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abanin_danill_lab_6/README.md Normal file
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## Лабораторная работа №6
### MLPClassifier
## Cтудент группы ПИбд-41 Абанин Даниил
### Как запустить лабораторную работу:
* установить python, numpy, matplotlib, sklearn
* запустить проект (lab6)
### Какие технологии использовались:
* Язык программирования `Python`, библиотеки numpy, matplotlib, sklearn
* Среда разработки `PyCharm`
### Что делает лабораторная работа:
* По данным "Eligibility Prediction for Loan" решает задачу классификации, в которой необходимо выявить риски выдачи кредита. В качестве исходных данных используются признаки:
Credit_History - соответствие кредитной истории стандартам банка, ApplicantIncome - доход заявителя, LoanAmount - сумма кредитаб, Self_Employed - самозанятость (Да/Нет), Education - наличие образования, Married - заявитель женат/замужем (Да/Нет).
### Примеры работы:
#### Результаты:
* Было проведено несколько прогонов на разном количестве итераций (200, 400, 600, 800, 1000)
![Result](score_1.png)
![Result](score_2.png)
Средняя точность находится в диапазоне 50-60%, что является недостаточным значением. Увеличение итераций не дало значительного улучшения результата,
максиальный прирост составляет 10%
![Result](result_mean.jpg)

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abanin_danill_lab_6/lab6.py Normal file
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from matplotlib import pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn.neural_network import MLPClassifier
import pandas as pd
import numpy as np
def test_iter(iters_num, x_train, x_test, y_train, y_test):
print("Количество итераций: ", iters_num)
scores = []
for i in range(10):
neuro = MLPClassifier(max_iter=iters_num)
neuro.fit(x_train, y_train.values.ravel())
score = neuro.score(x_test, y_test)
print(f'Оценка №{i + 1} - {score}')
scores.append(score)
mean_value = np.mean(scores)
print(f"Средняя оценка - {mean_value}")
return mean_value
def start():
data = pd.read_csv('loan.csv')
x = data[['ApplicantIncome', 'LoanAmount', 'Credit_History', 'Self_Employed', 'Education', 'Married']]
y = data[['Loan_Status']]
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.1, random_state=42)
iters = [200, 400, 600, 800, 1000]
iters_means = []
for i in range(len(iters)):
mean_value = test_iter(iters[i], x_train, x_test, y_train, y_test)
iters_means.append(mean_value)
plt.figure(1, figsize=(16, 9))
plt.plot(iters, iters_means, c='r')
plt.show()
start()

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abanin_danill_lab_6/loan.csv Normal file
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Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status
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LP001005,Male,1.0,0,1,1.0,3000,0.0,66.0,360.0,1,Urban,1.0
LP001006,Male,1.0,0,0,0.0,2583,2358.0,120.0,360.0,1,Urban,1.0
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LP001011,Male,1.0,2,1,1.0,5417,4196.0,267.0,360.0,1,Urban,1.0
LP001013,Male,1.0,0,0,0.0,2333,1516.0,95.0,360.0,1,Urban,1.0
LP001014,Male,1.0,3+,1,0.0,3036,2504.0,158.0,360.0,0,Semiurban,0.0
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LP001020,Male,1.0,1,1,0.0,12841,10968.0,349.0,360.0,1,Semiurban,0.0
LP001024,Male,1.0,2,1,0.0,3200,700.0,70.0,360.0,1,Urban,1.0
LP001027,Male,1.0,2,1,0.0,2500,1840.0,109.0,360.0,1,Urban,1.0
LP001028,Male,1.0,2,1,0.0,3073,8106.0,200.0,360.0,1,Urban,1.0
LP001029,Male,0.0,0,1,0.0,1853,2840.0,114.0,360.0,1,Rural,0.0
LP001030,Male,1.0,2,1,0.0,1299,1086.0,17.0,120.0,1,Urban,1.0
LP001032,Male,0.0,0,1,0.0,4950,0.0,125.0,360.0,1,Urban,1.0
LP001034,Male,0.0,1,0,0.0,3596,0.0,100.0,240.0,0,Urban,1.0
LP001036,Female,0.0,0,1,0.0,3510,0.0,76.0,360.0,0,Urban,0.0
LP001038,Male,1.0,0,0,0.0,4887,0.0,133.0,360.0,1,Rural,0.0
LP001041,Male,1.0,0,1,0.0,2600,3500.0,115.0,,1,Urban,1.0
LP001043,Male,1.0,0,0,0.0,7660,0.0,104.0,360.0,0,Urban,0.0
LP001046,Male,1.0,1,1,0.0,5955,5625.0,315.0,360.0,1,Urban,1.0
LP001047,Male,1.0,0,0,0.0,2600,1911.0,116.0,360.0,0,Semiurban,0.0
LP001050,,1.0,2,0,0.0,3365,1917.0,112.0,360.0,0,Rural,0.0
LP001052,Male,1.0,1,1,0.0,3717,2925.0,151.0,360.0,0,Semiurban,0.0
LP001066,Male,1.0,0,1,1.0,9560,0.0,191.0,360.0,1,Semiurban,1.0
LP001068,Male,1.0,0,1,0.0,2799,2253.0,122.0,360.0,1,Semiurban,1.0
LP001073,Male,1.0,2,0,0.0,4226,1040.0,110.0,360.0,1,Urban,1.0
LP001086,Male,0.0,0,0,0.0,1442,0.0,35.0,360.0,1,Urban,0.0
LP001087,Female,0.0,2,1,0.0,3750,2083.0,120.0,360.0,1,Semiurban,1.0
LP001091,Male,1.0,1,1,0.0,4166,3369.0,201.0,360.0,0,Urban,0.0
LP001095,Male,0.0,0,1,0.0,3167,0.0,74.0,360.0,1,Urban,0.0
LP001097,Male,0.0,1,1,1.0,4692,0.0,106.0,360.0,1,Rural,0.0
LP001098,Male,1.0,0,1,0.0,3500,1667.0,114.0,360.0,1,Semiurban,1.0
LP001100,Male,0.0,3+,1,0.0,12500,3000.0,320.0,360.0,1,Rural,0.0
LP001106,Male,1.0,0,1,0.0,2275,2067.0,0.0,360.0,1,Urban,1.0
LP001109,Male,1.0,0,1,0.0,1828,1330.0,100.0,,0,Urban,0.0
LP001112,Female,1.0,0,1,0.0,3667,1459.0,144.0,360.0,1,Semiurban,1.0
LP001114,Male,0.0,0,1,0.0,4166,7210.0,184.0,360.0,1,Urban,1.0
LP001116,Male,0.0,0,0,0.0,3748,1668.0,110.0,360.0,1,Semiurban,1.0
LP001119,Male,0.0,0,1,0.0,3600,0.0,80.0,360.0,1,Urban,0.0
LP001120,Male,0.0,0,1,0.0,1800,1213.0,47.0,360.0,1,Urban,1.0
LP001123,Male,1.0,0,1,0.0,2400,0.0,75.0,360.0,0,Urban,1.0
LP001131,Male,1.0,0,1,0.0,3941,2336.0,134.0,360.0,1,Semiurban,1.0
LP001136,Male,1.0,0,0,1.0,4695,0.0,96.0,,1,Urban,1.0
LP001137,Female,0.0,0,1,0.0,3410,0.0,88.0,,1,Urban,1.0
LP001138,Male,1.0,1,1,0.0,5649,0.0,44.0,360.0,1,Urban,1.0
LP001144,Male,1.0,0,1,0.0,5821,0.0,144.0,360.0,1,Urban,1.0
LP001146,Female,1.0,0,1,0.0,2645,3440.0,120.0,360.0,0,Urban,0.0
LP001151,Female,0.0,0,1,0.0,4000,2275.0,144.0,360.0,1,Semiurban,1.0
LP001155,Female,1.0,0,0,0.0,1928,1644.0,100.0,360.0,1,Semiurban,1.0
LP001157,Female,0.0,0,1,0.0,3086,0.0,120.0,360.0,1,Semiurban,1.0
LP001164,Female,0.0,0,1,0.0,4230,0.0,112.0,360.0,1,Semiurban,0.0
LP001179,Male,1.0,2,1,0.0,4616,0.0,134.0,360.0,1,Urban,0.0
LP001186,Female,1.0,1,1,1.0,11500,0.0,286.0,360.0,0,Urban,0.0
LP001194,Male,1.0,2,1,0.0,2708,1167.0,97.0,360.0,1,Semiurban,1.0
LP001195,Male,1.0,0,1,0.0,2132,1591.0,96.0,360.0,1,Semiurban,1.0
LP001197,Male,1.0,0,1,0.0,3366,2200.0,135.0,360.0,1,Rural,0.0
LP001198,Male,1.0,1,1,0.0,8080,2250.0,180.0,360.0,1,Urban,1.0
LP001199,Male,1.0,2,0,0.0,3357,2859.0,144.0,360.0,1,Urban,1.0
LP001205,Male,1.0,0,1,0.0,2500,3796.0,120.0,360.0,1,Urban,1.0
LP001206,Male,1.0,3+,1,0.0,3029,0.0,99.0,360.0,1,Urban,1.0
LP001207,Male,1.0,0,0,1.0,2609,3449.0,165.0,180.0,0,Rural,0.0
LP001213,Male,1.0,1,1,0.0,4945,0.0,0.0,360.0,0,Rural,0.0
LP001222,Female,0.0,0,1,0.0,4166,0.0,116.0,360.0,0,Semiurban,0.0
LP001225,Male,1.0,0,1,0.0,5726,4595.0,258.0,360.0,1,Semiurban,0.0
LP001228,Male,0.0,0,0,0.0,3200,2254.0,126.0,180.0,0,Urban,0.0
LP001233,Male,1.0,1,1,0.0,10750,0.0,312.0,360.0,1,Urban,1.0
LP001238,Male,1.0,3+,0,1.0,7100,0.0,125.0,60.0,1,Urban,1.0
LP001241,Female,0.0,0,1,0.0,4300,0.0,136.0,360.0,0,Semiurban,0.0
LP001243,Male,1.0,0,1,0.0,3208,3066.0,172.0,360.0,1,Urban,1.0
LP001245,Male,1.0,2,0,1.0,1875,1875.0,97.0,360.0,1,Semiurban,1.0
LP001248,Male,0.0,0,1,0.0,3500,0.0,81.0,300.0,1,Semiurban,1.0
LP001250,Male,1.0,3+,0,0.0,4755,0.0,95.0,,0,Semiurban,0.0
LP001253,Male,1.0,3+,1,1.0,5266,1774.0,187.0,360.0,1,Semiurban,1.0
LP001255,Male,0.0,0,1,0.0,3750,0.0,113.0,480.0,1,Urban,0.0
LP001256,Male,0.0,0,1,0.0,3750,4750.0,176.0,360.0,1,Urban,0.0
LP001259,Male,1.0,1,1,1.0,1000,3022.0,110.0,360.0,1,Urban,0.0
LP001263,Male,1.0,3+,1,0.0,3167,4000.0,180.0,300.0,0,Semiurban,0.0
LP001264,Male,1.0,3+,0,1.0,3333,2166.0,130.0,360.0,0,Semiurban,1.0
LP001265,Female,0.0,0,1,0.0,3846,0.0,111.0,360.0,1,Semiurban,1.0
LP001266,Male,1.0,1,1,1.0,2395,0.0,0.0,360.0,1,Semiurban,1.0
LP001267,Female,1.0,2,1,0.0,1378,1881.0,167.0,360.0,1,Urban,0.0
LP001273,Male,1.0,0,1,0.0,6000,2250.0,265.0,360.0,0,Semiurban,0.0
LP001275,Male,1.0,1,1,0.0,3988,0.0,50.0,240.0,1,Urban,1.0
LP001279,Male,0.0,0,1,0.0,2366,2531.0,136.0,360.0,1,Semiurban,1.0
LP001280,Male,1.0,2,0,0.0,3333,2000.0,99.0,360.0,0,Semiurban,1.0
LP001282,Male,1.0,0,1,0.0,2500,2118.0,104.0,360.0,1,Semiurban,1.0
LP001289,Male,0.0,0,1,0.0,8566,0.0,210.0,360.0,1,Urban,1.0
LP001310,Male,1.0,0,1,0.0,5695,4167.0,175.0,360.0,1,Semiurban,1.0
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LP001326,Male,0.0,0,1,0.0,6782,0.0,0.0,360.0,0,Urban,0.0
LP001327,Female,1.0,0,1,0.0,2484,2302.0,137.0,360.0,1,Semiurban,1.0
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LP001334,Male,1.0,0,0,0.0,4188,0.0,115.0,180.0,1,Semiurban,1.0
LP001343,Male,1.0,0,1,0.0,1759,3541.0,131.0,360.0,1,Semiurban,1.0
LP001345,Male,1.0,2,0,0.0,4288,3263.0,133.0,180.0,1,Urban,1.0
LP001349,Male,0.0,0,1,0.0,4843,3806.0,151.0,360.0,1,Semiurban,1.0
LP001350,Male,1.0,,1,0.0,13650,0.0,0.0,360.0,1,Urban,1.0
LP001356,Male,1.0,0,1,0.0,4652,3583.0,0.0,360.0,1,Semiurban,1.0
LP001357,Male,0.0,,1,0.0,3816,754.0,160.0,360.0,1,Urban,1.0
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LP001370,Male,0.0,0,0,0.0,7333,0.0,120.0,360.0,1,Rural,0.0
LP001379,Male,1.0,2,1,0.0,3800,3600.0,216.0,360.0,0,Urban,0.0
LP001384,Male,1.0,3+,0,0.0,2071,754.0,94.0,480.0,1,Semiurban,1.0
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LP001387,Female,1.0,0,1,0.0,2929,2333.0,139.0,360.0,1,Semiurban,1.0
LP001391,Male,1.0,0,0,0.0,3572,4114.0,152.0,,0,Rural,0.0
LP001392,Female,0.0,1,1,1.0,7451,0.0,0.0,360.0,1,Semiurban,1.0
LP001398,Male,0.0,0,1,0.0,5050,0.0,118.0,360.0,1,Semiurban,1.0
LP001401,Male,1.0,1,1,0.0,14583,0.0,185.0,180.0,1,Rural,1.0
LP001404,Female,1.0,0,1,0.0,3167,2283.0,154.0,360.0,1,Semiurban,1.0
LP001405,Male,1.0,1,1,0.0,2214,1398.0,85.0,360.0,0,Urban,1.0
LP001421,Male,1.0,0,1,0.0,5568,2142.0,175.0,360.0,1,Rural,0.0
LP001422,Female,0.0,0,1,0.0,10408,0.0,259.0,360.0,1,Urban,1.0
LP001426,Male,1.0,,1,0.0,5667,2667.0,180.0,360.0,1,Rural,1.0
LP001430,Female,0.0,0,1,0.0,4166,0.0,44.0,360.0,1,Semiurban,1.0
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LP001432,Male,1.0,2,1,0.0,2957,0.0,81.0,360.0,1,Semiurban,1.0
LP001439,Male,1.0,0,0,0.0,4300,2014.0,194.0,360.0,1,Rural,1.0
LP001443,Female,0.0,0,1,0.0,3692,0.0,93.0,360.0,0,Rural,1.0
LP001448,,1.0,3+,1,0.0,23803,0.0,370.0,360.0,1,Rural,1.0
LP001449,Male,0.0,0,1,0.0,3865,1640.0,0.0,360.0,1,Rural,1.0
LP001451,Male,1.0,1,1,1.0,10513,3850.0,160.0,180.0,0,Urban,0.0
LP001465,Male,1.0,0,1,0.0,6080,2569.0,182.0,360.0,0,Rural,0.0
LP001469,Male,0.0,0,1,1.0,20166,0.0,650.0,480.0,0,Urban,1.0
LP001473,Male,0.0,0,1,0.0,2014,1929.0,74.0,360.0,1,Urban,1.0
LP001478,Male,0.0,0,1,0.0,2718,0.0,70.0,360.0,1,Semiurban,1.0
LP001482,Male,1.0,0,1,1.0,3459,0.0,25.0,120.0,1,Semiurban,1.0
LP001487,Male,0.0,0,1,0.0,4895,0.0,102.0,360.0,1,Semiurban,1.0
LP001488,Male,1.0,3+,1,0.0,4000,7750.0,290.0,360.0,1,Semiurban,0.0
LP001489,Female,1.0,0,1,0.0,4583,0.0,84.0,360.0,1,Rural,0.0
LP001491,Male,1.0,2,1,1.0,3316,3500.0,88.0,360.0,1,Urban,1.0
LP001492,Male,0.0,0,1,0.0,14999,0.0,242.0,360.0,0,Semiurban,0.0
LP001493,Male,1.0,2,0,0.0,4200,1430.0,129.0,360.0,1,Rural,0.0
LP001497,Male,1.0,2,1,0.0,5042,2083.0,185.0,360.0,1,Rural,0.0
LP001498,Male,0.0,0,1,0.0,5417,0.0,168.0,360.0,1,Urban,1.0
LP001504,Male,0.0,0,1,1.0,6950,0.0,175.0,180.0,1,Semiurban,1.0
LP001507,Male,1.0,0,1,0.0,2698,2034.0,122.0,360.0,1,Semiurban,1.0
LP001508,Male,1.0,2,1,0.0,11757,0.0,187.0,180.0,1,Urban,1.0
LP001514,Female,1.0,0,1,0.0,2330,4486.0,100.0,360.0,1,Semiurban,1.0
LP001516,Female,1.0,2,1,0.0,14866,0.0,70.0,360.0,1,Urban,1.0
LP001518,Male,1.0,1,1,0.0,1538,1425.0,30.0,360.0,1,Urban,1.0
LP001519,Female,0.0,0,1,0.0,10000,1666.0,225.0,360.0,1,Rural,0.0
LP001520,Male,1.0,0,1,0.0,4860,830.0,125.0,360.0,1,Semiurban,1.0
LP001528,Male,0.0,0,1,0.0,6277,0.0,118.0,360.0,0,Rural,0.0
LP001529,Male,1.0,0,1,1.0,2577,3750.0,152.0,360.0,1,Rural,1.0
LP001531,Male,0.0,0,1,0.0,9166,0.0,244.0,360.0,1,Urban,0.0
LP001532,Male,1.0,2,0,0.0,2281,0.0,113.0,360.0,1,Rural,0.0
LP001535,Male,0.0,0,1,0.0,3254,0.0,50.0,360.0,1,Urban,1.0
LP001536,Male,1.0,3+,1,0.0,39999,0.0,600.0,180.0,0,Semiurban,1.0
LP001541,Male,1.0,1,1,0.0,6000,0.0,160.0,360.0,0,Rural,1.0
LP001543,Male,1.0,1,1,0.0,9538,0.0,187.0,360.0,1,Urban,1.0
LP001546,Male,0.0,0,1,0.0,2980,2083.0,120.0,360.0,1,Rural,1.0
LP001552,Male,1.0,0,1,0.0,4583,5625.0,255.0,360.0,1,Semiurban,1.0
LP001560,Male,1.0,0,0,0.0,1863,1041.0,98.0,360.0,1,Semiurban,1.0
LP001562,Male,1.0,0,1,0.0,7933,0.0,275.0,360.0,1,Urban,0.0
LP001565,Male,1.0,1,1,0.0,3089,1280.0,121.0,360.0,0,Semiurban,0.0
LP001570,Male,1.0,2,1,0.0,4167,1447.0,158.0,360.0,1,Rural,1.0
LP001572,Male,1.0,0,1,0.0,9323,0.0,75.0,180.0,1,Urban,1.0
LP001574,Male,1.0,0,1,0.0,3707,3166.0,182.0,,1,Rural,1.0
LP001577,Female,1.0,0,1,0.0,4583,0.0,112.0,360.0,1,Rural,0.0
LP001578,Male,1.0,0,1,0.0,2439,3333.0,129.0,360.0,1,Rural,1.0
LP001579,Male,0.0,0,1,0.0,2237,0.0,63.0,480.0,0,Semiurban,0.0
LP001580,Male,1.0,2,1,0.0,8000,0.0,200.0,360.0,1,Semiurban,1.0
LP001581,Male,1.0,0,0,0.0,1820,1769.0,95.0,360.0,1,Rural,1.0
LP001585,,1.0,3+,1,0.0,51763,0.0,700.0,300.0,1,Urban,1.0
LP001586,Male,1.0,3+,0,0.0,3522,0.0,81.0,180.0,1,Rural,0.0
LP001594,Male,1.0,0,1,0.0,5708,5625.0,187.0,360.0,1,Semiurban,1.0
LP001603,Male,1.0,0,0,1.0,4344,736.0,87.0,360.0,1,Semiurban,0.0
LP001606,Male,1.0,0,1,0.0,3497,1964.0,116.0,360.0,1,Rural,1.0
LP001608,Male,1.0,2,1,0.0,2045,1619.0,101.0,360.0,1,Rural,1.0
LP001610,Male,1.0,3+,1,0.0,5516,11300.0,495.0,360.0,0,Semiurban,0.0
LP001616,Male,1.0,1,1,0.0,3750,0.0,116.0,360.0,1,Semiurban,1.0
LP001630,Male,0.0,0,0,0.0,2333,1451.0,102.0,480.0,0,Urban,0.0
LP001633,Male,1.0,1,1,0.0,6400,7250.0,180.0,360.0,0,Urban,0.0
LP001634,Male,0.0,0,1,0.0,1916,5063.0,67.0,360.0,0,Rural,0.0
LP001636,Male,1.0,0,1,0.0,4600,0.0,73.0,180.0,1,Semiurban,1.0
LP001637,Male,1.0,1,1,0.0,33846,0.0,260.0,360.0,1,Semiurban,0.0
LP001639,Female,1.0,0,1,0.0,3625,0.0,108.0,360.0,1,Semiurban,1.0
LP001640,Male,1.0,0,1,1.0,39147,4750.0,120.0,360.0,1,Semiurban,1.0
LP001641,Male,1.0,1,1,1.0,2178,0.0,66.0,300.0,0,Rural,0.0
LP001643,Male,1.0,0,1,0.0,2383,2138.0,58.0,360.0,0,Rural,1.0
LP001644,,1.0,0,1,1.0,674,5296.0,168.0,360.0,1,Rural,1.0
LP001647,Male,1.0,0,1,0.0,9328,0.0,188.0,180.0,1,Rural,1.0
LP001653,Male,0.0,0,0,0.0,4885,0.0,48.0,360.0,1,Rural,1.0
LP001656,Male,0.0,0,1,0.0,12000,0.0,164.0,360.0,1,Semiurban,0.0
LP001657,Male,1.0,0,0,0.0,6033,0.0,160.0,360.0,1,Urban,0.0
LP001658,Male,0.0,0,1,0.0,3858,0.0,76.0,360.0,1,Semiurban,1.0
LP001664,Male,0.0,0,1,0.0,4191,0.0,120.0,360.0,1,Rural,1.0
LP001665,Male,1.0,1,1,0.0,3125,2583.0,170.0,360.0,1,Semiurban,0.0
LP001666,Male,0.0,0,1,0.0,8333,3750.0,187.0,360.0,1,Rural,1.0
LP001669,Female,0.0,0,0,0.0,1907,2365.0,120.0,,1,Urban,1.0
LP001671,Female,1.0,0,1,0.0,3416,2816.0,113.0,360.0,0,Semiurban,1.0
LP001673,Male,0.0,0,1,1.0,11000,0.0,83.0,360.0,1,Urban,0.0
LP001674,Male,1.0,1,0,0.0,2600,2500.0,90.0,360.0,1,Semiurban,1.0
LP001677,Male,0.0,2,1,0.0,4923,0.0,166.0,360.0,0,Semiurban,1.0
LP001682,Male,1.0,3+,0,0.0,3992,0.0,0.0,180.0,1,Urban,0.0
LP001688,Male,1.0,1,0,0.0,3500,1083.0,135.0,360.0,1,Urban,1.0
LP001691,Male,1.0,2,0,0.0,3917,0.0,124.0,360.0,1,Semiurban,1.0
LP001692,Female,0.0,0,0,0.0,4408,0.0,120.0,360.0,1,Semiurban,1.0
LP001693,Female,0.0,0,1,0.0,3244,0.0,80.0,360.0,1,Urban,1.0
LP001698,Male,0.0,0,0,0.0,3975,2531.0,55.0,360.0,1,Rural,1.0
LP001699,Male,0.0,0,1,0.0,2479,0.0,59.0,360.0,1,Urban,1.0
LP001702,Male,0.0,0,1,0.0,3418,0.0,127.0,360.0,1,Semiurban,0.0
LP001708,Female,0.0,0,1,0.0,10000,0.0,214.0,360.0,1,Semiurban,0.0
LP001711,Male,1.0,3+,1,0.0,3430,1250.0,128.0,360.0,0,Semiurban,0.0
LP001713,Male,1.0,1,1,1.0,7787,0.0,240.0,360.0,1,Urban,1.0
LP001715,Male,1.0,3+,0,1.0,5703,0.0,130.0,360.0,1,Rural,1.0
LP001716,Male,1.0,0,1,0.0,3173,3021.0,137.0,360.0,1,Urban,1.0
LP001720,Male,1.0,3+,0,0.0,3850,983.0,100.0,360.0,1,Semiurban,1.0
LP001722,Male,1.0,0,1,0.0,150,1800.0,135.0,360.0,1,Rural,0.0
LP001726,Male,1.0,0,1,0.0,3727,1775.0,131.0,360.0,1,Semiurban,1.0
LP001732,Male,1.0,2,1,0.0,5000,0.0,72.0,360.0,0,Semiurban,0.0
LP001734,Female,1.0,2,1,0.0,4283,2383.0,127.0,360.0,0,Semiurban,1.0
LP001736,Male,1.0,0,1,0.0,2221,0.0,60.0,360.0,0,Urban,0.0
LP001743,Male,1.0,2,1,0.0,4009,1717.0,116.0,360.0,1,Semiurban,1.0
LP001744,Male,0.0,0,1,0.0,2971,2791.0,144.0,360.0,1,Semiurban,1.0
LP001749,Male,1.0,0,1,0.0,7578,1010.0,175.0,,1,Semiurban,1.0
LP001750,Male,1.0,0,1,0.0,6250,0.0,128.0,360.0,1,Semiurban,1.0
LP001751,Male,1.0,0,1,0.0,3250,0.0,170.0,360.0,1,Rural,0.0
LP001754,Male,1.0,,0,1.0,4735,0.0,138.0,360.0,1,Urban,0.0
LP001758,Male,1.0,2,1,0.0,6250,1695.0,210.0,360.0,1,Semiurban,1.0
LP001760,Male,0.0,,1,0.0,4758,0.0,158.0,480.0,1,Semiurban,1.0
LP001761,Male,0.0,0,1,1.0,6400,0.0,200.0,360.0,1,Rural,1.0
LP001765,Male,1.0,1,1,0.0,2491,2054.0,104.0,360.0,1,Semiurban,1.0
LP001768,Male,1.0,0,1,0.0,3716,0.0,42.0,180.0,1,Rural,1.0
LP001770,Male,0.0,0,0,0.0,3189,2598.0,120.0,,1,Rural,1.0
LP001776,Female,0.0,0,1,0.0,8333,0.0,280.0,360.0,1,Semiurban,1.0
LP001778,Male,1.0,1,1,0.0,3155,1779.0,140.0,360.0,1,Semiurban,1.0
LP001784,Male,1.0,1,1,0.0,5500,1260.0,170.0,360.0,1,Rural,1.0
LP001786,Male,1.0,0,1,0.0,5746,0.0,255.0,360.0,0,Urban,0.0
LP001788,Female,0.0,0,1,1.0,3463,0.0,122.0,360.0,0,Urban,1.0
LP001790,Female,0.0,1,1,0.0,3812,0.0,112.0,360.0,1,Rural,1.0
LP001792,Male,1.0,1,1,0.0,3315,0.0,96.0,360.0,1,Semiurban,1.0
LP001798,Male,1.0,2,1,0.0,5819,5000.0,120.0,360.0,1,Rural,1.0
LP001800,Male,1.0,1,0,0.0,2510,1983.0,140.0,180.0,1,Urban,0.0
LP001806,Male,0.0,0,1,0.0,2965,5701.0,155.0,60.0,1,Urban,1.0
LP001807,Male,1.0,2,1,1.0,6250,1300.0,108.0,360.0,1,Rural,1.0
LP001811,Male,1.0,0,0,0.0,3406,4417.0,123.0,360.0,1,Semiurban,1.0
LP001813,Male,0.0,0,1,1.0,6050,4333.0,120.0,180.0,1,Urban,0.0
LP001814,Male,1.0,2,1,0.0,9703,0.0,112.0,360.0,1,Urban,1.0
LP001819,Male,1.0,1,0,0.0,6608,0.0,137.0,180.0,1,Urban,1.0
LP001824,Male,1.0,1,1,0.0,2882,1843.0,123.0,480.0,1,Semiurban,1.0
LP001825,Male,1.0,0,1,0.0,1809,1868.0,90.0,360.0,1,Urban,1.0
LP001835,Male,1.0,0,0,0.0,1668,3890.0,201.0,360.0,0,Semiurban,0.0
LP001836,Female,0.0,2,1,0.0,3427,0.0,138.0,360.0,1,Urban,0.0
LP001841,Male,0.0,0,0,1.0,2583,2167.0,104.0,360.0,1,Rural,1.0
LP001843,Male,1.0,1,0,0.0,2661,7101.0,279.0,180.0,1,Semiurban,1.0
LP001844,Male,0.0,0,1,1.0,16250,0.0,192.0,360.0,0,Urban,0.0
LP001846,Female,0.0,3+,1,0.0,3083,0.0,255.0,360.0,1,Rural,1.0
LP001849,Male,0.0,0,0,0.0,6045,0.0,115.0,360.0,0,Rural,0.0
LP001854,Male,1.0,3+,1,0.0,5250,0.0,94.0,360.0,1,Urban,0.0
LP001859,Male,1.0,0,1,0.0,14683,2100.0,304.0,360.0,1,Rural,0.0
LP001864,Male,1.0,3+,0,0.0,4931,0.0,128.0,360.0,0,Semiurban,0.0
LP001865,Male,1.0,1,1,0.0,6083,4250.0,330.0,360.0,0,Urban,1.0
LP001868,Male,0.0,0,1,0.0,2060,2209.0,134.0,360.0,1,Semiurban,1.0
LP001870,Female,0.0,1,1,0.0,3481,0.0,155.0,36.0,1,Semiurban,0.0
LP001871,Female,0.0,0,1,0.0,7200,0.0,120.0,360.0,1,Rural,1.0
LP001872,Male,0.0,0,1,1.0,5166,0.0,128.0,360.0,1,Semiurban,1.0
LP001875,Male,0.0,0,1,0.0,4095,3447.0,151.0,360.0,1,Rural,1.0
LP001877,Male,1.0,2,1,0.0,4708,1387.0,150.0,360.0,1,Semiurban,1.0
LP001882,Male,1.0,3+,1,0.0,4333,1811.0,160.0,360.0,0,Urban,1.0
LP001883,Female,0.0,0,1,0.0,3418,0.0,135.0,360.0,1,Rural,0.0
LP001884,Female,0.0,1,1,0.0,2876,1560.0,90.0,360.0,1,Urban,1.0
LP001888,Female,0.0,0,1,0.0,3237,0.0,30.0,360.0,1,Urban,1.0
LP001891,Male,1.0,0,1,0.0,11146,0.0,136.0,360.0,1,Urban,1.0
LP001892,Male,0.0,0,1,0.0,2833,1857.0,126.0,360.0,1,Rural,1.0
LP001894,Male,1.0,0,1,0.0,2620,2223.0,150.0,360.0,1,Semiurban,1.0
LP001896,Male,1.0,2,1,0.0,3900,0.0,90.0,360.0,1,Semiurban,1.0
LP001900,Male,1.0,1,1,0.0,2750,1842.0,115.0,360.0,1,Semiurban,1.0
LP001903,Male,1.0,0,1,0.0,3993,3274.0,207.0,360.0,1,Semiurban,1.0
LP001904,Male,1.0,0,1,0.0,3103,1300.0,80.0,360.0,1,Urban,1.0
LP001907,Male,1.0,0,1,0.0,14583,0.0,436.0,360.0,1,Semiurban,1.0
LP001908,Female,1.0,0,0,0.0,4100,0.0,124.0,360.0,0,Rural,1.0
LP001910,Male,0.0,1,0,1.0,4053,2426.0,158.0,360.0,0,Urban,0.0
LP001914,Male,1.0,0,1,0.0,3927,800.0,112.0,360.0,1,Semiurban,1.0
LP001915,Male,1.0,2,1,0.0,2301,985.7999878,78.0,180.0,1,Urban,1.0
LP001917,Female,0.0,0,1,0.0,1811,1666.0,54.0,360.0,1,Urban,1.0
LP001922,Male,1.0,0,1,0.0,20667,0.0,0.0,360.0,1,Rural,0.0
LP001924,Male,0.0,0,1,0.0,3158,3053.0,89.0,360.0,1,Rural,1.0
LP001925,Female,0.0,0,1,1.0,2600,1717.0,99.0,300.0,1,Semiurban,0.0
LP001926,Male,1.0,0,1,0.0,3704,2000.0,120.0,360.0,1,Rural,1.0
LP001931,Female,0.0,0,1,0.0,4124,0.0,115.0,360.0,1,Semiurban,1.0
LP001935,Male,0.0,0,1,0.0,9508,0.0,187.0,360.0,1,Rural,1.0
LP001936,Male,1.0,0,1,0.0,3075,2416.0,139.0,360.0,1,Rural,1.0
LP001938,Male,1.0,2,1,0.0,4400,0.0,127.0,360.0,0,Semiurban,0.0
LP001940,Male,1.0,2,1,0.0,3153,1560.0,134.0,360.0,1,Urban,1.0
LP001945,Female,0.0,,1,0.0,5417,0.0,143.0,480.0,0,Urban,0.0
LP001947,Male,1.0,0,1,0.0,2383,3334.0,172.0,360.0,1,Semiurban,1.0
LP001949,Male,1.0,3+,1,0.0,4416,1250.0,110.0,360.0,1,Urban,1.0
LP001953,Male,1.0,1,1,0.0,6875,0.0,200.0,360.0,1,Semiurban,1.0
LP001954,Female,1.0,1,1,0.0,4666,0.0,135.0,360.0,1,Urban,1.0
LP001955,Female,0.0,0,1,0.0,5000,2541.0,151.0,480.0,1,Rural,0.0
LP001963,Male,1.0,1,1,0.0,2014,2925.0,113.0,360.0,1,Urban,0.0
LP001964,Male,1.0,0,0,0.0,1800,2934.0,93.0,360.0,0,Urban,0.0
LP001972,Male,1.0,,0,0.0,2875,1750.0,105.0,360.0,1,Semiurban,1.0
LP001974,Female,0.0,0,1,0.0,5000,0.0,132.0,360.0,1,Rural,1.0
LP001977,Male,1.0,1,1,0.0,1625,1803.0,96.0,360.0,1,Urban,1.0
LP001978,Male,0.0,0,1,0.0,4000,2500.0,140.0,360.0,1,Rural,1.0
LP001990,Male,0.0,0,0,0.0,2000,0.0,0.0,360.0,1,Urban,0.0
LP001993,Female,0.0,0,1,0.0,3762,1666.0,135.0,360.0,1,Rural,1.0
LP001994,Female,0.0,0,1,0.0,2400,1863.0,104.0,360.0,0,Urban,0.0
LP001996,Male,0.0,0,1,0.0,20233,0.0,480.0,360.0,1,Rural,0.0
LP001998,Male,1.0,2,0,0.0,7667,0.0,185.0,360.0,0,Rural,1.0
LP002002,Female,0.0,0,1,0.0,2917,0.0,84.0,360.0,1,Semiurban,1.0
LP002004,Male,0.0,0,0,0.0,2927,2405.0,111.0,360.0,1,Semiurban,1.0
LP002006,Female,0.0,0,1,0.0,2507,0.0,56.0,360.0,1,Rural,1.0
LP002008,Male,1.0,2,1,1.0,5746,0.0,144.0,84.0,0,Rural,1.0
LP002024,,1.0,0,1,0.0,2473,1843.0,159.0,360.0,1,Rural,0.0
LP002031,Male,1.0,1,0,0.0,3399,1640.0,111.0,180.0,1,Urban,1.0
LP002035,Male,1.0,2,1,0.0,3717,0.0,120.0,360.0,1,Semiurban,1.0
LP002036,Male,1.0,0,1,0.0,2058,2134.0,88.0,360.0,0,Urban,1.0
LP002043,Female,0.0,1,1,0.0,3541,0.0,112.0,360.0,0,Semiurban,1.0
LP002050,Male,1.0,1,1,1.0,10000,0.0,155.0,360.0,1,Rural,0.0
LP002051,Male,1.0,0,1,0.0,2400,2167.0,115.0,360.0,1,Semiurban,1.0
LP002053,Male,1.0,3+,1,0.0,4342,189.0,124.0,360.0,1,Semiurban,1.0
LP002054,Male,1.0,2,0,0.0,3601,1590.0,0.0,360.0,1,Rural,1.0
LP002055,Female,0.0,0,1,0.0,3166,2985.0,132.0,360.0,0,Rural,1.0
LP002065,Male,1.0,3+,1,0.0,15000,0.0,300.0,360.0,1,Rural,1.0
LP002067,Male,1.0,1,1,1.0,8666,4983.0,376.0,360.0,0,Rural,0.0
LP002068,Male,0.0,0,1,0.0,4917,0.0,130.0,360.0,0,Rural,1.0
LP002082,Male,1.0,0,1,1.0,5818,2160.0,184.0,360.0,1,Semiurban,1.0
LP002086,Female,1.0,0,1,0.0,4333,2451.0,110.0,360.0,1,Urban,0.0
LP002087,Female,0.0,0,1,0.0,2500,0.0,67.0,360.0,1,Urban,1.0
LP002097,Male,0.0,1,1,0.0,4384,1793.0,117.0,360.0,1,Urban,1.0
LP002098,Male,0.0,0,1,0.0,2935,0.0,98.0,360.0,1,Semiurban,1.0
LP002100,Male,0.0,,1,0.0,2833,0.0,71.0,360.0,1,Urban,1.0
LP002101,Male,1.0,0,1,0.0,63337,0.0,490.0,180.0,1,Urban,1.0
LP002103,,1.0,1,1,1.0,9833,1833.0,182.0,180.0,1,Urban,1.0
LP002106,Male,1.0,,1,1.0,5503,4490.0,70.0,,1,Semiurban,1.0
LP002110,Male,1.0,1,1,0.0,5250,688.0,160.0,360.0,1,Rural,1.0
LP002112,Male,1.0,2,1,1.0,2500,4600.0,176.0,360.0,1,Rural,1.0
LP002113,Female,0.0,3+,0,0.0,1830,0.0,0.0,360.0,0,Urban,0.0
LP002114,Female,0.0,0,1,0.0,4160,0.0,71.0,360.0,1,Semiurban,1.0
LP002115,Male,1.0,3+,0,0.0,2647,1587.0,173.0,360.0,1,Rural,0.0
LP002116,Female,0.0,0,1,0.0,2378,0.0,46.0,360.0,1,Rural,0.0
LP002119,Male,1.0,1,0,0.0,4554,1229.0,158.0,360.0,1,Urban,1.0
LP002126,Male,1.0,3+,0,0.0,3173,0.0,74.0,360.0,1,Semiurban,1.0
LP002128,Male,1.0,2,1,0.0,2583,2330.0,125.0,360.0,1,Rural,1.0
LP002129,Male,1.0,0,1,0.0,2499,2458.0,160.0,360.0,1,Semiurban,1.0
LP002130,Male,1.0,,0,0.0,3523,3230.0,152.0,360.0,0,Rural,0.0
LP002131,Male,1.0,2,0,0.0,3083,2168.0,126.0,360.0,1,Urban,1.0
LP002137,Male,1.0,0,1,0.0,6333,4583.0,259.0,360.0,0,Semiurban,1.0
LP002138,Male,1.0,0,1,0.0,2625,6250.0,187.0,360.0,1,Rural,1.0
LP002139,Male,1.0,0,1,0.0,9083,0.0,228.0,360.0,1,Semiurban,1.0
LP002140,Male,0.0,0,1,0.0,8750,4167.0,308.0,360.0,1,Rural,0.0
LP002141,Male,1.0,3+,1,0.0,2666,2083.0,95.0,360.0,1,Rural,1.0
LP002142,Female,1.0,0,1,1.0,5500,0.0,105.0,360.0,0,Rural,0.0
LP002143,Female,1.0,0,1,0.0,2423,505.0,130.0,360.0,1,Semiurban,1.0
LP002144,Female,0.0,,1,0.0,3813,0.0,116.0,180.0,1,Urban,1.0
LP002149,Male,1.0,2,1,0.0,8333,3167.0,165.0,360.0,1,Rural,1.0
LP002151,Male,1.0,1,1,0.0,3875,0.0,67.0,360.0,1,Urban,0.0
LP002158,Male,1.0,0,0,0.0,3000,1666.0,100.0,480.0,0,Urban,0.0
LP002160,Male,1.0,3+,1,0.0,5167,3167.0,200.0,360.0,1,Semiurban,1.0
LP002161,Female,0.0,1,1,0.0,4723,0.0,81.0,360.0,1,Semiurban,0.0
LP002170,Male,1.0,2,1,0.0,5000,3667.0,236.0,360.0,1,Semiurban,1.0
LP002175,Male,1.0,0,1,0.0,4750,2333.0,130.0,360.0,1,Urban,1.0
LP002178,Male,1.0,0,1,0.0,3013,3033.0,95.0,300.0,0,Urban,1.0
LP002180,Male,0.0,0,1,1.0,6822,0.0,141.0,360.0,1,Rural,1.0
LP002181,Male,0.0,0,0,0.0,6216,0.0,133.0,360.0,1,Rural,0.0
LP002187,Male,0.0,0,1,0.0,2500,0.0,96.0,480.0,1,Semiurban,0.0
LP002188,Male,0.0,0,1,0.0,5124,0.0,124.0,,0,Rural,0.0
LP002190,Male,1.0,1,1,0.0,6325,0.0,175.0,360.0,1,Semiurban,1.0
LP002191,Male,1.0,0,1,0.0,19730,5266.0,570.0,360.0,1,Rural,0.0
LP002194,Female,0.0,0,1,1.0,15759,0.0,55.0,360.0,1,Semiurban,1.0
LP002197,Male,1.0,2,1,0.0,5185,0.0,155.0,360.0,1,Semiurban,1.0
LP002201,Male,1.0,2,1,1.0,9323,7873.0,380.0,300.0,1,Rural,1.0
LP002205,Male,0.0,1,1,0.0,3062,1987.0,111.0,180.0,0,Urban,0.0
LP002209,Female,0.0,0,1,0.0,2764,1459.0,110.0,360.0,1,Urban,1.0
LP002211,Male,1.0,0,1,0.0,4817,923.0,120.0,180.0,1,Urban,1.0
LP002219,Male,1.0,3+,1,0.0,8750,4996.0,130.0,360.0,1,Rural,1.0
LP002223,Male,1.0,0,1,0.0,4310,0.0,130.0,360.0,0,Semiurban,1.0
LP002224,Male,0.0,0,1,0.0,3069,0.0,71.0,480.0,1,Urban,0.0
LP002225,Male,1.0,2,1,0.0,5391,0.0,130.0,360.0,1,Urban,1.0
LP002226,Male,1.0,0,1,0.0,3333,2500.0,128.0,360.0,1,Semiurban,1.0
LP002229,Male,0.0,0,1,0.0,5941,4232.0,296.0,360.0,1,Semiurban,1.0
LP002231,Female,0.0,0,1,0.0,6000,0.0,156.0,360.0,1,Urban,1.0
LP002234,Male,0.0,0,1,1.0,7167,0.0,128.0,360.0,1,Urban,1.0
LP002236,Male,1.0,2,1,0.0,4566,0.0,100.0,360.0,1,Urban,0.0
LP002237,Male,0.0,1,1,0.0,3667,0.0,113.0,180.0,1,Urban,1.0
LP002239,Male,0.0,0,0,0.0,2346,1600.0,132.0,360.0,1,Semiurban,1.0
LP002243,Male,1.0,0,0,0.0,3010,3136.0,0.0,360.0,0,Urban,0.0
LP002244,Male,1.0,0,1,0.0,2333,2417.0,136.0,360.0,1,Urban,1.0
LP002250,Male,1.0,0,1,0.0,5488,0.0,125.0,360.0,1,Rural,1.0
LP002255,Male,0.0,3+,1,0.0,9167,0.0,185.0,360.0,1,Rural,1.0
LP002262,Male,1.0,3+,1,0.0,9504,0.0,275.0,360.0,1,Rural,1.0
LP002263,Male,1.0,0,1,0.0,2583,2115.0,120.0,360.0,0,Urban,1.0
LP002265,Male,1.0,2,0,0.0,1993,1625.0,113.0,180.0,1,Semiurban,1.0
LP002266,Male,1.0,2,1,0.0,3100,1400.0,113.0,360.0,1,Urban,1.0
LP002272,Male,1.0,2,1,0.0,3276,484.0,135.0,360.0,0,Semiurban,1.0
LP002277,Female,0.0,0,1,0.0,3180,0.0,71.0,360.0,0,Urban,0.0
LP002281,Male,1.0,0,1,0.0,3033,1459.0,95.0,360.0,1,Urban,1.0
LP002284,Male,0.0,0,0,0.0,3902,1666.0,109.0,360.0,1,Rural,1.0
LP002287,Female,0.0,0,1,0.0,1500,1800.0,103.0,360.0,0,Semiurban,0.0
LP002288,Male,1.0,2,0,0.0,2889,0.0,45.0,180.0,0,Urban,0.0
LP002296,Male,0.0,0,0,0.0,2755,0.0,65.0,300.0,1,Rural,0.0
LP002297,Male,0.0,0,1,0.0,2500,20000.0,103.0,360.0,1,Semiurban,1.0
LP002300,Female,0.0,0,0,0.0,1963,0.0,53.0,360.0,1,Semiurban,1.0
LP002301,Female,0.0,0,1,1.0,7441,0.0,194.0,360.0,1,Rural,0.0
LP002305,Female,0.0,0,1,0.0,4547,0.0,115.0,360.0,1,Semiurban,1.0
LP002308,Male,1.0,0,0,0.0,2167,2400.0,115.0,360.0,1,Urban,1.0
LP002314,Female,0.0,0,0,0.0,2213,0.0,66.0,360.0,1,Rural,1.0
LP002315,Male,1.0,1,1,0.0,8300,0.0,152.0,300.0,0,Semiurban,0.0
LP002317,Male,1.0,3+,1,0.0,81000,0.0,360.0,360.0,0,Rural,0.0
LP002318,Female,0.0,1,0,1.0,3867,0.0,62.0,360.0,1,Semiurban,0.0
LP002319,Male,1.0,0,1,0.0,6256,0.0,160.0,360.0,0,Urban,1.0
LP002328,Male,1.0,0,0,0.0,6096,0.0,218.0,360.0,0,Rural,0.0
LP002332,Male,1.0,0,0,0.0,2253,2033.0,110.0,360.0,1,Rural,1.0
LP002335,Female,1.0,0,0,0.0,2149,3237.0,178.0,360.0,0,Semiurban,0.0
LP002337,Female,0.0,0,1,0.0,2995,0.0,60.0,360.0,1,Urban,1.0
LP002341,Female,0.0,1,1,0.0,2600,0.0,160.0,360.0,1,Urban,0.0
LP002342,Male,1.0,2,1,1.0,1600,20000.0,239.0,360.0,1,Urban,0.0
LP002345,Male,1.0,0,1,0.0,1025,2773.0,112.0,360.0,1,Rural,1.0
LP002347,Male,1.0,0,1,0.0,3246,1417.0,138.0,360.0,1,Semiurban,1.0
LP002348,Male,1.0,0,1,0.0,5829,0.0,138.0,360.0,1,Rural,1.0
LP002357,Female,0.0,0,0,0.0,2720,0.0,80.0,,0,Urban,0.0
LP002361,Male,1.0,0,1,0.0,1820,1719.0,100.0,360.0,1,Urban,1.0
LP002362,Male,1.0,1,1,0.0,7250,1667.0,110.0,,0,Urban,0.0
LP002364,Male,1.0,0,1,0.0,14880,0.0,96.0,360.0,1,Semiurban,1.0
LP002366,Male,1.0,0,1,0.0,2666,4300.0,121.0,360.0,1,Rural,1.0
LP002367,Female,0.0,1,0,0.0,4606,0.0,81.0,360.0,1,Rural,0.0
LP002368,Male,1.0,2,1,0.0,5935,0.0,133.0,360.0,1,Semiurban,1.0
LP002369,Male,1.0,0,1,0.0,2920,16.12000084,87.0,360.0,1,Rural,1.0
LP002370,Male,0.0,0,0,0.0,2717,0.0,60.0,180.0,1,Urban,1.0
LP002377,Female,0.0,1,1,1.0,8624,0.0,150.0,360.0,1,Semiurban,1.0
LP002379,Male,0.0,0,1,0.0,6500,0.0,105.0,360.0,0,Rural,0.0
LP002386,Male,0.0,0,1,0.0,12876,0.0,405.0,360.0,1,Semiurban,1.0
LP002387,Male,1.0,0,1,0.0,2425,2340.0,143.0,360.0,1,Semiurban,1.0
LP002390,Male,0.0,0,1,0.0,3750,0.0,100.0,360.0,1,Urban,1.0
LP002393,Female,0.0,,1,0.0,10047,0.0,0.0,240.0,1,Semiurban,1.0
LP002398,Male,0.0,0,1,0.0,1926,1851.0,50.0,360.0,1,Semiurban,1.0
LP002401,Male,1.0,0,1,0.0,2213,1125.0,0.0,360.0,1,Urban,1.0
LP002403,Male,0.0,0,1,1.0,10416,0.0,187.0,360.0,0,Urban,0.0
LP002407,Female,1.0,0,0,1.0,7142,0.0,138.0,360.0,1,Rural,1.0
LP002408,Male,0.0,0,1,0.0,3660,5064.0,187.0,360.0,1,Semiurban,1.0
LP002409,Male,1.0,0,1,0.0,7901,1833.0,180.0,360.0,1,Rural,1.0
LP002418,Male,0.0,3+,0,0.0,4707,1993.0,148.0,360.0,1,Semiurban,1.0
LP002422,Male,0.0,1,1,0.0,37719,0.0,152.0,360.0,1,Semiurban,1.0
LP002424,Male,1.0,0,1,0.0,7333,8333.0,175.0,300.0,0,Rural,1.0
LP002429,Male,1.0,1,1,1.0,3466,1210.0,130.0,360.0,1,Rural,1.0
LP002434,Male,1.0,2,0,0.0,4652,0.0,110.0,360.0,1,Rural,1.0
LP002435,Male,1.0,0,1,0.0,3539,1376.0,55.0,360.0,1,Rural,0.0
LP002443,Male,1.0,2,1,0.0,3340,1710.0,150.0,360.0,0,Rural,0.0
LP002444,Male,0.0,1,0,1.0,2769,1542.0,190.0,360.0,0,Semiurban,0.0
LP002446,Male,1.0,2,0,0.0,2309,1255.0,125.0,360.0,0,Rural,0.0
LP002447,Male,1.0,2,0,0.0,1958,1456.0,60.0,300.0,0,Urban,1.0
LP002448,Male,1.0,0,1,0.0,3948,1733.0,149.0,360.0,0,Rural,0.0
LP002449,Male,1.0,0,1,0.0,2483,2466.0,90.0,180.0,0,Rural,1.0
LP002453,Male,0.0,0,1,1.0,7085,0.0,84.0,360.0,1,Semiurban,1.0
LP002455,Male,1.0,2,1,0.0,3859,0.0,96.0,360.0,1,Semiurban,1.0
LP002459,Male,1.0,0,1,0.0,4301,0.0,118.0,360.0,1,Urban,1.0
LP002467,Male,1.0,0,1,0.0,3708,2569.0,173.0,360.0,1,Urban,0.0
LP002472,Male,0.0,2,1,0.0,4354,0.0,136.0,360.0,1,Rural,1.0
LP002473,Male,1.0,0,1,0.0,8334,0.0,160.0,360.0,1,Semiurban,0.0
LP002478,,1.0,0,1,1.0,2083,4083.0,160.0,360.0,0,Semiurban,1.0
LP002484,Male,1.0,3+,1,0.0,7740,0.0,128.0,180.0,1,Urban,1.0
LP002487,Male,1.0,0,1,0.0,3015,2188.0,153.0,360.0,1,Rural,1.0
LP002489,Female,0.0,1,0,0.0,5191,0.0,132.0,360.0,1,Semiurban,1.0
LP002493,Male,0.0,0,1,0.0,4166,0.0,98.0,360.0,0,Semiurban,0.0
LP002494,Male,0.0,0,1,0.0,6000,0.0,140.0,360.0,1,Rural,1.0
LP002500,Male,1.0,3+,0,0.0,2947,1664.0,70.0,180.0,0,Urban,0.0
LP002501,,1.0,0,1,0.0,16692,0.0,110.0,360.0,1,Semiurban,1.0
LP002502,Female,1.0,2,0,0.0,210,2917.0,98.0,360.0,1,Semiurban,1.0
LP002505,Male,1.0,0,1,0.0,4333,2451.0,110.0,360.0,1,Urban,0.0
LP002515,Male,1.0,1,1,1.0,3450,2079.0,162.0,360.0,1,Semiurban,1.0
LP002517,Male,1.0,1,0,0.0,2653,1500.0,113.0,180.0,0,Rural,0.0
LP002519,Male,1.0,3+,1,0.0,4691,0.0,100.0,360.0,1,Semiurban,1.0
LP002522,Female,0.0,0,1,1.0,2500,0.0,93.0,360.0,0,Urban,1.0
LP002524,Male,0.0,2,1,0.0,5532,4648.0,162.0,360.0,1,Rural,1.0
LP002527,Male,1.0,2,1,1.0,16525,1014.0,150.0,360.0,1,Rural,1.0
LP002529,Male,1.0,2,1,0.0,6700,1750.0,230.0,300.0,1,Semiurban,1.0
LP002530,,1.0,2,1,0.0,2873,1872.0,132.0,360.0,0,Semiurban,0.0
LP002531,Male,1.0,1,1,1.0,16667,2250.0,86.0,360.0,1,Semiurban,1.0
LP002533,Male,1.0,2,1,0.0,2947,1603.0,0.0,360.0,1,Urban,0.0
LP002534,Female,0.0,0,0,0.0,4350,0.0,154.0,360.0,1,Rural,1.0
LP002536,Male,1.0,3+,0,0.0,3095,0.0,113.0,360.0,1,Rural,1.0
LP002537,Male,1.0,0,1,0.0,2083,3150.0,128.0,360.0,1,Semiurban,1.0
LP002541,Male,1.0,0,1,0.0,10833,0.0,234.0,360.0,1,Semiurban,1.0
LP002543,Male,1.0,2,1,0.0,8333,0.0,246.0,360.0,1,Semiurban,1.0
LP002544,Male,1.0,1,0,0.0,1958,2436.0,131.0,360.0,1,Rural,1.0
LP002545,Male,0.0,2,1,0.0,3547,0.0,80.0,360.0,0,Rural,0.0
LP002547,Male,1.0,1,1,0.0,18333,0.0,500.0,360.0,1,Urban,0.0
LP002555,Male,1.0,2,1,1.0,4583,2083.0,160.0,360.0,1,Semiurban,1.0
LP002556,Male,0.0,0,1,0.0,2435,0.0,75.0,360.0,1,Urban,0.0
LP002560,Male,0.0,0,0,0.0,2699,2785.0,96.0,360.0,0,Semiurban,1.0
LP002562,Male,1.0,1,0,0.0,5333,1131.0,186.0,360.0,0,Urban,1.0
LP002571,Male,0.0,0,0,0.0,3691,0.0,110.0,360.0,1,Rural,1.0
LP002582,Female,0.0,0,0,1.0,17263,0.0,225.0,360.0,1,Semiurban,1.0
LP002585,Male,1.0,0,1,0.0,3597,2157.0,119.0,360.0,0,Rural,0.0
LP002586,Female,1.0,1,1,0.0,3326,913.0,105.0,84.0,1,Semiurban,1.0
LP002587,Male,1.0,0,0,0.0,2600,1700.0,107.0,360.0,1,Rural,1.0
LP002588,Male,1.0,0,1,0.0,4625,2857.0,111.0,12.0,0,Urban,1.0
LP002600,Male,1.0,1,1,1.0,2895,0.0,95.0,360.0,1,Semiurban,1.0
LP002602,Male,0.0,0,1,0.0,6283,4416.0,209.0,360.0,0,Rural,0.0
LP002603,Female,0.0,0,1,0.0,645,3683.0,113.0,480.0,1,Rural,1.0
LP002606,Female,0.0,0,1,0.0,3159,0.0,100.0,360.0,1,Semiurban,1.0
LP002615,Male,1.0,2,1,0.0,4865,5624.0,208.0,360.0,1,Semiurban,1.0
LP002618,Male,1.0,1,0,0.0,4050,5302.0,138.0,360.0,0,Rural,0.0
LP002619,Male,1.0,0,0,0.0,3814,1483.0,124.0,300.0,1,Semiurban,1.0
LP002622,Male,1.0,2,1,0.0,3510,4416.0,243.0,360.0,1,Rural,1.0
LP002624,Male,1.0,0,1,0.0,20833,6667.0,480.0,360.0,0,Urban,1.0
LP002625,,0.0,0,1,0.0,3583,0.0,96.0,360.0,1,Urban,0.0
LP002626,Male,1.0,0,1,1.0,2479,3013.0,188.0,360.0,1,Urban,1.0
LP002634,Female,0.0,1,1,0.0,13262,0.0,40.0,360.0,1,Urban,1.0
LP002637,Male,0.0,0,0,0.0,3598,1287.0,100.0,360.0,1,Rural,0.0
LP002640,Male,1.0,1,1,0.0,6065,2004.0,250.0,360.0,1,Semiurban,1.0
LP002643,Male,1.0,2,1,0.0,3283,2035.0,148.0,360.0,1,Urban,1.0
LP002648,Male,1.0,0,1,0.0,2130,6666.0,70.0,180.0,1,Semiurban,0.0
LP002652,Male,0.0,0,1,0.0,5815,3666.0,311.0,360.0,1,Rural,0.0
LP002659,Male,1.0,3+,1,0.0,3466,3428.0,150.0,360.0,1,Rural,1.0
LP002670,Female,1.0,2,1,0.0,2031,1632.0,113.0,480.0,1,Semiurban,1.0
LP002682,Male,1.0,,0,0.0,3074,1800.0,123.0,360.0,0,Semiurban,0.0
LP002683,Male,0.0,0,1,0.0,4683,1915.0,185.0,360.0,1,Semiurban,0.0
LP002684,Female,0.0,0,0,0.0,3400,0.0,95.0,360.0,1,Rural,0.0
LP002689,Male,1.0,2,0,0.0,2192,1742.0,45.0,360.0,1,Semiurban,1.0
LP002690,Male,0.0,0,1,0.0,2500,0.0,55.0,360.0,1,Semiurban,1.0
LP002692,Male,1.0,3+,1,1.0,5677,1424.0,100.0,360.0,1,Rural,1.0
LP002693,Male,1.0,2,1,1.0,7948,7166.0,480.0,360.0,1,Rural,1.0
LP002697,Male,0.0,0,1,0.0,4680,2087.0,0.0,360.0,1,Semiurban,0.0
LP002699,Male,1.0,2,1,1.0,17500,0.0,400.0,360.0,1,Rural,1.0
LP002705,Male,1.0,0,1,0.0,3775,0.0,110.0,360.0,1,Semiurban,1.0
LP002706,Male,1.0,1,0,0.0,5285,1430.0,161.0,360.0,0,Semiurban,1.0
LP002714,Male,0.0,1,0,0.0,2679,1302.0,94.0,360.0,1,Semiurban,1.0
LP002716,Male,0.0,0,0,0.0,6783,0.0,130.0,360.0,1,Semiurban,1.0
LP002717,Male,1.0,0,1,0.0,1025,5500.0,216.0,360.0,0,Rural,1.0
LP002720,Male,1.0,3+,1,0.0,4281,0.0,100.0,360.0,1,Urban,1.0
LP002723,Male,0.0,2,1,0.0,3588,0.0,110.0,360.0,0,Rural,0.0
LP002729,Male,0.0,1,1,0.0,11250,0.0,196.0,360.0,0,Semiurban,0.0
LP002731,Female,0.0,0,0,1.0,18165,0.0,125.0,360.0,1,Urban,1.0
LP002732,Male,0.0,0,0,0.0,2550,2042.0,126.0,360.0,1,Rural,1.0
LP002734,Male,1.0,0,1,0.0,6133,3906.0,324.0,360.0,1,Urban,1.0
LP002738,Male,0.0,2,1,0.0,3617,0.0,107.0,360.0,1,Semiurban,1.0
LP002739,Male,1.0,0,0,0.0,2917,536.0,66.0,360.0,1,Rural,0.0
LP002740,Male,1.0,3+,1,0.0,6417,0.0,157.0,180.0,1,Rural,1.0
LP002741,Female,1.0,1,1,0.0,4608,2845.0,140.0,180.0,1,Semiurban,1.0
LP002743,Female,0.0,0,1,0.0,2138,0.0,99.0,360.0,0,Semiurban,0.0
LP002753,Female,0.0,1,1,0.0,3652,0.0,95.0,360.0,1,Semiurban,1.0
LP002755,Male,1.0,1,0,0.0,2239,2524.0,128.0,360.0,1,Urban,1.0
LP002757,Female,1.0,0,0,0.0,3017,663.0,102.0,360.0,0,Semiurban,1.0
LP002767,Male,1.0,0,1,0.0,2768,1950.0,155.0,360.0,1,Rural,1.0
LP002768,Male,0.0,0,0,0.0,3358,0.0,80.0,36.0,1,Semiurban,0.0
LP002772,Male,0.0,0,1,0.0,2526,1783.0,145.0,360.0,1,Rural,1.0
LP002776,Female,0.0,0,1,0.0,5000,0.0,103.0,360.0,0,Semiurban,0.0
LP002777,Male,1.0,0,1,0.0,2785,2016.0,110.0,360.0,1,Rural,1.0
LP002778,Male,1.0,2,1,1.0,6633,0.0,0.0,360.0,0,Rural,0.0
LP002784,Male,1.0,1,0,0.0,2492,2375.0,0.0,360.0,1,Rural,1.0
LP002785,Male,1.0,1,1,0.0,3333,3250.0,158.0,360.0,1,Urban,1.0
LP002788,Male,1.0,0,0,0.0,2454,2333.0,181.0,360.0,0,Urban,0.0
LP002789,Male,1.0,0,1,0.0,3593,4266.0,132.0,180.0,0,Rural,0.0
LP002792,Male,1.0,1,1,0.0,5468,1032.0,26.0,360.0,1,Semiurban,1.0
LP002794,Female,0.0,0,1,0.0,2667,1625.0,84.0,360.0,0,Urban,1.0
LP002795,Male,1.0,3+,1,1.0,10139,0.0,260.0,360.0,1,Semiurban,1.0
LP002798,Male,1.0,0,1,0.0,3887,2669.0,162.0,360.0,1,Semiurban,1.0
LP002804,Female,1.0,0,1,0.0,4180,2306.0,182.0,360.0,1,Semiurban,1.0
LP002807,Male,1.0,2,0,0.0,3675,242.0,108.0,360.0,1,Semiurban,1.0
LP002813,Female,1.0,1,1,1.0,19484,0.0,600.0,360.0,1,Semiurban,1.0
LP002820,Male,1.0,0,1,0.0,5923,2054.0,211.0,360.0,1,Rural,1.0
LP002821,Male,0.0,0,0,1.0,5800,0.0,132.0,360.0,1,Semiurban,1.0
LP002832,Male,1.0,2,1,0.0,8799,0.0,258.0,360.0,0,Urban,0.0
LP002833,Male,1.0,0,0,0.0,4467,0.0,120.0,360.0,0,Rural,1.0
LP002836,Male,0.0,0,1,0.0,3333,0.0,70.0,360.0,1,Urban,1.0
LP002837,Male,1.0,3+,1,0.0,3400,2500.0,123.0,360.0,0,Rural,0.0
LP002840,Female,0.0,0,1,0.0,2378,0.0,9.0,360.0,1,Urban,0.0
LP002841,Male,1.0,0,1,0.0,3166,2064.0,104.0,360.0,0,Urban,0.0
LP002842,Male,1.0,1,1,0.0,3417,1750.0,186.0,360.0,1,Urban,1.0
LP002847,Male,1.0,,1,0.0,5116,1451.0,165.0,360.0,0,Urban,0.0
LP002855,Male,1.0,2,1,0.0,16666,0.0,275.0,360.0,1,Urban,1.0
LP002862,Male,1.0,2,0,0.0,6125,1625.0,187.0,480.0,1,Semiurban,0.0
LP002863,Male,1.0,3+,1,0.0,6406,0.0,150.0,360.0,1,Semiurban,0.0
LP002868,Male,1.0,2,1,0.0,3159,461.0,108.0,84.0,1,Urban,1.0
LP002872,,1.0,0,1,0.0,3087,2210.0,136.0,360.0,0,Semiurban,0.0
LP002874,Male,0.0,0,1,0.0,3229,2739.0,110.0,360.0,1,Urban,1.0
LP002877,Male,1.0,1,1,0.0,1782,2232.0,107.0,360.0,1,Rural,1.0
LP002888,Male,0.0,0,1,0.0,3182,2917.0,161.0,360.0,1,Urban,1.0
LP002892,Male,1.0,2,1,0.0,6540,0.0,205.0,360.0,1,Semiurban,1.0
LP002893,Male,0.0,0,1,0.0,1836,33837.0,90.0,360.0,1,Urban,0.0
LP002894,Female,1.0,0,1,0.0,3166,0.0,36.0,360.0,1,Semiurban,1.0
LP002898,Male,1.0,1,1,0.0,1880,0.0,61.0,360.0,0,Rural,0.0
LP002911,Male,1.0,1,1,0.0,2787,1917.0,146.0,360.0,0,Rural,0.0
LP002912,Male,1.0,1,1,0.0,4283,3000.0,172.0,84.0,1,Rural,0.0
LP002916,Male,1.0,0,1,0.0,2297,1522.0,104.0,360.0,1,Urban,1.0
LP002917,Female,0.0,0,0,0.0,2165,0.0,70.0,360.0,1,Semiurban,1.0
LP002925,,0.0,0,1,0.0,4750,0.0,94.0,360.0,1,Semiurban,1.0
LP002926,Male,1.0,2,1,1.0,2726,0.0,106.0,360.0,0,Semiurban,0.0
LP002928,Male,1.0,0,1,0.0,3000,3416.0,56.0,180.0,1,Semiurban,1.0
LP002931,Male,1.0,2,1,1.0,6000,0.0,205.0,240.0,1,Semiurban,0.0
LP002933,,0.0,3+,1,1.0,9357,0.0,292.0,360.0,1,Semiurban,1.0
LP002936,Male,1.0,0,1,0.0,3859,3300.0,142.0,180.0,1,Rural,1.0
LP002938,Male,1.0,0,1,1.0,16120,0.0,260.0,360.0,1,Urban,1.0
LP002940,Male,0.0,0,0,0.0,3833,0.0,110.0,360.0,1,Rural,1.0
LP002941,Male,1.0,2,0,1.0,6383,1000.0,187.0,360.0,1,Rural,0.0
LP002943,Male,0.0,,1,0.0,2987,0.0,88.0,360.0,0,Semiurban,0.0
LP002945,Male,1.0,0,1,1.0,9963,0.0,180.0,360.0,1,Rural,1.0
LP002948,Male,1.0,2,1,0.0,5780,0.0,192.0,360.0,1,Urban,1.0
LP002949,Female,0.0,3+,1,0.0,416,41667.0,350.0,180.0,0,Urban,0.0
LP002950,Male,1.0,0,0,0.0,2894,2792.0,155.0,360.0,1,Rural,1.0
LP002953,Male,1.0,3+,1,0.0,5703,0.0,128.0,360.0,1,Urban,1.0
LP002958,Male,0.0,0,1,0.0,3676,4301.0,172.0,360.0,1,Rural,1.0
LP002959,Female,1.0,1,1,0.0,12000,0.0,496.0,360.0,1,Semiurban,1.0
LP002960,Male,1.0,0,0,0.0,2400,3800.0,0.0,180.0,1,Urban,0.0
LP002961,Male,1.0,1,1,0.0,3400,2500.0,173.0,360.0,1,Semiurban,1.0
LP002964,Male,1.0,2,0,0.0,3987,1411.0,157.0,360.0,1,Rural,1.0
LP002974,Male,1.0,0,1,0.0,3232,1950.0,108.0,360.0,1,Rural,1.0
LP002978,Female,0.0,0,1,0.0,2900,0.0,71.0,360.0,1,Rural,1.0
LP002979,Male,1.0,3+,1,0.0,4106,0.0,40.0,180.0,1,Rural,1.0
LP002983,Male,1.0,1,1,0.0,8072,240.0,253.0,360.0,1,Urban,1.0
LP002984,Male,1.0,2,1,0.0,7583,0.0,187.0,360.0,1,Urban,1.0
LP002990,Female,0.0,0,1,1.0,4583,0.0,133.0,360.0,0,Semiurban,0.0
1 Loan_ID Gender Married Dependents Education Self_Employed ApplicantIncome CoapplicantIncome LoanAmount Loan_Amount_Term Credit_History Property_Area Loan_Status
2 LP001002 Male 0.0 0 1 0.0 5849 0.0 360.0 1.0 0 Y 0.0
3 LP001003 Male 1.0 1 1 0.0 4583 1508.0 128.0 360.0 1 Rural 0.0
4 LP001005 Male 1.0 0 1 1.0 3000 0.0 66.0 360.0 1 Urban 1.0
5 LP001006 Male 1.0 0 0 0.0 2583 2358.0 120.0 360.0 1 Urban 1.0
6 LP001008 Male 0.0 0 1 0.0 6000 0.0 141.0 360.0 1 Urban 1.0
7 LP001011 Male 1.0 2 1 1.0 5417 4196.0 267.0 360.0 1 Urban 1.0
8 LP001013 Male 1.0 0 0 0.0 2333 1516.0 95.0 360.0 1 Urban 1.0
9 LP001014 Male 1.0 3+ 1 0.0 3036 2504.0 158.0 360.0 0 Semiurban 0.0
10 LP001018 Male 1.0 2 1 0.0 4006 1526.0 168.0 360.0 1 Urban 1.0
11 LP001020 Male 1.0 1 1 0.0 12841 10968.0 349.0 360.0 1 Semiurban 0.0
12 LP001024 Male 1.0 2 1 0.0 3200 700.0 70.0 360.0 1 Urban 1.0
13 LP001027 Male 1.0 2 1 0.0 2500 1840.0 109.0 360.0 1 Urban 1.0
14 LP001028 Male 1.0 2 1 0.0 3073 8106.0 200.0 360.0 1 Urban 1.0
15 LP001029 Male 0.0 0 1 0.0 1853 2840.0 114.0 360.0 1 Rural 0.0
16 LP001030 Male 1.0 2 1 0.0 1299 1086.0 17.0 120.0 1 Urban 1.0
17 LP001032 Male 0.0 0 1 0.0 4950 0.0 125.0 360.0 1 Urban 1.0
18 LP001034 Male 0.0 1 0 0.0 3596 0.0 100.0 240.0 0 Urban 1.0
19 LP001036 Female 0.0 0 1 0.0 3510 0.0 76.0 360.0 0 Urban 0.0
20 LP001038 Male 1.0 0 0 0.0 4887 0.0 133.0 360.0 1 Rural 0.0
21 LP001041 Male 1.0 0 1 0.0 2600 3500.0 115.0 1 Urban 1.0
22 LP001043 Male 1.0 0 0 0.0 7660 0.0 104.0 360.0 0 Urban 0.0
23 LP001046 Male 1.0 1 1 0.0 5955 5625.0 315.0 360.0 1 Urban 1.0
24 LP001047 Male 1.0 0 0 0.0 2600 1911.0 116.0 360.0 0 Semiurban 0.0
25 LP001050 1.0 2 0 0.0 3365 1917.0 112.0 360.0 0 Rural 0.0
26 LP001052 Male 1.0 1 1 0.0 3717 2925.0 151.0 360.0 0 Semiurban 0.0
27 LP001066 Male 1.0 0 1 1.0 9560 0.0 191.0 360.0 1 Semiurban 1.0
28 LP001068 Male 1.0 0 1 0.0 2799 2253.0 122.0 360.0 1 Semiurban 1.0
29 LP001073 Male 1.0 2 0 0.0 4226 1040.0 110.0 360.0 1 Urban 1.0
30 LP001086 Male 0.0 0 0 0.0 1442 0.0 35.0 360.0 1 Urban 0.0
31 LP001087 Female 0.0 2 1 0.0 3750 2083.0 120.0 360.0 1 Semiurban 1.0
32 LP001091 Male 1.0 1 1 0.0 4166 3369.0 201.0 360.0 0 Urban 0.0
33 LP001095 Male 0.0 0 1 0.0 3167 0.0 74.0 360.0 1 Urban 0.0
34 LP001097 Male 0.0 1 1 1.0 4692 0.0 106.0 360.0 1 Rural 0.0
35 LP001098 Male 1.0 0 1 0.0 3500 1667.0 114.0 360.0 1 Semiurban 1.0
36 LP001100 Male 0.0 3+ 1 0.0 12500 3000.0 320.0 360.0 1 Rural 0.0
37 LP001106 Male 1.0 0 1 0.0 2275 2067.0 0.0 360.0 1 Urban 1.0
38 LP001109 Male 1.0 0 1 0.0 1828 1330.0 100.0 0 Urban 0.0
39 LP001112 Female 1.0 0 1 0.0 3667 1459.0 144.0 360.0 1 Semiurban 1.0
40 LP001114 Male 0.0 0 1 0.0 4166 7210.0 184.0 360.0 1 Urban 1.0
41 LP001116 Male 0.0 0 0 0.0 3748 1668.0 110.0 360.0 1 Semiurban 1.0
42 LP001119 Male 0.0 0 1 0.0 3600 0.0 80.0 360.0 1 Urban 0.0
43 LP001120 Male 0.0 0 1 0.0 1800 1213.0 47.0 360.0 1 Urban 1.0
44 LP001123 Male 1.0 0 1 0.0 2400 0.0 75.0 360.0 0 Urban 1.0
45 LP001131 Male 1.0 0 1 0.0 3941 2336.0 134.0 360.0 1 Semiurban 1.0
46 LP001136 Male 1.0 0 0 1.0 4695 0.0 96.0 1 Urban 1.0
47 LP001137 Female 0.0 0 1 0.0 3410 0.0 88.0 1 Urban 1.0
48 LP001138 Male 1.0 1 1 0.0 5649 0.0 44.0 360.0 1 Urban 1.0
49 LP001144 Male 1.0 0 1 0.0 5821 0.0 144.0 360.0 1 Urban 1.0
50 LP001146 Female 1.0 0 1 0.0 2645 3440.0 120.0 360.0 0 Urban 0.0
51 LP001151 Female 0.0 0 1 0.0 4000 2275.0 144.0 360.0 1 Semiurban 1.0
52 LP001155 Female 1.0 0 0 0.0 1928 1644.0 100.0 360.0 1 Semiurban 1.0
53 LP001157 Female 0.0 0 1 0.0 3086 0.0 120.0 360.0 1 Semiurban 1.0
54 LP001164 Female 0.0 0 1 0.0 4230 0.0 112.0 360.0 1 Semiurban 0.0
55 LP001179 Male 1.0 2 1 0.0 4616 0.0 134.0 360.0 1 Urban 0.0
56 LP001186 Female 1.0 1 1 1.0 11500 0.0 286.0 360.0 0 Urban 0.0
57 LP001194 Male 1.0 2 1 0.0 2708 1167.0 97.0 360.0 1 Semiurban 1.0
58 LP001195 Male 1.0 0 1 0.0 2132 1591.0 96.0 360.0 1 Semiurban 1.0
59 LP001197 Male 1.0 0 1 0.0 3366 2200.0 135.0 360.0 1 Rural 0.0
60 LP001198 Male 1.0 1 1 0.0 8080 2250.0 180.0 360.0 1 Urban 1.0
61 LP001199 Male 1.0 2 0 0.0 3357 2859.0 144.0 360.0 1 Urban 1.0
62 LP001205 Male 1.0 0 1 0.0 2500 3796.0 120.0 360.0 1 Urban 1.0
63 LP001206 Male 1.0 3+ 1 0.0 3029 0.0 99.0 360.0 1 Urban 1.0
64 LP001207 Male 1.0 0 0 1.0 2609 3449.0 165.0 180.0 0 Rural 0.0
65 LP001213 Male 1.0 1 1 0.0 4945 0.0 0.0 360.0 0 Rural 0.0
66 LP001222 Female 0.0 0 1 0.0 4166 0.0 116.0 360.0 0 Semiurban 0.0
67 LP001225 Male 1.0 0 1 0.0 5726 4595.0 258.0 360.0 1 Semiurban 0.0
68 LP001228 Male 0.0 0 0 0.0 3200 2254.0 126.0 180.0 0 Urban 0.0
69 LP001233 Male 1.0 1 1 0.0 10750 0.0 312.0 360.0 1 Urban 1.0
70 LP001238 Male 1.0 3+ 0 1.0 7100 0.0 125.0 60.0 1 Urban 1.0
71 LP001241 Female 0.0 0 1 0.0 4300 0.0 136.0 360.0 0 Semiurban 0.0
72 LP001243 Male 1.0 0 1 0.0 3208 3066.0 172.0 360.0 1 Urban 1.0
73 LP001245 Male 1.0 2 0 1.0 1875 1875.0 97.0 360.0 1 Semiurban 1.0
74 LP001248 Male 0.0 0 1 0.0 3500 0.0 81.0 300.0 1 Semiurban 1.0
75 LP001250 Male 1.0 3+ 0 0.0 4755 0.0 95.0 0 Semiurban 0.0
76 LP001253 Male 1.0 3+ 1 1.0 5266 1774.0 187.0 360.0 1 Semiurban 1.0
77 LP001255 Male 0.0 0 1 0.0 3750 0.0 113.0 480.0 1 Urban 0.0
78 LP001256 Male 0.0 0 1 0.0 3750 4750.0 176.0 360.0 1 Urban 0.0
79 LP001259 Male 1.0 1 1 1.0 1000 3022.0 110.0 360.0 1 Urban 0.0
80 LP001263 Male 1.0 3+ 1 0.0 3167 4000.0 180.0 300.0 0 Semiurban 0.0
81 LP001264 Male 1.0 3+ 0 1.0 3333 2166.0 130.0 360.0 0 Semiurban 1.0
82 LP001265 Female 0.0 0 1 0.0 3846 0.0 111.0 360.0 1 Semiurban 1.0
83 LP001266 Male 1.0 1 1 1.0 2395 0.0 0.0 360.0 1 Semiurban 1.0
84 LP001267 Female 1.0 2 1 0.0 1378 1881.0 167.0 360.0 1 Urban 0.0
85 LP001273 Male 1.0 0 1 0.0 6000 2250.0 265.0 360.0 0 Semiurban 0.0
86 LP001275 Male 1.0 1 1 0.0 3988 0.0 50.0 240.0 1 Urban 1.0
87 LP001279 Male 0.0 0 1 0.0 2366 2531.0 136.0 360.0 1 Semiurban 1.0
88 LP001280 Male 1.0 2 0 0.0 3333 2000.0 99.0 360.0 0 Semiurban 1.0
89 LP001282 Male 1.0 0 1 0.0 2500 2118.0 104.0 360.0 1 Semiurban 1.0
90 LP001289 Male 0.0 0 1 0.0 8566 0.0 210.0 360.0 1 Urban 1.0
91 LP001310 Male 1.0 0 1 0.0 5695 4167.0 175.0 360.0 1 Semiurban 1.0
92 LP001316 Male 1.0 0 1 0.0 2958 2900.0 131.0 360.0 1 Semiurban 1.0
93 LP001318 Male 1.0 2 1 0.0 6250 5654.0 188.0 180.0 1 Semiurban 1.0
94 LP001319 Male 1.0 2 0 0.0 3273 1820.0 81.0 360.0 1 Urban 1.0
95 LP001322 Male 0.0 0 1 0.0 4133 0.0 122.0 360.0 1 Semiurban 1.0
96 LP001325 Male 0.0 0 0 0.0 3620 0.0 25.0 120.0 1 Semiurban 1.0
97 LP001326 Male 0.0 0 1 0.0 6782 0.0 0.0 360.0 0 Urban 0.0
98 LP001327 Female 1.0 0 1 0.0 2484 2302.0 137.0 360.0 1 Semiurban 1.0
99 LP001333 Male 1.0 0 1 0.0 1977 997.0 50.0 360.0 1 Semiurban 1.0
100 LP001334 Male 1.0 0 0 0.0 4188 0.0 115.0 180.0 1 Semiurban 1.0
101 LP001343 Male 1.0 0 1 0.0 1759 3541.0 131.0 360.0 1 Semiurban 1.0
102 LP001345 Male 1.0 2 0 0.0 4288 3263.0 133.0 180.0 1 Urban 1.0
103 LP001349 Male 0.0 0 1 0.0 4843 3806.0 151.0 360.0 1 Semiurban 1.0
104 LP001350 Male 1.0 1 0.0 13650 0.0 0.0 360.0 1 Urban 1.0
105 LP001356 Male 1.0 0 1 0.0 4652 3583.0 0.0 360.0 1 Semiurban 1.0
106 LP001357 Male 0.0 1 0.0 3816 754.0 160.0 360.0 1 Urban 1.0
107 LP001367 Male 1.0 1 1 0.0 3052 1030.0 100.0 360.0 1 Urban 1.0
108 LP001369 Male 1.0 2 1 0.0 11417 1126.0 225.0 360.0 1 Urban 1.0
109 LP001370 Male 0.0 0 0 0.0 7333 0.0 120.0 360.0 1 Rural 0.0
110 LP001379 Male 1.0 2 1 0.0 3800 3600.0 216.0 360.0 0 Urban 0.0
111 LP001384 Male 1.0 3+ 0 0.0 2071 754.0 94.0 480.0 1 Semiurban 1.0
112 LP001385 Male 0.0 0 1 0.0 5316 0.0 136.0 360.0 1 Urban 1.0
113 LP001387 Female 1.0 0 1 0.0 2929 2333.0 139.0 360.0 1 Semiurban 1.0
114 LP001391 Male 1.0 0 0 0.0 3572 4114.0 152.0 0 Rural 0.0
115 LP001392 Female 0.0 1 1 1.0 7451 0.0 0.0 360.0 1 Semiurban 1.0
116 LP001398 Male 0.0 0 1 0.0 5050 0.0 118.0 360.0 1 Semiurban 1.0
117 LP001401 Male 1.0 1 1 0.0 14583 0.0 185.0 180.0 1 Rural 1.0
118 LP001404 Female 1.0 0 1 0.0 3167 2283.0 154.0 360.0 1 Semiurban 1.0
119 LP001405 Male 1.0 1 1 0.0 2214 1398.0 85.0 360.0 0 Urban 1.0
120 LP001421 Male 1.0 0 1 0.0 5568 2142.0 175.0 360.0 1 Rural 0.0
121 LP001422 Female 0.0 0 1 0.0 10408 0.0 259.0 360.0 1 Urban 1.0
122 LP001426 Male 1.0 1 0.0 5667 2667.0 180.0 360.0 1 Rural 1.0
123 LP001430 Female 0.0 0 1 0.0 4166 0.0 44.0 360.0 1 Semiurban 1.0
124 LP001431 Female 0.0 0 1 0.0 2137 8980.0 137.0 360.0 0 Semiurban 1.0
125 LP001432 Male 1.0 2 1 0.0 2957 0.0 81.0 360.0 1 Semiurban 1.0
126 LP001439 Male 1.0 0 0 0.0 4300 2014.0 194.0 360.0 1 Rural 1.0
127 LP001443 Female 0.0 0 1 0.0 3692 0.0 93.0 360.0 0 Rural 1.0
128 LP001448 1.0 3+ 1 0.0 23803 0.0 370.0 360.0 1 Rural 1.0
129 LP001449 Male 0.0 0 1 0.0 3865 1640.0 0.0 360.0 1 Rural 1.0
130 LP001451 Male 1.0 1 1 1.0 10513 3850.0 160.0 180.0 0 Urban 0.0
131 LP001465 Male 1.0 0 1 0.0 6080 2569.0 182.0 360.0 0 Rural 0.0
132 LP001469 Male 0.0 0 1 1.0 20166 0.0 650.0 480.0 0 Urban 1.0
133 LP001473 Male 0.0 0 1 0.0 2014 1929.0 74.0 360.0 1 Urban 1.0
134 LP001478 Male 0.0 0 1 0.0 2718 0.0 70.0 360.0 1 Semiurban 1.0
135 LP001482 Male 1.0 0 1 1.0 3459 0.0 25.0 120.0 1 Semiurban 1.0
136 LP001487 Male 0.0 0 1 0.0 4895 0.0 102.0 360.0 1 Semiurban 1.0
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