5,100,30.13,82,88,1 0,42,2,0,0,0,0,0,0,172,120.5,80,19.93,80,61,0 0,54,1,1,17,0,0,0,0,205,96,66,23.26,85,75,0 0,43,2,1,5,0,0,0,0,250,112.5,76.5,25.23,66,63,0 1,64,3,0,0,0,0,1,1,195,176,78,24.9,95,370,0 0,56,2,0,0,0,0,0,0,306,120,87,25.38,82,84,0 0,62,1,0,0,0,0,1,0,309,146,82.5,28.55,64,71,1 0,64,1,0,0,0,0,1,1,262,147,90,26.51,85,173,0 1,43,2,1,43,0,0,0,0,240,126,79,21.38,88,40,0 0,56,4,0,0,0,0,1,0,287,169,91,26.36,94,83,0 0,46,1,1,10,0,0,0,0,202,157,94,19.37,88,65,0 1,61,3,1,15,0,0,0,0,180,110,80,20.72,77,86,0 0,44,3,0,0,0,0,0,0,180,120,80,21.67,60,NA,1 0,55,2,0,0,0,0,0,0,273,125,80,23.05,85,67,0 0,61,4,0,0,0,0,1,0,235,207,122.5,31.64,80,72,0 0,54,3,0,0,0,0,0,0,238,136.5,85,24.96,80,71,0 0,41,2,1,14,0,0,1,0,188,145,99,28.6,85,74,0 1,51,4,0,0,0,0,0,0,199,113,68,22.46,58,68,0 0,35,4,1,3,0,0,0,0,185,100,66.5,24.08,55,75,0 0,46,2,0,0,0,0,0,0,203,129,77,29.29,102,97,0 0,51,4,0,0,0,0,0,0,239,110,73,22.62,87,NA,0 0,51,3,1,43,0,0,0,0,NA,122,76,25.73,80,NA,0 0,35,2,0,0,0,0,0,0,234,107.5,70,29.22,73,NA,0 0,55,2,0,0,0,0,0,0,266,131,76,26.45,72,84,0 1,39,4,1,1,0,0,0,0,163,129,84,21.01,60,120,0 0,43,1,1,15,0,0,0,0,179,101,68.5,19.83,79,76,0 0,40,1,0,0,0,0,0,0,190,122,78,28.18,86,87,0 0,54,2,1,10,0,0,1,0,246,153,80,37.3,92,74,0 1,41,2,1,15,0,0,0,0,200,118,87,21.28,73,71,0 0,46,1,0,0,0,0,0,0,325,119,86,35.13,68,64,0 0,44,1,1,20,0,0,0,0,205,132.5,82.5,30.98,72,66,0 0,37,1,1,9,0,0,0,0,205,111,60.5,21.8,65,82,0 1,54,3,1,20,0,0,1,0,298,133,84,25.59,90,94,0 1,46,4,1,20,0,0,0,0,200,110,72,28.61,70,75,0 0,58,1,0,0,0,0,1,0,385,165,95,41.66,82,91,0 0,46,3,0,0,0,0,0,0,277,122.5,77.5,27.42,63,77,0 0,53,1,1,10,0,0,0,0,366,116,83,27.87,68,NA,0 1,39,1,1,20,0,0,0,0,186,126,67,22.04,63,72,0 0,52,4,0,0,0,0,0,0,309,142,87,24.22,86,110,0 1,40,4,1,20,0,0,0,0,242,115,74,23.09,68,80,0 1,46,2,0,0,0,0,1,0,254,135,100,27.86,83,75,0 0,40,2,0,0,NA,0,0,0,157,131,85,27.38,95,78,0 1,64,1,1,15,0,0,1,0,240,141,76,24.94,75,60,0 1,48,4,1,20,0,0,0,0,245,118,73,21.84,75,102,0 1,44,1,1,25,0,0,0,0,254,123,82,24.56,87,68,0 0,40,NA,1,9,0,0,0,0,262,97,71,22.14,72,80,0 1,39,4,1,9,0,0,0,0,271,118,74,22.66,79,76,0 0,55,1,0,0,0,0,1,0,268,140,88,26.99,85,117,0 0,38,3,0,0,0,0,0,0,159,108,72,27.68,70,84,0 1,62,2,1,20,0,0,0,0,264,129,85,26.15,73,63,0 1,39,1,1,15,0,0,0,0,181,115,75,21.99,67,NA,0 1,63,2,1,6,0,0,0,0,217,125,71,25.91,75,74,0 1,43,1,1,30,0,0,1,0,310,140,92,26,90,88,0 0,55,1,0,0,0,0,0,0,266,107,70,24.51,72,77,0 1,53,1,1,40,0,0,0,0,232,136,73,22.26,73,73,0 1,60,3,1,10,0,0,1,0,250,157,94,29.89,63,68,1 1,45,3,1,30,0,0,1,0,233,147,101,24.32,75,99,0 1,48,1,1,30,0,0,1,0,215,133,90,27.24,75,50,1 0,46,3,1,1,0,0,1,0,332,162.5,92.5,26.13,67,67,0 1,55,1,1,40,0,0,0,0,242,130,85,26.79,80,93,0 1,36,2,0,0,0,0,1,0,153,143,87,28.3,63,82,0 0,44,4,1,10,0,0,0,0,170,107,70.5,19.28,63,NA,0 1,60,1,1,1,1,0,1,0,232,173,106,28.63,85,64,0 0,34,3,0,0,0,0,0,0,196,108.5,68,25.67,60,82,0 1,40,2,1,5,0,0,0,0,193,130,86.5,23.48,88,78,0 1,40,1,1,43,0,0,0,0,325,112,67,25.09,78,94,0 0,49,1,1,15,0,0,0,0,233,112.5,80,27.87,96,80,0 0,40,2,1,20,0,0,0,0,213,130,80,19.98,96,76,0 0,52,2,1,5,0,1,1,0,205,159,110,28.18,75,83,1 0,58,2,0,0,0,0,1,0,166,185.5,115.5,27.97,100,85,0 0,46,3,1,20,0,0,0,0,259,129,83,22.91,66,84,0 0,39,3,0,0,0,0,0,0,181,103,62,20.68,70,69,0 1,52,1,1,20,0,0,0,0,225,126,75,22.18,85,100,1 1,66,3,0,0,0,0,1,0,226,213,133,25.29,100,67,0 0,56,2,0,0,0,0,1,0,199,160,105,25.71,75,83,0 1,44,1,0,0,0,0,1,1,208,175,101,27.93,95,193,0 1,56,1,1,40,0,0,0,0,296,111.5,74,23.38,80,71,1 0,39,1,0,0,0,0,0,0,195,129.5,93.5,34.84,85,85,0 1,56,3,0,0,0,0,0,0,177,124,77,27.81,60,88,0 1,46,2,1,20,0,0,0,0,214,110,73,18.1,60,60,0 1,37,1,1,20,0,0,0,0,315,118,79.5,22.52,82,70,0 0,59,2,0,0,0,0,0,0,345,148,95,23.72,79,60,0 1,47,2,1,30,0,0,0,0,271,150,74,20.7,70,NA,0 1,50,2,1,20,0,0,0,0,262,97.5,62.5,21.55,80,84,0 1,41,2,1,20,0,0,0,0,206,124,89,27.63,80,70,0 1,39,1,1,20,0,0,0,0,253,104,64,27.48,65,74,0 0,44,1,0,0,0,0,0,0,160,107,69,18.63,125,78,0 0,48,3,0,0,0,0,0,0,193,127,81,25.85,58,70,0 1,44,2,1,20,0,0,0,0,311,115,80,25.43,68,90,0 1,44,2,0,0,0,0,0,0,254,130,80,28.15,80,74,0 0,57,2,1,10,1,0,1,0,272,157,80,25.15,70,95,1 0,48,2,0,0,0,0,1,0,224,192.5,115,23.03,67,85,1 1,55,2,0,0,0,0,1,0,198,176,109,28.45,60,85,0 1,38,4,0,0,0,0,0,0,197,121,82,24.57,60,74,0 1,44,1,0,0,0,0,0,0,160,118.5,87,25.81,54,NA,0 0,61,3,0,0,0,0,0,0,210,112,72,24.69,80,77,0 0,46,1,0,0,0,0,1,0,246,142.5,95,24.28,88,99,0 1,41,2,1,15,0,0,0,1,155,107,81,20.96,90,191,0 0,53,4,0,0,0,0,0,0,232,116,71.5,21.31,73,83,0 1,47,2,1,20,0,0,0,0,119,117,78.5,26.4,75,78,0 1,42,2,1,30,0,0,0,0,209,130,86,24.01,60,55,0 1,42,3,1,30,0,0,0,0,240,133.5,97.5,28.94,86,73,1 0,51,3,0,0,0,0,0,0,264,135,83,26.68,60,74,0 0,40,3,0,0,0,0,1,0,202,158,103,28.35,125,80,0 0,52,2,0,0,0,0,1,0,296,140,93,26.81,88,74,0 1,53,2,0,0,0,0,0,0,275,109,79,27.75,67,104,0 1,51,1,1,30,0,0,0,0,241,118,79,20.09,70,56,0 0,40,3,0,0,0,0,0,0,220,136,80.5,22.72,80,70,0 1,63,4,1,25,0,0,1,0,203,192.5,125,26.18,80,83,1 0,61,1,0,0,1,0,1,1,265,200,125,29.5,68,256,1 1,43,2,0,0,0,0,0,0,222,115,72.5,25.46,75,69,0 1,42,1,0,0,0,0,0,0,214,120,81,28.47,78,77,0 1,62,1,1,7,0,0,0,0,260,104,69,24.02,70,93,0 0,36,1,0,0,0,0,0,0,195,116,76,22.16,88,77,0 0,63,3,0,0,0,0,0,0,253,128,81,26.92,80,102,0 1,47,NA,0,0,0,0,1,0,254,137.5,91,31.98,75,69,0 0,46,2,0,0,0,0,0,0,247,115,71,27.72,82,69,0 0,54,1,0,0,0,0,1,1,326,187,95,29.94,67,235,0 0,58,1,0,0,0,0,1,0,239,121,81,35.19,58,70,0 0,55,1,0,0,0,0,0,0,195,133.5,81.5,23.46,90,NA,1 0,56,1,1,15,0,0,0,0,262,126,74,27.35,90,115,0 1,47,1,1,20,0,0,1,0,290,143,88,27.4,96,77,0 0,64,1,0,0,0,0,1,0,232,149.5,84,20.49,68,96,0 1,51,1,0,0,0,0,1,0,220,151,87.5,22.01,80,86,0 1,43,4,1,20,0,0,0,0,198,116,74,23.99,75,78,0 0,40,2,1,20,0,0,0,0,221,93,62.5,18.84,64,73,0 0,46,2,0,0,0,0,0,0,229,125,80,27.27,66,80,0 1,64,1,1,5,0,0,0,0,180,121,79,20.45,77,92,1 1,60,2,0,0,0,0,1,0,213,140.5,83,28.59,80,69,0 0,56,1,0,0,0,0,1,1,273,136,80,27.73,90,210,1 1,54,2,1,40,0,0,0,0,245,152,82,23.71,75,75,0 1,37,NA,1,20,0,0,0,0,184,113,81,22.16,85,63,0 0,61,2,0,0,0,0,0,0,271,122,67.5,22.02,73,73,0 1,69,1,1,1,0,0,0,0,245,123,77,26.58,70,81,1 0,56,1,1,6,0,0,0,0,217,134,75,29.59,55,92,0 1,50,2,1,20,0,0,0,0,256,130,84,28.67,70,67,0 0,51,2,0,0,0,0,1,0,238,123,80,22.19,80,100,0 0,38,2,0,0,0,0,0,0,175,142,86,22.01,82,73,0 1,43,4,1,20,0,0,0,0,171,110,74.5,25.09,70,85,0 0,46,2,1,7,1,0,1,0,282,176,98,33.02,85,78,0 0,43,2,1,30,0,0,0,0,199,104,79,20.12,72,64,0 0,56,2,0,0,1,0,1,0,260,158,102.5,26.89,90,88,0 1,54,1,1,20,0,0,1,0,299,146.5,92,26.38,100,71,1 1,45,1,0,0,0,0,0,0,220,139,74,27.34,70,100,0 0,61,3,0,0,0,0,0,0,257,141,80,33.9,85,60,1 1,49,3,0,0,0,0,0,0,230,108,68,26.17,68,82,0 0,64,3,1,20,0,0,0,0,270,142,68,21.32,76,80,0 0,65,4,0,0,0,0,0,0,280,115,73,19.76,65,58,0 0,63,2,0,0,0,0,1,0,250,190,88,24.16,94,118,1 1,40,3,0,0,0,0,0,0,213,149,83,26.68,69,94,0 1,47,1,0,0,0,0,1,0,283,146.5,97.5,26.25,66,73,0 0,37,2,0,0,0,0,0,0,160,137,82,21.03,94,113,0 1,51,1,1,20,0,0,0,0,195,122,72,21.51,82,64,1 1,40,1,1,40,0,0,0,0,169,127,81,25.82,80,83,0 0,55,NA,0,0,0,0,0,0,240,145,96,26.27,72,NA,0 1,69,NA,1,23,0,0,1,0,186,179,93,26.64,72,67,0 1,51,3,0,0,0,0,1,0,268,206,116,26.35,98,70,1 1,57,1,0,0,0,0,0,0,201,108.5,70.5,22.9,50,84,0 0,64,1,0,0,0,0,1,0,232,164,102,33.37,68,73,1 1,38,3,0,0,0,0,1,0,216,124,84,28.12,63,75,0 0,48,1,0,0,0,0,0,0,287,155,80,28.54,75,75,0 1,53,3,0,0,0,0,0,0,228,114,80,20.54,55,75,0 1,57,1,0,0,0,0,0,0,176,147.5,87.5,24.15,85,100,0 0,45,1,1,2,0,0,0,0,291,125,82,21.26,75,72,0 1,57,2,1,20,0,0,0,0,210,120,77.5,27.14,77,71,0 0,57,1,0,0,0,0,1,0,259,170,101,38.17,85,75,0 0,39,3,0,0,0,0,0,0,195,97.5,60,20.62,64,68,0 1,46,1,1,20,0,0,0,0,247,134,96,32.47,80,72,0 0,42,1,0,0,0,0,0,0,179,115,78,25.75,80,77,0 0,42,2,1,20,0,0,0,0,235,128,86,24.05,66,70,0 0,42,2,0,0,0,0,0,0,238,118,80,33.19,75,76,0 1,67,NA,1,25,0,0,1,0,221,144,84,24.92,72,73,0 0,53,3,0,0,NA,0,0,0,252,122.5,75.5,25.29,75,71,0 1,49,3,1,10,0,0,0,0,305,135,82,26.29,84,65,0 1,48,4,0,0,0,0,0,0,206,118,81,28.13,72,87,0 1,47,2,1,20,0,0,1,0,234,162,110,27.51,80,85,0 1,55,1,0,0,0,0,0,0,231,105,82,27.73,75,66,0 1,59,2,0,0,0,0,0,0,237,131.5,84,24.17,90,94,1 1,55,1,1,30,0,0,1,0,239,144,96.5,28.82,70,102,0 1,42,3,0,0,0,0,0,0,235,103,70,21.48,67,73,0 0,48,1,1,20,0,0,0,0,202,128,74,25.11,80,75,0 1,42,1,1,43,0,0,0,0,226,108,78,22.54,85,68,0 0,55,2,0,0,0,0,1,0,198,136,93,22.54,85,83,0 0,62,1,0,0,0,0,0,0,207,127.5,75,22.91,58,80,0 0,36,2,1,15,0,0,0,0,257,103,72.5,27.86,80,65,0 0,57,1,0,0,0,0,1,0,212,147,85,35.19,65,85,0 1,41,2,1,15,0,0,0,0,239,101,69,26.95,80,NA,0 1,52,2,0,0,0,0,1,1,269,157.5,83,26.6,70,80,0 1,47,4,1,43,0,0,0,0,227,126,84,19.14,68,74,1 0,38,4,0,0,0,0,0,0,227,99,62,27.16,75,90,0 0,61,4,0,0,0,0,0,0,325,125.5,85.5,24.4,68,70,0 0,69,2,0,0,1,0,1,0,220,143,81,26.27,60,77,0 1,62,4,0,0,0,0,1,0,241,135,97.5,24.88,85,96,0 0,56,3,1,20,0,0,0,0,240,112.5,71.5,24.99,72,NA,0 0,37,3,1,40,0,0,0,0,224,109,72,22.81,77,93,0 0,47,3,1,9,NA,0,0,0,221,127.5,75,23.78,69,73,0 1,65,4,1,6,0,0,0,0,236,118.5,77.5,24.3,52,65,1 1,39,2,1,20,0,0,0,0,287,136,86,19,112,83,0 0,44,1,0,0,0,0,0,0,230,130,81.5,25.74,88,77,0 1,57,4,0,0,0,0,0,0,194,133,78,29.02,72,92,0 0,45,1,0,0,0,0,0,0,235,106,58,26.79,75,79,0 0,62,1,0,0,1,0,1,0,325,180,108,35.16,75,81,0 0,38,1,1,20,0,0,0,0,214,101,70,21.83,75,77,0 0,41,2,1,5,0,0,0,0,205,105,74,20.85,87,NA,0 1,41,2,1,43,0,0,0,0,249,125,87,27.13,75,81,1 1,58,4,0,0,0,0,1,0,223,154.5,88,27.91,69,81,0 0,54,2,0,0,0,0,1,0,302,210,127.5,31.98,68,79,0 1,51,2,1,15,0,0,0,0,267,129.5,80,25.98,70,79,0 1,52,1,0,0,0,0,0,0,266,107,75,25.64,82,98,0 0,41,4,0,0,0,0,0,0,199,111,70,21.99,65,82,0 0,52,2,1,9,0,0,0,0,218,121.5,57,20.78,79,85,0 1,41,3,1,30,0,0,0,0,210,132.5,85,28.62,68,70,0 0,54,1,0,0,0,0,0,0,207,137.5,89,25.43,63,72,0 1,43,2,0,0,0,0,1,0,285,129,95,26.64,60,74,0 1,38,2,0,0,0,0,0,0,235,121,83,25.85,92,75,0 1,65,1,0,0,0,0,1,0,196,157,86,26.36,70,80,0 0,37,1,0,0,0,0,0,0,208,118.5,70,25.09,70,85,0 1,44,1,1,20,0,0,0,0,232,137.5,87.5,30.03,88,70,0 1,58,1,0,0,0,0,0,0,NA,116.5,71,27.04,70,86,0 0,49,3,1,8,0,0,0,0,215,106,63,19.22,60,66,0 0,42,2,1,10,0,0,1,0,199,143,79,18.68,92,76,0 0,44,3,0,0,0,0,0,0,180,110,70,23.98,92,67,1 1,54,2,1,20,0,0,0,0,261,117,74,20.88,80,77,1 0,41,1,0,0,0,0,1,0,229,150,89,36.07,75,92,0 0,37,3,1,15,0,0,0,0,173,101,69,20.02,63,73,0 1,45,1,1,20,0,0,0,0,241,129,80,27.11,65,65,1 0,63,1,0,0,0,0,1,0,306,195,105,27.96,75,87,1 1,65,1,1,20,1,0,1,0,246,179,96,19.34,95,76,1 0,40,2,1,9,0,0,0,0,207,124,78,22.9,46,66,0 0,46,1,0,0,0,0,0,0,222,116,80,24.62,75,87,0 0,63,1,0,0,0,0,1,0,257,170,105,25.49,79,87,0 0,52,1,1,30,0,0,1,0,240,157.5,105,29.64,72,80,0 0,61,1,0,0,0,0,0,0,271,133,83,25.31,90,60,1 0,38,2,0,0,0,0,0,0,169,115,60,26.87,65,60,0 1,62,2,0,0,0,0,0,0,214,130,80,24.35,75,77,0 0,42,2,0,0,0,0,1,0,236,160.5,100,27.01,85,74,0 1,63,1,1,10,0,0,0,1,240,146,84,30.48,75,120,0 0,38,2,0,0,0,0,0,0,216,142,72,22.01,63,75,0 0,46,1,0,0,0,0,0,0,213,136,77,31.02,75,73,0 0,43,2,1,15,0,0,0,0,190,103,67.5,24.08,89,69,0 0,61,4,0,0,0,0,0,0,261,124,76.5,23.06,55,83,1 0,51,1,1,9,0,0,0,0,340,152,76,25.74,70,NA,0 1,65,2,0,0,0,0,0,0,286,135,80,28.06,70,116,0 1,50,1,0,0,0,0,0,0,282,126.5,88,27.3,85,87,0 1,42,2,1,40,0,0,0,0,245,105,70,22.41,65,69,0 1,48,2,1,43,0,0,1,0,209,144,88,29.11,84,60,0 1,48,2,0,0,0,0,0,0,193,141,95,27.89,75,84,1 0,56,3,1,5,0,0,0,0,230,123,78.5,24.71,76,87,1 0,63,1,0,0,0,0,1,1,236,155,82,39.17,78,79,0 0,59,3,1,20,0,0,0,0,251,125,80,22.18,70,70,0 0,63,1,0,0,0,0,1,0,266,167,94,25.23,95,94,0 0,52,1,0,0,0,0,0,0,265,137.5,84.5,26.91,72,86,0 1,48,1,0,0,0,0,0,0,204,125,84.5,22.37,65,75,0 1,60,1,0,0,0,0,0,0,252,128,82,21.18,75,70,1 1,50,1,0,0,0,0,0,0,260,119,74,21.85,80,72,1 1,53,3,0,0,0,0,1,0,289,188,110,26.7,70,63,0 1,56,4,0,0,1,0,1,0,287,149,98,21.68,90,75,1 1,47,2,1,3,0,0,0,0,198,120,80,25.23,75,76,0 1,45,4,1,43,0,0,0,0,216,137.5,85,24.24,83,105,0 1,58,1,0,0,0,0,0,0,233,125.5,84,26.05,67,76,1 1,43,4,1,20,0,0,0,0,187,129.5,88,25.62,80,75,0 0,50,1,0,0,0,0,1,1,260,190,130,43.67,85,260,0 0,51,3,1,20,0,0,1,0,251,140,80,25.6,75,NA,0 0,56,1,1,3,0,0,1,0,268,170,102,22.89,57,NA,0 1,58,3,0,0,0,0,1,0,187,141,81,24.96,80,81,0 1,68,1,0,0,0,0,1,0,176,168,97,23.14,60,79,1 1,50,1,1,1,0,0,1,0,313,179,92,25.97,66,86,1 1,51,3,1,43,0,0,0,0,207,126.5,80,19.71,65,68,0 0,48,2,1,20,NA,0,0,0,248,131,72,22,84,86,0 0,44,1,1,15,0,0,0,0,210,126.5,87,19.16,86,NA,0 0,52,2,0,0,0,0,0,0,269,133.5,83,21.47,80,107,0 1,40,3,0,0,0,0,1,0,185,141,98,25.6,67,72,0 0,39,3,1,30,0,0,0,0,196,133,86,20.91,85,80,0 \ No newline at end of file