diff --git a/abanin_daniil_lab_3/README.md b/abanin_daniil_lab_3/README.md new file mode 100644 index 0000000..7985728 --- /dev/null +++ b/abanin_daniil_lab_3/README.md @@ -0,0 +1,27 @@ +## Лабораторная работа №3 + +### Деревья решений + +## Cтудент группы ПИбд-41 Абанин Даниил + +### Как запустить лабораторную работу: + +* установить python, numpy, matplotlib, sklearn +* запустить проект (lab3) + +### Какие технологии использовались: + +* Язык программирования `Python`, библиотеки numpy, matplotlib, sklearn +* Среда разработки `PyCharm` + +### Что делает лабораторная работа: + +* Выполняет ранжирование признаков для регрессионной модели +* По данным "Eligibility Prediction for Loan" решает задачу классификации (с помощью дерева решений), в которой необходимо выявить риски выдачи кредита и определить его статус (выдан или отказ). В качестве исходных данных используются три признака: Credit_History - соответствие кредитной истории стандартам банка, ApplicantIncome - доход заявителя, LoanAmount - сумма кредита. + +### Примеры работы: + +#### Результаты: +* Наиболее важным параметром при выдачи кредита оказался доход заявителя - ApplicantIncome, затем LoanAmount - сумма выдаваемого кредита + +![Result](result.png) \ No newline at end of file diff --git a/abanin_daniil_lab_3/lab3.py b/abanin_daniil_lab_3/lab3.py new file mode 100644 index 0000000..6d74f6e --- /dev/null +++ b/abanin_daniil_lab_3/lab3.py @@ -0,0 +1,33 @@ +from sklearn.model_selection import train_test_split +from sklearn.tree import DecisionTreeClassifier +import pandas as pd +import numpy as np + +pd.options.mode.chained_assignment = None + +FILE_PATH = "loan.csv" +REQUIRED_COLUMNS = ['Credit_History', 'LoanAmount', 'ApplicantIncome'] +TARGET_COLUMN = 'Loan_Status' + + +def print_classifier_info(feature_importance): + feature_names = REQUIRED_COLUMNS + embarked_score = feature_importance[-3:].sum() + scores = np.append(feature_importance[:2], embarked_score) + scores = map(lambda score: round(score, 2), scores) + print(dict(zip(feature_names, scores))) + + +if __name__ == '__main__': + data = pd.read_csv(FILE_PATH) + + X = data[REQUIRED_COLUMNS] + y = data[TARGET_COLUMN] + + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) + + classifier_tree = DecisionTreeClassifier(random_state=42) + classifier_tree.fit(X_train, y_train) + + print_classifier_info(classifier_tree.feature_importances_) + print("Оценка качества (задача классификации) - ", classifier_tree.score(X_test, y_test)) \ No newline at end of file diff --git a/abanin_daniil_lab_3/loan.csv b/abanin_daniil_lab_3/loan.csv new file mode 100644 index 0000000..b219bf7 --- /dev/null +++ b/abanin_daniil_lab_3/loan.csv @@ -0,0 +1,615 @@ +Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status +LP001002,Male,No,0,1,No,5849,0.0,360.0,1.0,0,Y,0.0 +LP001003,Male,Yes,1,1,No,4583,1508.0,128.0,360.0,1,Rural,0.0 +LP001005,Male,Yes,0,1,Yes,3000,0.0,66.0,360.0,1,Urban,1.0 +LP001006,Male,Yes,0,0,No,2583,2358.0,120.0,360.0,1,Urban,1.0 +LP001008,Male,No,0,1,No,6000,0.0,141.0,360.0,1,Urban,1.0 +LP001011,Male,Yes,2,1,Yes,5417,4196.0,267.0,360.0,1,Urban,1.0 +LP001013,Male,Yes,0,0,No,2333,1516.0,95.0,360.0,1,Urban,1.0 +LP001014,Male,Yes,3+,1,No,3036,2504.0,158.0,360.0,0,Semiurban,0.0 +LP001018,Male,Yes,2,1,No,4006,1526.0,168.0,360.0,1,Urban,1.0 +LP001020,Male,Yes,1,1,No,12841,10968.0,349.0,360.0,1,Semiurban,0.0 +LP001024,Male,Yes,2,1,No,3200,700.0,70.0,360.0,1,Urban,1.0 +LP001027,Male,Yes,2,1,,2500,1840.0,109.0,360.0,1,Urban,1.0 +LP001028,Male,Yes,2,1,No,3073,8106.0,200.0,360.0,1,Urban,1.0 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+LP001586,Male,Yes,3+,0,No,3522,0.0,81.0,180.0,1,Rural,0.0 +LP001594,Male,Yes,0,1,No,5708,5625.0,187.0,360.0,1,Semiurban,1.0 +LP001603,Male,Yes,0,0,Yes,4344,736.0,87.0,360.0,1,Semiurban,0.0 +LP001606,Male,Yes,0,1,No,3497,1964.0,116.0,360.0,1,Rural,1.0 +LP001608,Male,Yes,2,1,No,2045,1619.0,101.0,360.0,1,Rural,1.0 +LP001610,Male,Yes,3+,1,No,5516,11300.0,495.0,360.0,0,Semiurban,0.0 +LP001616,Male,Yes,1,1,No,3750,0.0,116.0,360.0,1,Semiurban,1.0 +LP001630,Male,No,0,0,No,2333,1451.0,102.0,480.0,0,Urban,0.0 +LP001633,Male,Yes,1,1,No,6400,7250.0,180.0,360.0,0,Urban,0.0 +LP001634,Male,No,0,1,No,1916,5063.0,67.0,360.0,0,Rural,0.0 +LP001636,Male,Yes,0,1,No,4600,0.0,73.0,180.0,1,Semiurban,1.0 +LP001637,Male,Yes,1,1,No,33846,0.0,260.0,360.0,1,Semiurban,0.0 +LP001639,Female,Yes,0,1,No,3625,0.0,108.0,360.0,1,Semiurban,1.0 +LP001640,Male,Yes,0,1,Yes,39147,4750.0,120.0,360.0,1,Semiurban,1.0 +LP001641,Male,Yes,1,1,Yes,2178,0.0,66.0,300.0,0,Rural,0.0 +LP001643,Male,Yes,0,1,No,2383,2138.0,58.0,360.0,0,Rural,1.0 +LP001644,,Yes,0,1,Yes,674,5296.0,168.0,360.0,1,Rural,1.0 +LP001647,Male,Yes,0,1,No,9328,0.0,188.0,180.0,1,Rural,1.0 +LP001653,Male,No,0,0,No,4885,0.0,48.0,360.0,1,Rural,1.0 +LP001656,Male,No,0,1,No,12000,0.0,164.0,360.0,1,Semiurban,0.0 +LP001657,Male,Yes,0,0,No,6033,0.0,160.0,360.0,1,Urban,0.0 +LP001658,Male,No,0,1,No,3858,0.0,76.0,360.0,1,Semiurban,1.0 +LP001664,Male,No,0,1,No,4191,0.0,120.0,360.0,1,Rural,1.0 +LP001665,Male,Yes,1,1,No,3125,2583.0,170.0,360.0,1,Semiurban,0.0 +LP001666,Male,No,0,1,No,8333,3750.0,187.0,360.0,1,Rural,1.0 +LP001669,Female,No,0,0,No,1907,2365.0,120.0,,1,Urban,1.0 +LP001671,Female,Yes,0,1,No,3416,2816.0,113.0,360.0,0,Semiurban,1.0 +LP001673,Male,No,0,1,Yes,11000,0.0,83.0,360.0,1,Urban,0.0 +LP001674,Male,Yes,1,0,No,2600,2500.0,90.0,360.0,1,Semiurban,1.0 +LP001677,Male,No,2,1,No,4923,0.0,166.0,360.0,0,Semiurban,1.0 +LP001682,Male,Yes,3+,0,No,3992,0.0,0.0,180.0,1,Urban,0.0 +LP001688,Male,Yes,1,0,No,3500,1083.0,135.0,360.0,1,Urban,1.0 +LP001691,Male,Yes,2,0,No,3917,0.0,124.0,360.0,1,Semiurban,1.0 +LP001692,Female,No,0,0,No,4408,0.0,120.0,360.0,1,Semiurban,1.0 +LP001693,Female,No,0,1,No,3244,0.0,80.0,360.0,1,Urban,1.0 +LP001698,Male,No,0,0,No,3975,2531.0,55.0,360.0,1,Rural,1.0 +LP001699,Male,No,0,1,No,2479,0.0,59.0,360.0,1,Urban,1.0 +LP001702,Male,No,0,1,No,3418,0.0,127.0,360.0,1,Semiurban,0.0 +LP001708,Female,No,0,1,No,10000,0.0,214.0,360.0,1,Semiurban,0.0 +LP001711,Male,Yes,3+,1,No,3430,1250.0,128.0,360.0,0,Semiurban,0.0 +LP001713,Male,Yes,1,1,Yes,7787,0.0,240.0,360.0,1,Urban,1.0 +LP001715,Male,Yes,3+,0,Yes,5703,0.0,130.0,360.0,1,Rural,1.0 +LP001716,Male,Yes,0,1,No,3173,3021.0,137.0,360.0,1,Urban,1.0 +LP001720,Male,Yes,3+,0,No,3850,983.0,100.0,360.0,1,Semiurban,1.0 +LP001722,Male,Yes,0,1,No,150,1800.0,135.0,360.0,1,Rural,0.0 +LP001726,Male,Yes,0,1,No,3727,1775.0,131.0,360.0,1,Semiurban,1.0 +LP001732,Male,Yes,2,1,,5000,0.0,72.0,360.0,0,Semiurban,0.0 +LP001734,Female,Yes,2,1,No,4283,2383.0,127.0,360.0,0,Semiurban,1.0 +LP001736,Male,Yes,0,1,No,2221,0.0,60.0,360.0,0,Urban,0.0 +LP001743,Male,Yes,2,1,No,4009,1717.0,116.0,360.0,1,Semiurban,1.0 +LP001744,Male,No,0,1,No,2971,2791.0,144.0,360.0,1,Semiurban,1.0 +LP001749,Male,Yes,0,1,No,7578,1010.0,175.0,,1,Semiurban,1.0 +LP001750,Male,Yes,0,1,No,6250,0.0,128.0,360.0,1,Semiurban,1.0 +LP001751,Male,Yes,0,1,No,3250,0.0,170.0,360.0,1,Rural,0.0 +LP001754,Male,Yes,,0,Yes,4735,0.0,138.0,360.0,1,Urban,0.0 +LP001758,Male,Yes,2,1,No,6250,1695.0,210.0,360.0,1,Semiurban,1.0 +LP001760,Male,,,1,No,4758,0.0,158.0,480.0,1,Semiurban,1.0 +LP001761,Male,No,0,1,Yes,6400,0.0,200.0,360.0,1,Rural,1.0 +LP001765,Male,Yes,1,1,No,2491,2054.0,104.0,360.0,1,Semiurban,1.0 +LP001768,Male,Yes,0,1,,3716,0.0,42.0,180.0,1,Rural,1.0 +LP001770,Male,No,0,0,No,3189,2598.0,120.0,,1,Rural,1.0 +LP001776,Female,No,0,1,No,8333,0.0,280.0,360.0,1,Semiurban,1.0 +LP001778,Male,Yes,1,1,No,3155,1779.0,140.0,360.0,1,Semiurban,1.0 +LP001784,Male,Yes,1,1,No,5500,1260.0,170.0,360.0,1,Rural,1.0 +LP001786,Male,Yes,0,1,,5746,0.0,255.0,360.0,0,Urban,0.0 +LP001788,Female,No,0,1,Yes,3463,0.0,122.0,360.0,0,Urban,1.0 +LP001790,Female,No,1,1,No,3812,0.0,112.0,360.0,1,Rural,1.0 +LP001792,Male,Yes,1,1,No,3315,0.0,96.0,360.0,1,Semiurban,1.0 +LP001798,Male,Yes,2,1,No,5819,5000.0,120.0,360.0,1,Rural,1.0 +LP001800,Male,Yes,1,0,No,2510,1983.0,140.0,180.0,1,Urban,0.0 +LP001806,Male,No,0,1,No,2965,5701.0,155.0,60.0,1,Urban,1.0 +LP001807,Male,Yes,2,1,Yes,6250,1300.0,108.0,360.0,1,Rural,1.0 +LP001811,Male,Yes,0,0,No,3406,4417.0,123.0,360.0,1,Semiurban,1.0 +LP001813,Male,No,0,1,Yes,6050,4333.0,120.0,180.0,1,Urban,0.0 +LP001814,Male,Yes,2,1,No,9703,0.0,112.0,360.0,1,Urban,1.0 +LP001819,Male,Yes,1,0,No,6608,0.0,137.0,180.0,1,Urban,1.0 +LP001824,Male,Yes,1,1,No,2882,1843.0,123.0,480.0,1,Semiurban,1.0 +LP001825,Male,Yes,0,1,No,1809,1868.0,90.0,360.0,1,Urban,1.0 +LP001835,Male,Yes,0,0,No,1668,3890.0,201.0,360.0,0,Semiurban,0.0 +LP001836,Female,No,2,1,No,3427,0.0,138.0,360.0,1,Urban,0.0 +LP001841,Male,No,0,0,Yes,2583,2167.0,104.0,360.0,1,Rural,1.0 +LP001843,Male,Yes,1,0,No,2661,7101.0,279.0,180.0,1,Semiurban,1.0 +LP001844,Male,No,0,1,Yes,16250,0.0,192.0,360.0,0,Urban,0.0 +LP001846,Female,No,3+,1,No,3083,0.0,255.0,360.0,1,Rural,1.0 +LP001849,Male,No,0,0,No,6045,0.0,115.0,360.0,0,Rural,0.0 +LP001854,Male,Yes,3+,1,No,5250,0.0,94.0,360.0,1,Urban,0.0 +LP001859,Male,Yes,0,1,No,14683,2100.0,304.0,360.0,1,Rural,0.0 +LP001864,Male,Yes,3+,0,No,4931,0.0,128.0,360.0,0,Semiurban,0.0 +LP001865,Male,Yes,1,1,No,6083,4250.0,330.0,360.0,0,Urban,1.0 +LP001868,Male,No,0,1,No,2060,2209.0,134.0,360.0,1,Semiurban,1.0 +LP001870,Female,No,1,1,No,3481,0.0,155.0,36.0,1,Semiurban,0.0 +LP001871,Female,No,0,1,No,7200,0.0,120.0,360.0,1,Rural,1.0 +LP001872,Male,No,0,1,Yes,5166,0.0,128.0,360.0,1,Semiurban,1.0 +LP001875,Male,No,0,1,No,4095,3447.0,151.0,360.0,1,Rural,1.0 +LP001877,Male,Yes,2,1,No,4708,1387.0,150.0,360.0,1,Semiurban,1.0 +LP001882,Male,Yes,3+,1,No,4333,1811.0,160.0,360.0,0,Urban,1.0 +LP001883,Female,No,0,1,,3418,0.0,135.0,360.0,1,Rural,0.0 +LP001884,Female,No,1,1,No,2876,1560.0,90.0,360.0,1,Urban,1.0 +LP001888,Female,No,0,1,No,3237,0.0,30.0,360.0,1,Urban,1.0 +LP001891,Male,Yes,0,1,No,11146,0.0,136.0,360.0,1,Urban,1.0 +LP001892,Male,No,0,1,No,2833,1857.0,126.0,360.0,1,Rural,1.0 +LP001894,Male,Yes,0,1,No,2620,2223.0,150.0,360.0,1,Semiurban,1.0 +LP001896,Male,Yes,2,1,No,3900,0.0,90.0,360.0,1,Semiurban,1.0 +LP001900,Male,Yes,1,1,No,2750,1842.0,115.0,360.0,1,Semiurban,1.0 +LP001903,Male,Yes,0,1,No,3993,3274.0,207.0,360.0,1,Semiurban,1.0 +LP001904,Male,Yes,0,1,No,3103,1300.0,80.0,360.0,1,Urban,1.0 +LP001907,Male,Yes,0,1,No,14583,0.0,436.0,360.0,1,Semiurban,1.0 +LP001908,Female,Yes,0,0,No,4100,0.0,124.0,360.0,0,Rural,1.0 +LP001910,Male,No,1,0,Yes,4053,2426.0,158.0,360.0,0,Urban,0.0 +LP001914,Male,Yes,0,1,No,3927,800.0,112.0,360.0,1,Semiurban,1.0 +LP001915,Male,Yes,2,1,No,2301,985.7999878,78.0,180.0,1,Urban,1.0 +LP001917,Female,No,0,1,No,1811,1666.0,54.0,360.0,1,Urban,1.0 +LP001922,Male,Yes,0,1,No,20667,0.0,0.0,360.0,1,Rural,0.0 +LP001924,Male,No,0,1,No,3158,3053.0,89.0,360.0,1,Rural,1.0 +LP001925,Female,No,0,1,Yes,2600,1717.0,99.0,300.0,1,Semiurban,0.0 +LP001926,Male,Yes,0,1,No,3704,2000.0,120.0,360.0,1,Rural,1.0 +LP001931,Female,No,0,1,No,4124,0.0,115.0,360.0,1,Semiurban,1.0 +LP001935,Male,No,0,1,No,9508,0.0,187.0,360.0,1,Rural,1.0 +LP001936,Male,Yes,0,1,No,3075,2416.0,139.0,360.0,1,Rural,1.0 +LP001938,Male,Yes,2,1,No,4400,0.0,127.0,360.0,0,Semiurban,0.0 +LP001940,Male,Yes,2,1,No,3153,1560.0,134.0,360.0,1,Urban,1.0 +LP001945,Female,No,,1,No,5417,0.0,143.0,480.0,0,Urban,0.0 +LP001947,Male,Yes,0,1,No,2383,3334.0,172.0,360.0,1,Semiurban,1.0 +LP001949,Male,Yes,3+,1,,4416,1250.0,110.0,360.0,1,Urban,1.0 +LP001953,Male,Yes,1,1,No,6875,0.0,200.0,360.0,1,Semiurban,1.0 +LP001954,Female,Yes,1,1,No,4666,0.0,135.0,360.0,1,Urban,1.0 +LP001955,Female,No,0,1,No,5000,2541.0,151.0,480.0,1,Rural,0.0 +LP001963,Male,Yes,1,1,No,2014,2925.0,113.0,360.0,1,Urban,0.0 +LP001964,Male,Yes,0,0,No,1800,2934.0,93.0,360.0,0,Urban,0.0 +LP001972,Male,Yes,,0,No,2875,1750.0,105.0,360.0,1,Semiurban,1.0 +LP001974,Female,No,0,1,No,5000,0.0,132.0,360.0,1,Rural,1.0 +LP001977,Male,Yes,1,1,No,1625,1803.0,96.0,360.0,1,Urban,1.0 +LP001978,Male,No,0,1,No,4000,2500.0,140.0,360.0,1,Rural,1.0 +LP001990,Male,No,0,0,No,2000,0.0,0.0,360.0,1,Urban,0.0 +LP001993,Female,No,0,1,No,3762,1666.0,135.0,360.0,1,Rural,1.0 +LP001994,Female,No,0,1,No,2400,1863.0,104.0,360.0,0,Urban,0.0 +LP001996,Male,No,0,1,No,20233,0.0,480.0,360.0,1,Rural,0.0 +LP001998,Male,Yes,2,0,No,7667,0.0,185.0,360.0,0,Rural,1.0 +LP002002,Female,No,0,1,No,2917,0.0,84.0,360.0,1,Semiurban,1.0 +LP002004,Male,No,0,0,No,2927,2405.0,111.0,360.0,1,Semiurban,1.0 +LP002006,Female,No,0,1,No,2507,0.0,56.0,360.0,1,Rural,1.0 +LP002008,Male,Yes,2,1,Yes,5746,0.0,144.0,84.0,0,Rural,1.0 +LP002024,,Yes,0,1,No,2473,1843.0,159.0,360.0,1,Rural,0.0 +LP002031,Male,Yes,1,0,No,3399,1640.0,111.0,180.0,1,Urban,1.0 +LP002035,Male,Yes,2,1,No,3717,0.0,120.0,360.0,1,Semiurban,1.0 +LP002036,Male,Yes,0,1,No,2058,2134.0,88.0,360.0,0,Urban,1.0 +LP002043,Female,No,1,1,No,3541,0.0,112.0,360.0,0,Semiurban,1.0 +LP002050,Male,Yes,1,1,Yes,10000,0.0,155.0,360.0,1,Rural,0.0 +LP002051,Male,Yes,0,1,No,2400,2167.0,115.0,360.0,1,Semiurban,1.0 +LP002053,Male,Yes,3+,1,No,4342,189.0,124.0,360.0,1,Semiurban,1.0 +LP002054,Male,Yes,2,0,No,3601,1590.0,0.0,360.0,1,Rural,1.0 +LP002055,Female,No,0,1,No,3166,2985.0,132.0,360.0,0,Rural,1.0 +LP002065,Male,Yes,3+,1,No,15000,0.0,300.0,360.0,1,Rural,1.0 +LP002067,Male,Yes,1,1,Yes,8666,4983.0,376.0,360.0,0,Rural,0.0 +LP002068,Male,No,0,1,No,4917,0.0,130.0,360.0,0,Rural,1.0 +LP002082,Male,Yes,0,1,Yes,5818,2160.0,184.0,360.0,1,Semiurban,1.0 +LP002086,Female,Yes,0,1,No,4333,2451.0,110.0,360.0,1,Urban,0.0 +LP002087,Female,No,0,1,No,2500,0.0,67.0,360.0,1,Urban,1.0 +LP002097,Male,No,1,1,No,4384,1793.0,117.0,360.0,1,Urban,1.0 +LP002098,Male,No,0,1,No,2935,0.0,98.0,360.0,1,Semiurban,1.0 +LP002100,Male,No,,1,No,2833,0.0,71.0,360.0,1,Urban,1.0 +LP002101,Male,Yes,0,1,,63337,0.0,490.0,180.0,1,Urban,1.0 +LP002103,,Yes,1,1,Yes,9833,1833.0,182.0,180.0,1,Urban,1.0 +LP002106,Male,Yes,,1,Yes,5503,4490.0,70.0,,1,Semiurban,1.0 +LP002110,Male,Yes,1,1,,5250,688.0,160.0,360.0,1,Rural,1.0 +LP002112,Male,Yes,2,1,Yes,2500,4600.0,176.0,360.0,1,Rural,1.0 +LP002113,Female,No,3+,0,No,1830,0.0,0.0,360.0,0,Urban,0.0 +LP002114,Female,No,0,1,No,4160,0.0,71.0,360.0,1,Semiurban,1.0 +LP002115,Male,Yes,3+,0,No,2647,1587.0,173.0,360.0,1,Rural,0.0 +LP002116,Female,No,0,1,No,2378,0.0,46.0,360.0,1,Rural,0.0 +LP002119,Male,Yes,1,0,No,4554,1229.0,158.0,360.0,1,Urban,1.0 +LP002126,Male,Yes,3+,0,No,3173,0.0,74.0,360.0,1,Semiurban,1.0 +LP002128,Male,Yes,2,1,,2583,2330.0,125.0,360.0,1,Rural,1.0 +LP002129,Male,Yes,0,1,No,2499,2458.0,160.0,360.0,1,Semiurban,1.0 +LP002130,Male,Yes,,0,No,3523,3230.0,152.0,360.0,0,Rural,0.0 +LP002131,Male,Yes,2,0,No,3083,2168.0,126.0,360.0,1,Urban,1.0 +LP002137,Male,Yes,0,1,No,6333,4583.0,259.0,360.0,0,Semiurban,1.0 +LP002138,Male,Yes,0,1,No,2625,6250.0,187.0,360.0,1,Rural,1.0 +LP002139,Male,Yes,0,1,No,9083,0.0,228.0,360.0,1,Semiurban,1.0 +LP002140,Male,No,0,1,No,8750,4167.0,308.0,360.0,1,Rural,0.0 +LP002141,Male,Yes,3+,1,No,2666,2083.0,95.0,360.0,1,Rural,1.0 +LP002142,Female,Yes,0,1,Yes,5500,0.0,105.0,360.0,0,Rural,0.0 +LP002143,Female,Yes,0,1,No,2423,505.0,130.0,360.0,1,Semiurban,1.0 +LP002144,Female,No,,1,No,3813,0.0,116.0,180.0,1,Urban,1.0 +LP002149,Male,Yes,2,1,No,8333,3167.0,165.0,360.0,1,Rural,1.0 +LP002151,Male,Yes,1,1,No,3875,0.0,67.0,360.0,1,Urban,0.0 +LP002158,Male,Yes,0,0,No,3000,1666.0,100.0,480.0,0,Urban,0.0 +LP002160,Male,Yes,3+,1,No,5167,3167.0,200.0,360.0,1,Semiurban,1.0 +LP002161,Female,No,1,1,No,4723,0.0,81.0,360.0,1,Semiurban,0.0 +LP002170,Male,Yes,2,1,No,5000,3667.0,236.0,360.0,1,Semiurban,1.0 +LP002175,Male,Yes,0,1,No,4750,2333.0,130.0,360.0,1,Urban,1.0 +LP002178,Male,Yes,0,1,No,3013,3033.0,95.0,300.0,0,Urban,1.0 +LP002180,Male,No,0,1,Yes,6822,0.0,141.0,360.0,1,Rural,1.0 +LP002181,Male,No,0,0,No,6216,0.0,133.0,360.0,1,Rural,0.0 +LP002187,Male,No,0,1,No,2500,0.0,96.0,480.0,1,Semiurban,0.0 +LP002188,Male,No,0,1,No,5124,0.0,124.0,,0,Rural,0.0 +LP002190,Male,Yes,1,1,No,6325,0.0,175.0,360.0,1,Semiurban,1.0 +LP002191,Male,Yes,0,1,No,19730,5266.0,570.0,360.0,1,Rural,0.0 +LP002194,Female,No,0,1,Yes,15759,0.0,55.0,360.0,1,Semiurban,1.0 +LP002197,Male,Yes,2,1,No,5185,0.0,155.0,360.0,1,Semiurban,1.0 +LP002201,Male,Yes,2,1,Yes,9323,7873.0,380.0,300.0,1,Rural,1.0 +LP002205,Male,No,1,1,No,3062,1987.0,111.0,180.0,0,Urban,0.0 +LP002209,Female,No,0,1,,2764,1459.0,110.0,360.0,1,Urban,1.0 +LP002211,Male,Yes,0,1,No,4817,923.0,120.0,180.0,1,Urban,1.0 +LP002219,Male,Yes,3+,1,No,8750,4996.0,130.0,360.0,1,Rural,1.0 +LP002223,Male,Yes,0,1,No,4310,0.0,130.0,360.0,0,Semiurban,1.0 +LP002224,Male,No,0,1,No,3069,0.0,71.0,480.0,1,Urban,0.0 +LP002225,Male,Yes,2,1,No,5391,0.0,130.0,360.0,1,Urban,1.0 +LP002226,Male,Yes,0,1,,3333,2500.0,128.0,360.0,1,Semiurban,1.0 +LP002229,Male,No,0,1,No,5941,4232.0,296.0,360.0,1,Semiurban,1.0 +LP002231,Female,No,0,1,No,6000,0.0,156.0,360.0,1,Urban,1.0 +LP002234,Male,No,0,1,Yes,7167,0.0,128.0,360.0,1,Urban,1.0 +LP002236,Male,Yes,2,1,No,4566,0.0,100.0,360.0,1,Urban,0.0 +LP002237,Male,No,1,1,,3667,0.0,113.0,180.0,1,Urban,1.0 +LP002239,Male,No,0,0,No,2346,1600.0,132.0,360.0,1,Semiurban,1.0 +LP002243,Male,Yes,0,0,No,3010,3136.0,0.0,360.0,0,Urban,0.0 +LP002244,Male,Yes,0,1,No,2333,2417.0,136.0,360.0,1,Urban,1.0 +LP002250,Male,Yes,0,1,No,5488,0.0,125.0,360.0,1,Rural,1.0 +LP002255,Male,No,3+,1,No,9167,0.0,185.0,360.0,1,Rural,1.0 +LP002262,Male,Yes,3+,1,No,9504,0.0,275.0,360.0,1,Rural,1.0 +LP002263,Male,Yes,0,1,No,2583,2115.0,120.0,360.0,0,Urban,1.0 +LP002265,Male,Yes,2,0,No,1993,1625.0,113.0,180.0,1,Semiurban,1.0 +LP002266,Male,Yes,2,1,No,3100,1400.0,113.0,360.0,1,Urban,1.0 +LP002272,Male,Yes,2,1,No,3276,484.0,135.0,360.0,0,Semiurban,1.0 +LP002277,Female,No,0,1,No,3180,0.0,71.0,360.0,0,Urban,0.0 +LP002281,Male,Yes,0,1,No,3033,1459.0,95.0,360.0,1,Urban,1.0 +LP002284,Male,No,0,0,No,3902,1666.0,109.0,360.0,1,Rural,1.0 +LP002287,Female,No,0,1,No,1500,1800.0,103.0,360.0,0,Semiurban,0.0 +LP002288,Male,Yes,2,0,No,2889,0.0,45.0,180.0,0,Urban,0.0 +LP002296,Male,No,0,0,No,2755,0.0,65.0,300.0,1,Rural,0.0 +LP002297,Male,No,0,1,No,2500,20000.0,103.0,360.0,1,Semiurban,1.0 +LP002300,Female,No,0,0,No,1963,0.0,53.0,360.0,1,Semiurban,1.0 +LP002301,Female,No,0,1,Yes,7441,0.0,194.0,360.0,1,Rural,0.0 +LP002305,Female,No,0,1,No,4547,0.0,115.0,360.0,1,Semiurban,1.0 +LP002308,Male,Yes,0,0,No,2167,2400.0,115.0,360.0,1,Urban,1.0 +LP002314,Female,No,0,0,No,2213,0.0,66.0,360.0,1,Rural,1.0 +LP002315,Male,Yes,1,1,No,8300,0.0,152.0,300.0,0,Semiurban,0.0 +LP002317,Male,Yes,3+,1,No,81000,0.0,360.0,360.0,0,Rural,0.0 +LP002318,Female,No,1,0,Yes,3867,0.0,62.0,360.0,1,Semiurban,0.0 +LP002319,Male,Yes,0,1,,6256,0.0,160.0,360.0,0,Urban,1.0 +LP002328,Male,Yes,0,0,No,6096,0.0,218.0,360.0,0,Rural,0.0 +LP002332,Male,Yes,0,0,No,2253,2033.0,110.0,360.0,1,Rural,1.0 +LP002335,Female,Yes,0,0,No,2149,3237.0,178.0,360.0,0,Semiurban,0.0 +LP002337,Female,No,0,1,No,2995,0.0,60.0,360.0,1,Urban,1.0 +LP002341,Female,No,1,1,No,2600,0.0,160.0,360.0,1,Urban,0.0 +LP002342,Male,Yes,2,1,Yes,1600,20000.0,239.0,360.0,1,Urban,0.0 +LP002345,Male,Yes,0,1,No,1025,2773.0,112.0,360.0,1,Rural,1.0 +LP002347,Male,Yes,0,1,No,3246,1417.0,138.0,360.0,1,Semiurban,1.0 +LP002348,Male,Yes,0,1,No,5829,0.0,138.0,360.0,1,Rural,1.0 +LP002357,Female,No,0,0,No,2720,0.0,80.0,,0,Urban,0.0 +LP002361,Male,Yes,0,1,No,1820,1719.0,100.0,360.0,1,Urban,1.0 +LP002362,Male,Yes,1,1,No,7250,1667.0,110.0,,0,Urban,0.0 +LP002364,Male,Yes,0,1,No,14880,0.0,96.0,360.0,1,Semiurban,1.0 +LP002366,Male,Yes,0,1,No,2666,4300.0,121.0,360.0,1,Rural,1.0 +LP002367,Female,No,1,0,No,4606,0.0,81.0,360.0,1,Rural,0.0 +LP002368,Male,Yes,2,1,No,5935,0.0,133.0,360.0,1,Semiurban,1.0 +LP002369,Male,Yes,0,1,No,2920,16.12000084,87.0,360.0,1,Rural,1.0 +LP002370,Male,No,0,0,No,2717,0.0,60.0,180.0,1,Urban,1.0 +LP002377,Female,No,1,1,Yes,8624,0.0,150.0,360.0,1,Semiurban,1.0 +LP002379,Male,No,0,1,No,6500,0.0,105.0,360.0,0,Rural,0.0 +LP002386,Male,No,0,1,,12876,0.0,405.0,360.0,1,Semiurban,1.0 +LP002387,Male,Yes,0,1,No,2425,2340.0,143.0,360.0,1,Semiurban,1.0 +LP002390,Male,No,0,1,No,3750,0.0,100.0,360.0,1,Urban,1.0 +LP002393,Female,,,1,No,10047,0.0,0.0,240.0,1,Semiurban,1.0 +LP002398,Male,No,0,1,No,1926,1851.0,50.0,360.0,1,Semiurban,1.0 +LP002401,Male,Yes,0,1,No,2213,1125.0,0.0,360.0,1,Urban,1.0 +LP002403,Male,No,0,1,Yes,10416,0.0,187.0,360.0,0,Urban,0.0 +LP002407,Female,Yes,0,0,Yes,7142,0.0,138.0,360.0,1,Rural,1.0 +LP002408,Male,No,0,1,No,3660,5064.0,187.0,360.0,1,Semiurban,1.0 +LP002409,Male,Yes,0,1,No,7901,1833.0,180.0,360.0,1,Rural,1.0 +LP002418,Male,No,3+,0,No,4707,1993.0,148.0,360.0,1,Semiurban,1.0 +LP002422,Male,No,1,1,No,37719,0.0,152.0,360.0,1,Semiurban,1.0 +LP002424,Male,Yes,0,1,No,7333,8333.0,175.0,300.0,0,Rural,1.0 +LP002429,Male,Yes,1,1,Yes,3466,1210.0,130.0,360.0,1,Rural,1.0 +LP002434,Male,Yes,2,0,No,4652,0.0,110.0,360.0,1,Rural,1.0 +LP002435,Male,Yes,0,1,,3539,1376.0,55.0,360.0,1,Rural,0.0 +LP002443,Male,Yes,2,1,No,3340,1710.0,150.0,360.0,0,Rural,0.0 +LP002444,Male,No,1,0,Yes,2769,1542.0,190.0,360.0,0,Semiurban,0.0 +LP002446,Male,Yes,2,0,No,2309,1255.0,125.0,360.0,0,Rural,0.0 +LP002447,Male,Yes,2,0,No,1958,1456.0,60.0,300.0,0,Urban,1.0 +LP002448,Male,Yes,0,1,No,3948,1733.0,149.0,360.0,0,Rural,0.0 +LP002449,Male,Yes,0,1,No,2483,2466.0,90.0,180.0,0,Rural,1.0 +LP002453,Male,No,0,1,Yes,7085,0.0,84.0,360.0,1,Semiurban,1.0 +LP002455,Male,Yes,2,1,No,3859,0.0,96.0,360.0,1,Semiurban,1.0 +LP002459,Male,Yes,0,1,No,4301,0.0,118.0,360.0,1,Urban,1.0 +LP002467,Male,Yes,0,1,No,3708,2569.0,173.0,360.0,1,Urban,0.0 +LP002472,Male,No,2,1,No,4354,0.0,136.0,360.0,1,Rural,1.0 +LP002473,Male,Yes,0,1,No,8334,0.0,160.0,360.0,1,Semiurban,0.0 +LP002478,,Yes,0,1,Yes,2083,4083.0,160.0,360.0,0,Semiurban,1.0 +LP002484,Male,Yes,3+,1,No,7740,0.0,128.0,180.0,1,Urban,1.0 +LP002487,Male,Yes,0,1,No,3015,2188.0,153.0,360.0,1,Rural,1.0 +LP002489,Female,No,1,0,,5191,0.0,132.0,360.0,1,Semiurban,1.0 +LP002493,Male,No,0,1,No,4166,0.0,98.0,360.0,0,Semiurban,0.0 +LP002494,Male,No,0,1,No,6000,0.0,140.0,360.0,1,Rural,1.0 +LP002500,Male,Yes,3+,0,No,2947,1664.0,70.0,180.0,0,Urban,0.0 +LP002501,,Yes,0,1,No,16692,0.0,110.0,360.0,1,Semiurban,1.0 +LP002502,Female,Yes,2,0,,210,2917.0,98.0,360.0,1,Semiurban,1.0 +LP002505,Male,Yes,0,1,No,4333,2451.0,110.0,360.0,1,Urban,0.0 +LP002515,Male,Yes,1,1,Yes,3450,2079.0,162.0,360.0,1,Semiurban,1.0 +LP002517,Male,Yes,1,0,No,2653,1500.0,113.0,180.0,0,Rural,0.0 +LP002519,Male,Yes,3+,1,No,4691,0.0,100.0,360.0,1,Semiurban,1.0 +LP002522,Female,No,0,1,Yes,2500,0.0,93.0,360.0,0,Urban,1.0 +LP002524,Male,No,2,1,No,5532,4648.0,162.0,360.0,1,Rural,1.0 +LP002527,Male,Yes,2,1,Yes,16525,1014.0,150.0,360.0,1,Rural,1.0 +LP002529,Male,Yes,2,1,No,6700,1750.0,230.0,300.0,1,Semiurban,1.0 +LP002530,,Yes,2,1,No,2873,1872.0,132.0,360.0,0,Semiurban,0.0 +LP002531,Male,Yes,1,1,Yes,16667,2250.0,86.0,360.0,1,Semiurban,1.0 +LP002533,Male,Yes,2,1,No,2947,1603.0,0.0,360.0,1,Urban,0.0 +LP002534,Female,No,0,0,No,4350,0.0,154.0,360.0,1,Rural,1.0 +LP002536,Male,Yes,3+,0,No,3095,0.0,113.0,360.0,1,Rural,1.0 +LP002537,Male,Yes,0,1,No,2083,3150.0,128.0,360.0,1,Semiurban,1.0 +LP002541,Male,Yes,0,1,No,10833,0.0,234.0,360.0,1,Semiurban,1.0 +LP002543,Male,Yes,2,1,No,8333,0.0,246.0,360.0,1,Semiurban,1.0 +LP002544,Male,Yes,1,0,No,1958,2436.0,131.0,360.0,1,Rural,1.0 +LP002545,Male,No,2,1,No,3547,0.0,80.0,360.0,0,Rural,0.0 +LP002547,Male,Yes,1,1,No,18333,0.0,500.0,360.0,1,Urban,0.0 +LP002555,Male,Yes,2,1,Yes,4583,2083.0,160.0,360.0,1,Semiurban,1.0 +LP002556,Male,No,0,1,No,2435,0.0,75.0,360.0,1,Urban,0.0 +LP002560,Male,No,0,0,No,2699,2785.0,96.0,360.0,0,Semiurban,1.0 +LP002562,Male,Yes,1,0,No,5333,1131.0,186.0,360.0,0,Urban,1.0 +LP002571,Male,No,0,0,No,3691,0.0,110.0,360.0,1,Rural,1.0 +LP002582,Female,No,0,0,Yes,17263,0.0,225.0,360.0,1,Semiurban,1.0 +LP002585,Male,Yes,0,1,No,3597,2157.0,119.0,360.0,0,Rural,0.0 +LP002586,Female,Yes,1,1,No,3326,913.0,105.0,84.0,1,Semiurban,1.0 +LP002587,Male,Yes,0,0,No,2600,1700.0,107.0,360.0,1,Rural,1.0 +LP002588,Male,Yes,0,1,No,4625,2857.0,111.0,12.0,0,Urban,1.0 +LP002600,Male,Yes,1,1,Yes,2895,0.0,95.0,360.0,1,Semiurban,1.0 +LP002602,Male,No,0,1,No,6283,4416.0,209.0,360.0,0,Rural,0.0 +LP002603,Female,No,0,1,No,645,3683.0,113.0,480.0,1,Rural,1.0 +LP002606,Female,No,0,1,No,3159,0.0,100.0,360.0,1,Semiurban,1.0 +LP002615,Male,Yes,2,1,No,4865,5624.0,208.0,360.0,1,Semiurban,1.0 +LP002618,Male,Yes,1,0,No,4050,5302.0,138.0,360.0,0,Rural,0.0 +LP002619,Male,Yes,0,0,No,3814,1483.0,124.0,300.0,1,Semiurban,1.0 +LP002622,Male,Yes,2,1,No,3510,4416.0,243.0,360.0,1,Rural,1.0 +LP002624,Male,Yes,0,1,No,20833,6667.0,480.0,360.0,0,Urban,1.0 +LP002625,,No,0,1,No,3583,0.0,96.0,360.0,1,Urban,0.0 +LP002626,Male,Yes,0,1,Yes,2479,3013.0,188.0,360.0,1,Urban,1.0 +LP002634,Female,No,1,1,No,13262,0.0,40.0,360.0,1,Urban,1.0 +LP002637,Male,No,0,0,No,3598,1287.0,100.0,360.0,1,Rural,0.0 +LP002640,Male,Yes,1,1,No,6065,2004.0,250.0,360.0,1,Semiurban,1.0 +LP002643,Male,Yes,2,1,No,3283,2035.0,148.0,360.0,1,Urban,1.0 +LP002648,Male,Yes,0,1,No,2130,6666.0,70.0,180.0,1,Semiurban,0.0 +LP002652,Male,No,0,1,No,5815,3666.0,311.0,360.0,1,Rural,0.0 +LP002659,Male,Yes,3+,1,No,3466,3428.0,150.0,360.0,1,Rural,1.0 +LP002670,Female,Yes,2,1,No,2031,1632.0,113.0,480.0,1,Semiurban,1.0 +LP002682,Male,Yes,,0,No,3074,1800.0,123.0,360.0,0,Semiurban,0.0 +LP002683,Male,No,0,1,No,4683,1915.0,185.0,360.0,1,Semiurban,0.0 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