diff --git "a/new_data/loan_pred-train.csv" "b/new_data/loan_pred-train.csv" --- "a/new_data/loan_pred-train.csv" +++ "b/new_data/loan_pred-train.csv" @@ -1,5 +1,5 @@ -Gender,Loan_ID,Gender.1,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status,great,list,text -Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP001273, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 2250.0, LoanAmount is 265.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is N","- Gender : Male +Gender,Loan_ID,Gender.1,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status,great,list,text,html,latex,json +Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP001273, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 2250.0, LoanAmount is 265.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001273 - Gender.1 : Male - Married : Yes @@ -11,9 +11,52 @@ Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gende - LoanAmount : 265.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001273. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 2250.0. The LoanAmount is 265.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001316, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2958, CoapplicantIncome is 2900.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001273. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 2250.0. The LoanAmount is 265.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001273MaleYes0GraduateNo60002250.0265.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001273 & Male & Yes & 0 & Graduate & No & 6000 & 2250.000000 & 265.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 2250.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 265.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001273', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001316, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2958, CoapplicantIncome is 2900.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001316 - Gender.1 : Male - Married : Yes @@ -25,9 +68,52 @@ Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 131.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001316. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2958. The CoapplicantIncome is 2900.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001758, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 1695.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001316. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2958. The CoapplicantIncome is 2900.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001316MaleYes0GraduateNo29582900.0131.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001316 & Male & Yes & 0 & Graduate & No & 2958 & 2900.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2958, 'CoapplicantIncome': 2900.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001316', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001758, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 1695.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001758 - Gender.1 : Male - Married : Yes @@ -39,9 +125,52 @@ Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 210.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001758. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 1695.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002537, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2083, CoapplicantIncome is 3150.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001758. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 1695.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001758MaleYes2GraduateNo62501695.0210.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001758 & Male & Yes & 2 & Graduate & No & 6250 & 1695.000000 & 210.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 1695.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001758', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002537, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2083, CoapplicantIncome is 3150.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002537 - Gender.1 : Male - Married : Yes @@ -53,9 +182,52 @@ Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002537. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2083. The CoapplicantIncome is 3150.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002493, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002537. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2083. The CoapplicantIncome is 3150.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002537MaleYes0GraduateNo20833150.0128.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002537 & Male & Yes & 0 & Graduate & No & 2083 & 3150.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2083, 'CoapplicantIncome': 3150.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002537', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002493, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002493 - Gender.1 : Male - Married : No @@ -67,9 +239,52 @@ Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender - LoanAmount : 98.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002493. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002191, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 19730, CoapplicantIncome is 5266.0, LoanAmount is 570.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002493. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002493MaleNo0GraduateNo41660.098.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002493 & Male & No & 0 & Graduate & No & 4166 & 0.000000 & 98.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002493', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002191, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 19730, CoapplicantIncome is 5266.0, LoanAmount is 570.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002191 - Gender.1 : Male - Married : Yes @@ -81,9 +296,52 @@ Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gende - LoanAmount : 570.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002191. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 19730. The CoapplicantIncome is 5266.0. The LoanAmount is 570.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP001264, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3333, CoapplicantIncome is 2166.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002191. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 19730. The CoapplicantIncome is 5266.0. The LoanAmount is 570.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002191MaleYes0GraduateNo197305266.0570.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002191 & Male & Yes & 0 & Graduate & No & 19730 & 5266.000000 & 570.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 19730, 'CoapplicantIncome': 5266.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 570.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002191', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP001264, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3333, CoapplicantIncome is 2166.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001264 - Gender.1 : Male - Married : Yes @@ -95,9 +353,52 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y, - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001264. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3333. The CoapplicantIncome is 2166.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -,LP001050,,Yes,2,Not Graduate,No,3365,1917.0,112.0,360.0,0.0,Rural,N,"Gender is None, Loan_ID is LP001050, Gender.1 is None, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3365, CoapplicantIncome is 1917.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : None + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001264. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3333. The CoapplicantIncome is 2166.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001264MaleYes3+Not GraduateYes33332166.0130.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001264 & Male & Yes & 3+ & Not Graduate & Yes & 3333 & 2166.000000 & 130.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 2166.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001264', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +,LP001050,,Yes,2,Not Graduate,No,3365,1917.0,112.0,360.0,0.0,Rural,N,"Gender is None, Loan_ID is LP001050, Gender.1 is None, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3365, CoapplicantIncome is 1917.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : None - Loan_ID : LP001050 - Gender.1 : None - Married : Yes @@ -109,9 +410,52 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y, - LoanAmount : 112.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is None. The Loan_ID is LP001050. The Gender.1 is None. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3365. The CoapplicantIncome is 1917.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001639, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3625, CoapplicantIncome is 0.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is None. The Loan_ID is LP001050. The Gender.1 is None. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3365. The CoapplicantIncome is 1917.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP001050NoneYes2Not GraduateNo33651917.0112.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP001050 & NaN & Yes & 2 & Not Graduate & No & 3365 & 1917.000000 & 112.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3365, 'CoapplicantIncome': 1917.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001050', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001639, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3625, CoapplicantIncome is 0.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001639 - Gender.1 : Female - Married : Yes @@ -123,9 +467,52 @@ Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 108.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001639. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3625. The CoapplicantIncome is 0.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001935, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9508, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001639. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3625. The CoapplicantIncome is 0.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001639FemaleYes0GraduateNo36250.0108.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001639 & Female & Yes & 0 & Graduate & No & 3625 & 0.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3625, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001639', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001935, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9508, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001935 - Gender.1 : Male - Married : No @@ -137,9 +524,52 @@ Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001935. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9508. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002706, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5285, CoapplicantIncome is 1430.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001935. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9508. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001935MaleNo0GraduateNo95080.0187.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001935 & Male & No & 0 & Graduate & No & 9508 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9508, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001935', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002706, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5285, CoapplicantIncome is 1430.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002706 - Gender.1 : Male - Married : Yes @@ -151,9 +581,52 @@ Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y - LoanAmount : 161.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002706. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5285. The CoapplicantIncome is 1430.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002862, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6125, CoapplicantIncome is 1625.0, LoanAmount is 187.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002706. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5285. The CoapplicantIncome is 1430.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002706MaleYes1Not GraduateNo52851430.0161.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002706 & Male & Yes & 1 & Not Graduate & No & 5285 & 1430.000000 & 161.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5285, 'CoapplicantIncome': 1430.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002706', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002862, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6125, CoapplicantIncome is 1625.0, LoanAmount is 187.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002862 - Gender.1 : Male - Married : Yes @@ -165,9 +638,52 @@ Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N - LoanAmount : 187.0 - Loan_Amount_Term : 480.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002862. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6125. The CoapplicantIncome is 1625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002369, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2920, CoapplicantIncome is 16.12000084, LoanAmount is 87.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002862. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6125. The CoapplicantIncome is 1625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002862MaleYes2Not GraduateNo61251625.0187.0480.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002862 & Male & Yes & 2 & Not Graduate & No & 6125 & 1625.000000 & 187.000000 & 480.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6125, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002862', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002369, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2920, CoapplicantIncome is 16.12000084, LoanAmount is 87.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002369 - Gender.1 : Male - Married : Yes @@ -179,9 +695,52 @@ Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Ge - LoanAmount : 87.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002369. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2920. The CoapplicantIncome is 16.12000084. The LoanAmount is 87.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001574, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3707, CoapplicantIncome is 3166.0, LoanAmount is 182.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002369. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2920. The CoapplicantIncome is 16.12000084. The LoanAmount is 87.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002369MaleYes0GraduateNo292016.12000187.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002369 & Male & Yes & 0 & Graduate & No & 2920 & 16.120001 & 87.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2920, 'CoapplicantIncome': 16.12000084, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 87.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002369', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001574, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3707, CoapplicantIncome is 3166.0, LoanAmount is 182.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001574 - Gender.1 : Male - Married : Yes @@ -193,9 +752,52 @@ Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is M - LoanAmount : 182.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001574. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3707. The CoapplicantIncome is 3166.0. The LoanAmount is 182.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002319, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6256, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001574. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3707. The CoapplicantIncome is 3166.0. The LoanAmount is 182.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001574MaleYes0GraduateNo37073166.0182.0None1.0Rural
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001574 & Male & Yes & 0 & Graduate & No & 3707 & 3166.000000 & 182.000000 & NaN & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3707, 'CoapplicantIncome': 3166.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001574', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002319, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6256, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP002319 - Gender.1 : Male - Married : Yes @@ -207,9 +809,52 @@ Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002319. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6256. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002699, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 17500, CoapplicantIncome is 0.0, LoanAmount is 400.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002319. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6256. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002319MaleYes0GraduateNone62560.0160.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002319 & Male & Yes & 0 & Graduate & NaN & 6256 & 0.000000 & 160.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6256, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002319', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002699, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 17500, CoapplicantIncome is 0.0, LoanAmount is 400.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002699 - Gender.1 : Male - Married : Yes @@ -221,9 +866,52 @@ Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 400.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002699. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 17500. The CoapplicantIncome is 0.0. The LoanAmount is 400.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001020, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12841, CoapplicantIncome is 10968.0, LoanAmount is 349.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002699. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 17500. The CoapplicantIncome is 0.0. The LoanAmount is 400.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002699MaleYes2GraduateYes175000.0400.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002699 & Male & Yes & 2 & Graduate & Yes & 17500 & 0.000000 & 400.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 17500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 400.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002699', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001020, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12841, CoapplicantIncome is 10968.0, LoanAmount is 349.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001020 - Gender.1 : Male - Married : Yes @@ -235,9 +923,52 @@ Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N," - LoanAmount : 349.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001020. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12841. The CoapplicantIncome is 10968.0. The LoanAmount is 349.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002175, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 2333.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001020. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12841. The CoapplicantIncome is 10968.0. The LoanAmount is 349.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001020MaleYes1GraduateNo1284110968.0349.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001020 & Male & Yes & 1 & Graduate & No & 12841 & 10968.000000 & 349.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 12841, 'CoapplicantIncome': 10968.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 349.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001020', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002175, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 2333.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002175 - Gender.1 : Male - Married : Yes @@ -249,9 +980,52 @@ Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002175. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 2333.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002555, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 2083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002175. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 2333.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002175MaleYes0GraduateNo47502333.0130.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002175 & Male & Yes & 0 & Graduate & No & 4750 & 2333.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4750, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002175', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002555, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 2083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002555 - Gender.1 : Male - Married : Yes @@ -263,9 +1037,52 @@ Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002555. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 2083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002367, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4606, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002555. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 2083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002555MaleYes2GraduateYes45832083.0160.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002555 & Male & Yes & 2 & Graduate & Yes & 4583 & 2083.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002555', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002367, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4606, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP002367 - Gender.1 : Female - Married : No @@ -277,9 +1094,52 @@ Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gen - LoanAmount : 81.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002367. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4606. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender is Female, Loan_ID is LP002949, Gender.1 is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 416, CoapplicantIncome is 41667.0, LoanAmount is 350.0, Loan_Amount_Term is 180.0, Credit_History is None, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002367. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4606. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002367FemaleNo1Not GraduateNo46060.081.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002367 & Female & No & 1 & Not Graduate & No & 4606 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4606, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002367', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender is Female, Loan_ID is LP002949, Gender.1 is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 416, CoapplicantIncome is 41667.0, LoanAmount is 350.0, Loan_Amount_Term is 180.0, Credit_History is None, Property_Area is Urban","- Gender : Female - Loan_ID : LP002949 - Gender.1 : Female - Married : No @@ -291,9 +1151,52 @@ Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender - LoanAmount : 350.0 - Loan_Amount_Term : 180.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002949. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 416. The CoapplicantIncome is 41667.0. The LoanAmount is 350.0. The Loan_Amount_Term is 180.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is N -Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002234, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7167, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002949. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 416. The CoapplicantIncome is 41667.0. The LoanAmount is 350.0. The Loan_Amount_Term is 180.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002949FemaleNo3+GraduateNone41641667.0350.0180.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002949 & Female & No & 3+ & Graduate & NaN & 416 & 41667.000000 & 350.000000 & 180.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 416, 'CoapplicantIncome': 41667.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 350.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002949', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002234, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7167, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002234 - Gender.1 : Male - Married : No @@ -305,9 +1208,52 @@ Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002234. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7167. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001275, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3988, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002234. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7167. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002234MaleNo0GraduateYes71670.0128.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002234 & Male & No & 0 & Graduate & Yes & 7167 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002234', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001275, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3988, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001275 - Gender.1 : Male - Married : Yes @@ -319,9 +1265,52 @@ Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is - LoanAmount : 50.0 - Loan_Amount_Term : 240.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001275. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3988. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001875, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4095, CoapplicantIncome is 3447.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001275. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3988. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001275MaleYes1GraduateNo39880.050.0240.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001275 & Male & Yes & 1 & Graduate & No & 3988 & 0.000000 & 50.000000 & 240.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3988, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP001275', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001875, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4095, CoapplicantIncome is 3447.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001875 - Gender.1 : Male - Married : No @@ -333,9 +1322,52 @@ Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 151.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001875. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4095. The CoapplicantIncome is 3447.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001673, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11000, CoapplicantIncome is 0.0, LoanAmount is 83.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001875. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4095. The CoapplicantIncome is 3447.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001875MaleNo0GraduateNo40953447.0151.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001875 & Male & No & 0 & Graduate & No & 4095 & 3447.000000 & 151.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4095, 'CoapplicantIncome': 3447.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001875', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001673, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11000, CoapplicantIncome is 0.0, LoanAmount is 83.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001673 - Gender.1 : Male - Married : No @@ -347,9 +1379,52 @@ Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is - LoanAmount : 83.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001673. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11000. The CoapplicantIncome is 0.0. The LoanAmount is 83.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002945, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9963, CoapplicantIncome is 0.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001673. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11000. The CoapplicantIncome is 0.0. The LoanAmount is 83.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001673MaleNo0GraduateYes110000.083.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001673 & Male & No & 0 & Graduate & Yes & 11000 & 0.000000 & 83.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 11000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 83.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001673', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002945, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9963, CoapplicantIncome is 0.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002945 - Gender.1 : Male - Married : Yes @@ -361,9 +1436,52 @@ Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender i - LoanAmount : 180.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002945. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9963. The CoapplicantIncome is 0.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002732, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2550, CoapplicantIncome is 2042.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002945. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9963. The CoapplicantIncome is 0.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002945MaleYes0GraduateYes99630.0180.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002945 & Male & Yes & 0 & Graduate & Yes & 9963 & 0.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002945', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002732, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2550, CoapplicantIncome is 2042.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002732 - Gender.1 : Male - Married : No @@ -375,9 +1493,52 @@ Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 126.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002732. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2550. The CoapplicantIncome is 2042.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002502, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 210, CoapplicantIncome is 2917.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002732. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2550. The CoapplicantIncome is 2042.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002732MaleNo0Not GraduateNone25502042.0126.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002732 & Male & No & 0 & Not Graduate & NaN & 2550 & 2042.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2550, 'CoapplicantIncome': 2042.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002732', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002502, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 210, CoapplicantIncome is 2917.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002502 - Gender.1 : Female - Married : Yes @@ -389,9 +1550,52 @@ Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y - LoanAmount : 98.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002502. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 210. The CoapplicantIncome is 2917.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002894, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 0.0, LoanAmount is 36.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002502. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 210. The CoapplicantIncome is 2917.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002502FemaleYes2Not GraduateNone2102917.098.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002502 & Female & Yes & 2 & Not Graduate & NaN & 210 & 2917.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 210, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002502', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]" +Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002894, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 0.0, LoanAmount is 36.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002894 - Gender.1 : Female - Married : Yes @@ -403,9 +1607,52 @@ Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 36.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002894. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 0.0. The LoanAmount is 36.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001938, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4400, CoapplicantIncome is 0.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002894. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 0.0. The LoanAmount is 36.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002894FemaleYes0GraduateNo31660.036.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002894 & Female & Yes & 0 & Graduate & No & 3166 & 0.000000 & 36.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 36.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002894', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001938, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4400, CoapplicantIncome is 0.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001938 - Gender.1 : Male - Married : Yes @@ -417,9 +1664,52 @@ Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gende - LoanAmount : 127.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001938. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4400. The CoapplicantIncome is 0.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001255, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001938. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4400. The CoapplicantIncome is 0.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001938MaleYes2GraduateNo44000.0127.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001938 & Male & Yes & 2 & Graduate & No & 4400 & 0.000000 & 127.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4400, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001938', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001255, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001255 - Gender.1 : Male - Married : No @@ -431,9 +1721,52 @@ Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is - LoanAmount : 113.0 - Loan_Amount_Term : 480.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001255. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001319, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3273, CoapplicantIncome is 1820.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001255. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001255MaleNo0GraduateNo37500.0113.0480.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001255 & Male & No & 0 & Graduate & No & 3750 & 0.000000 & 113.000000 & 480.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001255', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001319, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3273, CoapplicantIncome is 1820.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001319 - Gender.1 : Male - Married : Yes @@ -445,9 +1778,52 @@ Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gen - LoanAmount : 81.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001319. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3273. The CoapplicantIncome is 1820.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001978, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2500.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001319. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3273. The CoapplicantIncome is 1820.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001319MaleYes2Not GraduateNo32731820.081.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001319 & Male & Yes & 2 & Not Graduate & No & 3273 & 1820.000000 & 81.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3273, 'CoapplicantIncome': 1820.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001319', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001978, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2500.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001978 - Gender.1 : Male - Married : No @@ -459,9 +1835,52 @@ Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 140.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001978. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2500.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001238, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 7100, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001978. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2500.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001978MaleNo0GraduateNo40002500.0140.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001978 & Male & No & 0 & Graduate & No & 4000 & 2500.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4000, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001978', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001238, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 7100, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001238 - Gender.1 : Male - Married : Yes @@ -473,9 +1892,52 @@ Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gend - LoanAmount : 125.0 - Loan_Amount_Term : 60.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001238. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 7100. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001032, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4950, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001238. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 7100. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001238MaleYes3+Not GraduateYes71000.0125.060.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001238 & Male & Yes & 3+ & Not Graduate & Yes & 7100 & 0.000000 & 125.000000 & 60.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7100, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 60.0, 'Loan_ID': 'LP001238', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001032, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4950, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001032 - Gender.1 : Male - Married : No @@ -487,9 +1949,52 @@ Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 125.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001032. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4950. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001711, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3430, CoapplicantIncome is 1250.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001032. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4950. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001032MaleNo0GraduateNo49500.0125.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001032 & Male & No & 0 & Graduate & No & 4950 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001032', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001711, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3430, CoapplicantIncome is 1250.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001711 - Gender.1 : Male - Married : Yes @@ -501,9 +2006,52 @@ Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"G - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001711. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3430. The CoapplicantIncome is 1250.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001883, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3418, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001711. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3430. The CoapplicantIncome is 1250.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001711MaleYes3+GraduateNo34301250.0128.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001711 & Male & Yes & 3+ & Graduate & No & 3430 & 1250.000000 & 128.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3430, 'CoapplicantIncome': 1250.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001711', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001883, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3418, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001883 - Gender.1 : Female - Married : No @@ -515,9 +2063,52 @@ Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender i - LoanAmount : 135.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001883. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3418. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001289, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8566, CoapplicantIncome is 0.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001883. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3418. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001883FemaleNo0GraduateNone34180.0135.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001883 & Female & No & 0 & Graduate & NaN & 3418 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3418, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001883', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001289, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8566, CoapplicantIncome is 0.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001289 - Gender.1 : Male - Married : No @@ -529,9 +2120,52 @@ Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 210.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001289. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8566. The CoapplicantIncome is 0.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002652, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5815, CoapplicantIncome is 3666.0, LoanAmount is 311.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001289. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8566. The CoapplicantIncome is 0.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001289MaleNo0GraduateNo85660.0210.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001289 & Male & No & 0 & Graduate & No & 8566 & 0.000000 & 210.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001289', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002652, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5815, CoapplicantIncome is 3666.0, LoanAmount is 311.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002652 - Gender.1 : Male - Married : No @@ -543,9 +2177,52 @@ Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 311.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002652. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5815. The CoapplicantIncome is 3666.0. The LoanAmount is 311.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP001405, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2214, CoapplicantIncome is 1398.0, LoanAmount is 85.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002652. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5815. The CoapplicantIncome is 3666.0. The LoanAmount is 311.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002652MaleNo0GraduateNo58153666.0311.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002652 & Male & No & 0 & Graduate & No & 5815 & 3666.000000 & 311.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5815, 'CoapplicantIncome': 3666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 311.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002652', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP001405, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2214, CoapplicantIncome is 1398.0, LoanAmount is 85.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP001405 - Gender.1 : Male - Married : Yes @@ -557,9 +2234,52 @@ Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is - LoanAmount : 85.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001405. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2214. The CoapplicantIncome is 1398.0. The LoanAmount is 85.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002272, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3276, CoapplicantIncome is 484.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001405. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2214. The CoapplicantIncome is 1398.0. The LoanAmount is 85.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001405MaleYes1GraduateNo22141398.085.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001405 & Male & Yes & 1 & Graduate & No & 2214 & 1398.000000 & 85.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2214, 'CoapplicantIncome': 1398.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 85.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001405', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002272, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3276, CoapplicantIncome is 484.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002272 - Gender.1 : Male - Married : Yes @@ -571,9 +2291,52 @@ Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender - LoanAmount : 135.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002272. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3276. The CoapplicantIncome is 484.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002347, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3246, CoapplicantIncome is 1417.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002272. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3276. The CoapplicantIncome is 484.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002272MaleYes2GraduateNo3276484.0135.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002272 & Male & Yes & 2 & Graduate & No & 3276 & 484.000000 & 135.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3276, 'CoapplicantIncome': 484.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002272', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002347, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3246, CoapplicantIncome is 1417.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002347 - Gender.1 : Male - Married : Yes @@ -585,9 +2348,52 @@ Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 138.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002347. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3246. The CoapplicantIncome is 1417.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001098, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1667.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002347. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3246. The CoapplicantIncome is 1417.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002347MaleYes0GraduateNo32461417.0138.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002347 & Male & Yes & 0 & Graduate & No & 3246 & 1417.000000 & 138.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3246, 'CoapplicantIncome': 1417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002347', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001098, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1667.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001098 - Gender.1 : Male - Married : Yes @@ -599,9 +2405,52 @@ Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 114.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001098. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1667.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001002, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5849, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001098. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1667.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001098MaleYes0GraduateNo35001667.0114.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001098 & Male & Yes & 0 & Graduate & No & 3500 & 1667.000000 & 114.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3500, 'CoapplicantIncome': 1667.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001098', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001002, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5849, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001002 - Gender.1 : Male - Married : No @@ -613,9 +2462,52 @@ Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male, - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001002. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5849. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002964, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3987, CoapplicantIncome is 1411.0, LoanAmount is 157.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001002. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5849. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001002MaleNo0GraduateNo58490.0None360.01.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001002 & Male & No & 0 & Graduate & No & 5849 & 0.000000 & NaN & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5849, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001002', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002964, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3987, CoapplicantIncome is 1411.0, LoanAmount is 157.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002964 - Gender.1 : Male - Married : Yes @@ -627,9 +2519,52 @@ Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Ge - LoanAmount : 157.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002964. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3987. The CoapplicantIncome is 1411.0. The LoanAmount is 157.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001610, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5516, CoapplicantIncome is 11300.0, LoanAmount is 495.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002964. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3987. The CoapplicantIncome is 1411.0. The LoanAmount is 157.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002964MaleYes2Not GraduateNo39871411.0157.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002964 & Male & Yes & 2 & Not Graduate & No & 3987 & 1411.000000 & 157.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3987, 'CoapplicantIncome': 1411.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002964', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001610, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5516, CoapplicantIncome is 11300.0, LoanAmount is 495.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001610 - Gender.1 : Male - Married : Yes @@ -641,9 +2576,52 @@ Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N," - LoanAmount : 495.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001610. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5516. The CoapplicantIncome is 11300.0. The LoanAmount is 495.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002149, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 3167.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001610. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5516. The CoapplicantIncome is 11300.0. The LoanAmount is 495.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001610MaleYes3+GraduateNo551611300.0495.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001610 & Male & Yes & 3+ & Graduate & No & 5516 & 11300.000000 & 495.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5516, 'CoapplicantIncome': 11300.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 495.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001610', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002149, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 3167.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002149 - Gender.1 : Male - Married : Yes @@ -655,9 +2633,52 @@ Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 165.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002149. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 3167.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002287, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1500, CoapplicantIncome is 1800.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002149. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 3167.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002149MaleYes2GraduateNo83333167.0165.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002149 & Male & Yes & 2 & Graduate & No & 8333 & 3167.000000 & 165.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8333, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002149', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002287, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1500, CoapplicantIncome is 1800.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002287 - Gender.1 : Female - Married : No @@ -669,9 +2690,52 @@ Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N, - LoanAmount : 103.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002287. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1500. The CoapplicantIncome is 1800.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002602, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6283, CoapplicantIncome is 4416.0, LoanAmount is 209.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002287. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1500. The CoapplicantIncome is 1800.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002287FemaleNo0GraduateNo15001800.0103.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002287 & Female & No & 0 & Graduate & No & 1500 & 1800.000000 & 103.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1500, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002287', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002602, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6283, CoapplicantIncome is 4416.0, LoanAmount is 209.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002602 - Gender.1 : Male - Married : No @@ -683,9 +2747,52 @@ Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender - LoanAmount : 209.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002602. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6283. The CoapplicantIncome is 4416.0. The LoanAmount is 209.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP001864, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4931, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002602. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6283. The CoapplicantIncome is 4416.0. The LoanAmount is 209.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002602MaleNo0GraduateNo62834416.0209.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002602 & Male & No & 0 & Graduate & No & 6283 & 4416.000000 & 209.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6283, 'CoapplicantIncome': 4416.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 209.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002602', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP001864, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4931, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001864 - Gender.1 : Male - Married : Yes @@ -697,9 +2804,52 @@ Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gen - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001864. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4931. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001047, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1911.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001864. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4931. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001864MaleYes3+Not GraduateNo49310.0128.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001864 & Male & Yes & 3+ & Not Graduate & No & 4931 & 0.000000 & 128.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4931, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001864', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001047, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1911.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001047 - Gender.1 : Male - Married : Yes @@ -711,9 +2861,52 @@ Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N - LoanAmount : 116.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001047. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1911.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002459, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4301, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001047. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1911.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001047MaleYes0Not GraduateNo26001911.0116.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001047 & Male & Yes & 0 & Not Graduate & No & 2600 & 1911.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 1911.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001047', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002459, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4301, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002459 - Gender.1 : Male - Married : Yes @@ -725,9 +2918,52 @@ Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 118.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002459. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4301. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001404, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 2283.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002459. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4301. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002459MaleYes0GraduateNo43010.0118.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002459 & Male & Yes & 0 & Graduate & No & 4301 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4301, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002459', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001404, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 2283.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001404 - Gender.1 : Female - Married : Yes @@ -739,9 +2975,52 @@ Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y - LoanAmount : 154.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001404. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 2283.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001310, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5695, CoapplicantIncome is 4167.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001404. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 2283.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001404FemaleYes0GraduateNo31672283.0154.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001404 & Female & Yes & 0 & Graduate & No & 3167 & 2283.000000 & 154.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3167, 'CoapplicantIncome': 2283.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001404', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001310, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5695, CoapplicantIncome is 4167.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001310 - Gender.1 : Male - Married : Yes @@ -753,9 +3032,52 @@ Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 175.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001310. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5695. The CoapplicantIncome is 4167.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP002898, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1880, CoapplicantIncome is 0.0, LoanAmount is 61.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001310. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5695. The CoapplicantIncome is 4167.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001310MaleYes0GraduateNo56954167.0175.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001310 & Male & Yes & 0 & Graduate & No & 5695 & 4167.000000 & 175.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5695, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001310', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP002898, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1880, CoapplicantIncome is 0.0, LoanAmount is 61.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP002898 - Gender.1 : Male - Married : Yes @@ -767,9 +3089,52 @@ Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Mal - LoanAmount : 61.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002898. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1880. The CoapplicantIncome is 0.0. The LoanAmount is 61.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is N -Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002422, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 37719, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002898. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1880. The CoapplicantIncome is 0.0. The LoanAmount is 61.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002898MaleYes1GraduateNo18800.061.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002898 & Male & Yes & 1 & Graduate & No & 1880 & 0.000000 & 61.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1880, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 61.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002898', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002422, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 37719, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002422 - Gender.1 : Male - Married : No @@ -781,9 +3146,52 @@ Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 152.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002422. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 37719. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001038, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4887, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002422. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 37719. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002422MaleNo1GraduateNo377190.0152.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002422 & Male & No & 1 & Graduate & No & 37719 & 0.000000 & 152.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 37719, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002422', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001038, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4887, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001038 - Gender.1 : Male - Married : Yes @@ -795,9 +3203,52 @@ Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gende - LoanAmount : 133.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001038. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4887. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002226, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3333, CoapplicantIncome is 2500.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001038. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4887. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001038MaleYes0Not GraduateNo48870.0133.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001038 & Male & Yes & 0 & Not Graduate & No & 4887 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4887, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001038', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002226, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3333, CoapplicantIncome is 2500.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002226 - Gender.1 : Male - Married : Yes @@ -809,9 +3260,52 @@ Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gend - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002226. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3333. The CoapplicantIncome is 2500.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002434, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002226. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3333. The CoapplicantIncome is 2500.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002226MaleYes0GraduateNone33332500.0128.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002226 & Male & Yes & 0 & Graduate & NaN & 3333 & 2500.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002226', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]" +Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002434, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002434 - Gender.1 : Male - Married : Yes @@ -823,9 +3317,52 @@ Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002434. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001508, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11757, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002434. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002434MaleYes2Not GraduateNo46520.0110.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002434 & Male & Yes & 2 & Not Graduate & No & 4652 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002434', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001508, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11757, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001508 - Gender.1 : Male - Married : Yes @@ -837,9 +3374,52 @@ Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender i - LoanAmount : 187.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001508. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11757. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001936, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3075, CoapplicantIncome is 2416.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001508. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11757. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001508MaleYes2GraduateNo117570.0187.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001508 & Male & Yes & 2 & Graduate & No & 11757 & 0.000000 & 187.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 11757, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001508', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001936, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3075, CoapplicantIncome is 2416.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001936 - Gender.1 : Male - Married : Yes @@ -851,9 +3431,52 @@ Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 139.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001936. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3075. The CoapplicantIncome is 2416.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gender is Female, Loan_ID is LP002142, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5500, CoapplicantIncome is 0.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001936. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3075. The CoapplicantIncome is 2416.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001936MaleYes0GraduateNo30752416.0139.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001936 & Male & Yes & 0 & Graduate & No & 3075 & 2416.000000 & 139.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3075, 'CoapplicantIncome': 2416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001936', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gender is Female, Loan_ID is LP002142, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5500, CoapplicantIncome is 0.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP002142 - Gender.1 : Female - Married : Yes @@ -865,9 +3488,52 @@ Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gend - LoanAmount : 105.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002142. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5500. The CoapplicantIncome is 0.0. The LoanAmount is 105.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002788, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2454, CoapplicantIncome is 2333.0, LoanAmount is 181.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002142. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5500. The CoapplicantIncome is 0.0. The LoanAmount is 105.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002142FemaleYes0GraduateYes55000.0105.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002142 & Female & Yes & 0 & Graduate & Yes & 5500 & 0.000000 & 105.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002142', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002788, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2454, CoapplicantIncome is 2333.0, LoanAmount is 181.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002788 - Gender.1 : Male - Married : Yes @@ -879,9 +3545,52 @@ Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Ge - LoanAmount : 181.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002788. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2454. The CoapplicantIncome is 2333.0. The LoanAmount is 181.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002950, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2894, CoapplicantIncome is 2792.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002788. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2454. The CoapplicantIncome is 2333.0. The LoanAmount is 181.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002788MaleYes0Not GraduateNo24542333.0181.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002788 & Male & Yes & 0 & Not Graduate & No & 2454 & 2333.000000 & 181.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2454, 'CoapplicantIncome': 2333.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 181.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002788', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002950, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2894, CoapplicantIncome is 2792.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002950 - Gender.1 : Male - Married : Yes @@ -893,9 +3602,52 @@ Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gend - LoanAmount : 155.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002950. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2894. The CoapplicantIncome is 2792.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001868, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2060, CoapplicantIncome is 2209.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002950. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2894. The CoapplicantIncome is 2792.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002950MaleYes0Not GraduateNone28942792.0155.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002950 & Male & Yes & 0 & Not Graduate & NaN & 2894 & 2792.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2894, 'CoapplicantIncome': 2792.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002950', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001868, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2060, CoapplicantIncome is 2209.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001868 - Gender.1 : Male - Married : No @@ -907,9 +3659,52 @@ Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 134.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001868. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2060. The CoapplicantIncome is 2209.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002587, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1700.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001868. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2060. The CoapplicantIncome is 2209.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001868MaleNo0GraduateNo20602209.0134.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001868 & Male & No & 0 & Graduate & No & 2060 & 2209.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2060, 'CoapplicantIncome': 2209.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001868', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002587, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1700.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002587 - Gender.1 : Male - Married : Yes @@ -921,9 +3716,52 @@ Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Ge - LoanAmount : 107.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002587. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1700.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002716, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6783, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002587. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1700.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002587MaleYes0Not GraduateNo26001700.0107.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002587 & Male & Yes & 0 & Not Graduate & No & 2600 & 1700.000000 & 107.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 1700.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002587', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002716, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6783, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002716 - Gender.1 : Male - Married : No @@ -935,9 +3773,52 @@ Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002716. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6783. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002335, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2149, CoapplicantIncome is 3237.0, LoanAmount is 178.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002716. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6783. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002716MaleNo0Not GraduateNo67830.0130.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002716 & Male & No & 0 & Not Graduate & No & 6783 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6783, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002716', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002335, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2149, CoapplicantIncome is 3237.0, LoanAmount is 178.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002335 - Gender.1 : Female - Married : Yes @@ -949,9 +3830,52 @@ Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurb - LoanAmount : 178.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002335. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2149. The CoapplicantIncome is 3237.0. The LoanAmount is 178.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001578, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2439, CoapplicantIncome is 3333.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002335. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2149. The CoapplicantIncome is 3237.0. The LoanAmount is 178.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002335FemaleYes0Not GraduateNo21493237.0178.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002335 & Female & Yes & 0 & Not Graduate & No & 2149 & 3237.000000 & 178.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2149, 'CoapplicantIncome': 3237.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 178.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002335', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001578, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2439, CoapplicantIncome is 3333.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001578 - Gender.1 : Male - Married : Yes @@ -963,9 +3887,52 @@ Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 129.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001578. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2439. The CoapplicantIncome is 3333.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001186, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11500, CoapplicantIncome is 0.0, LoanAmount is 286.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001578. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2439. The CoapplicantIncome is 3333.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001578MaleYes0GraduateNo24393333.0129.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001578 & Male & Yes & 0 & Graduate & No & 2439 & 3333.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2439, 'CoapplicantIncome': 3333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001578', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001186, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11500, CoapplicantIncome is 0.0, LoanAmount is 286.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001186 - Gender.1 : Female - Married : Yes @@ -977,9 +3944,52 @@ Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gen - LoanAmount : 286.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001186. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11500. The CoapplicantIncome is 0.0. The LoanAmount is 286.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001825, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1809, CoapplicantIncome is 1868.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001186. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11500. The CoapplicantIncome is 0.0. The LoanAmount is 286.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001186FemaleYes1GraduateYes115000.0286.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001186 & Female & Yes & 1 & Graduate & Yes & 11500 & 0.000000 & 286.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 11500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 286.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001186', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001825, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1809, CoapplicantIncome is 1868.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001825 - Gender.1 : Male - Married : Yes @@ -991,9 +4001,52 @@ Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 90.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001825. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1809. The CoapplicantIncome is 1868.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001138, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5649, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001825. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1809. The CoapplicantIncome is 1868.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001825MaleYes0GraduateNo18091868.090.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001825 & Male & Yes & 0 & Graduate & No & 1809 & 1868.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1809, 'CoapplicantIncome': 1868.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001825', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001138, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5649, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001138 - Gender.1 : Male - Married : Yes @@ -1005,9 +4058,52 @@ Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 44.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001138. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5649. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001322, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4133, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001138. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5649. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001138MaleYes1GraduateNo56490.044.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001138 & Male & Yes & 1 & Graduate & No & 5649 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5649, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001138', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001322, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4133, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001322 - Gender.1 : Male - Married : No @@ -1019,9 +4115,52 @@ Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 122.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001322. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4133. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001892, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 1857.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001322. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4133. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001322MaleNo0GraduateNo41330.0122.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001322 & Male & No & 0 & Graduate & No & 4133 & 0.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4133, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001322', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001892, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 1857.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001892 - Gender.1 : Male - Married : No @@ -1033,9 +4172,52 @@ Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 126.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001892. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 1857.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001379, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3800, CoapplicantIncome is 3600.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001892. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 1857.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001892MaleNo0GraduateNo28331857.0126.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001892 & Male & No & 0 & Graduate & No & 2833 & 1857.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2833, 'CoapplicantIncome': 1857.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001892', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001379, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3800, CoapplicantIncome is 3600.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001379 - Gender.1 : Male - Married : Yes @@ -1047,9 +4229,52 @@ Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender - LoanAmount : 216.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001379. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3800. The CoapplicantIncome is 3600.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001910, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4053, CoapplicantIncome is 2426.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001379. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3800. The CoapplicantIncome is 3600.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001379MaleYes2GraduateNo38003600.0216.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001379 & Male & Yes & 2 & Graduate & No & 3800 & 3600.000000 & 216.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3800, 'CoapplicantIncome': 3600.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001379', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001910, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4053, CoapplicantIncome is 2426.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001910 - Gender.1 : Male - Married : No @@ -1061,9 +4286,52 @@ Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Ge - LoanAmount : 158.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001910. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4053. The CoapplicantIncome is 2426.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001665, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3125, CoapplicantIncome is 2583.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001910. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4053. The CoapplicantIncome is 2426.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001910MaleNo1Not GraduateYes40532426.0158.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001910 & Male & No & 1 & Not Graduate & Yes & 4053 & 2426.000000 & 158.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4053, 'CoapplicantIncome': 2426.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001910', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001665, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3125, CoapplicantIncome is 2583.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001665 - Gender.1 : Male - Married : Yes @@ -1075,9 +4343,52 @@ Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Ge - LoanAmount : 170.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001665. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3125. The CoapplicantIncome is 2583.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002990, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001665. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3125. The CoapplicantIncome is 2583.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001665MaleYes1GraduateNo31252583.0170.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001665 & Male & Yes & 1 & Graduate & No & 3125 & 2583.000000 & 170.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3125, 'CoapplicantIncome': 2583.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001665', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002990, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002990 - Gender.1 : Female - Married : No @@ -1089,9 +4400,52 @@ Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"G - LoanAmount : 133.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002990. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002586, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3326, CoapplicantIncome is 913.0, LoanAmount is 105.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002990. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002990FemaleNo0GraduateYes45830.0133.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002990 & Female & No & 0 & Graduate & Yes & 4583 & 0.000000 & 133.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002990', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002586, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3326, CoapplicantIncome is 913.0, LoanAmount is 105.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002586 - Gender.1 : Female - Married : Yes @@ -1103,9 +4457,52 @@ Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y," - LoanAmount : 105.0 - Loan_Amount_Term : 84.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002586. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3326. The CoapplicantIncome is 913.0. The LoanAmount is 105.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender is Male, Loan_ID is LP002447, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1958, CoapplicantIncome is 1456.0, LoanAmount is 60.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002586. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3326. The CoapplicantIncome is 913.0. The LoanAmount is 105.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002586FemaleYes1GraduateNo3326913.0105.084.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002586 & Female & Yes & 1 & Graduate & No & 3326 & 913.000000 & 105.000000 & 84.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3326, 'CoapplicantIncome': 913.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 84.0, 'Loan_ID': 'LP002586', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender is Male, Loan_ID is LP002447, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1958, CoapplicantIncome is 1456.0, LoanAmount is 60.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP002447 - Gender.1 : Male - Married : Yes @@ -1117,9 +4514,52 @@ Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender - LoanAmount : 60.0 - Loan_Amount_Term : 300.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002447. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1958. The CoapplicantIncome is 1456.0. The LoanAmount is 60.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001811, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3406, CoapplicantIncome is 4417.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002447. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1958. The CoapplicantIncome is 1456.0. The LoanAmount is 60.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002447MaleYes2Not GraduateNo19581456.060.0300.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002447 & Male & Yes & 2 & Not Graduate & No & 1958 & 1456.000000 & 60.000000 & 300.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1958, 'CoapplicantIncome': 1456.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002447', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001811, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3406, CoapplicantIncome is 4417.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001811 - Gender.1 : Male - Married : Yes @@ -1131,9 +4571,52 @@ Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y - LoanAmount : 123.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001811. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3406. The CoapplicantIncome is 4417.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002265, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1993, CoapplicantIncome is 1625.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001811. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3406. The CoapplicantIncome is 4417.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001811MaleYes0Not GraduateNo34064417.0123.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001811 & Male & Yes & 0 & Not Graduate & No & 3406 & 4417.000000 & 123.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3406, 'CoapplicantIncome': 4417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001811', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002265, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1993, CoapplicantIncome is 1625.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002265 - Gender.1 : Male - Married : Yes @@ -1145,9 +4628,52 @@ Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y - LoanAmount : 113.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002265. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1993. The CoapplicantIncome is 1625.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002002, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002265. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1993. The CoapplicantIncome is 1625.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002265MaleYes2Not GraduateNo19931625.0113.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002265 & Male & Yes & 2 & Not Graduate & No & 1993 & 1625.000000 & 113.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1993, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002265', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002002, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002002 - Gender.1 : Female - Married : No @@ -1159,9 +4685,52 @@ Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 84.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002002. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002315, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8300, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002002. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002002FemaleNo0GraduateNo29170.084.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002002 & Female & No & 0 & Graduate & No & 2917 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2917, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002002', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002315, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8300, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002315 - Gender.1 : Male - Married : Yes @@ -1173,9 +4742,52 @@ Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gende - LoanAmount : 152.0 - Loan_Amount_Term : 300.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002315. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8300. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002855, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 16666, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002315. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8300. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002315MaleYes1GraduateNo83000.0152.0300.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002315 & Male & Yes & 1 & Graduate & No & 8300 & 0.000000 & 152.000000 & 300.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002315', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002855, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 16666, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002855 - Gender.1 : Male - Married : Yes @@ -1187,9 +4799,52 @@ Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender i - LoanAmount : 275.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002855. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16666. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001872, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5166, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002855. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16666. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002855MaleYes2GraduateNo166660.0275.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002855 & Male & Yes & 2 & Graduate & No & 16666 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 16666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002855', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001872, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5166, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001872 - Gender.1 : Male - Married : No @@ -1201,9 +4856,52 @@ Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001872. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5166. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002547, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 18333, CoapplicantIncome is 0.0, LoanAmount is 500.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001872. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5166. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001872MaleNo0GraduateYes51660.0128.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001872 & Male & No & 0 & Graduate & Yes & 5166 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001872', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002547, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 18333, CoapplicantIncome is 0.0, LoanAmount is 500.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002547 - Gender.1 : Male - Married : Yes @@ -1215,9 +4913,52 @@ Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender i - LoanAmount : 500.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002547. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 18333. The CoapplicantIncome is 0.0. The LoanAmount is 500.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP001241, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002547. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 18333. The CoapplicantIncome is 0.0. The LoanAmount is 500.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002547MaleYes1GraduateNo183330.0500.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002547 & Male & Yes & 1 & Graduate & No & 18333 & 0.000000 & 500.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 18333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 500.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002547', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP001241, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001241 - Gender.1 : Female - Married : No @@ -1229,9 +4970,52 @@ Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Ge - LoanAmount : 136.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001241. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002772, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2526, CoapplicantIncome is 1783.0, LoanAmount is 145.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001241. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001241FemaleNo0GraduateNo43000.0136.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001241 & Female & No & 0 & Graduate & No & 4300 & 0.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001241', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002772, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2526, CoapplicantIncome is 1783.0, LoanAmount is 145.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002772 - Gender.1 : Male - Married : No @@ -1243,9 +5027,52 @@ Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 145.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002772. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2526. The CoapplicantIncome is 1783.0. The LoanAmount is 145.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002342, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 1600, CoapplicantIncome is 20000.0, LoanAmount is 239.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002772. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2526. The CoapplicantIncome is 1783.0. The LoanAmount is 145.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002772MaleNo0GraduateNo25261783.0145.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002772 & Male & No & 0 & Graduate & No & 2526 & 1783.000000 & 145.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2526, 'CoapplicantIncome': 1783.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 145.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002772', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002342, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 1600, CoapplicantIncome is 20000.0, LoanAmount is 239.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002342 - Gender.1 : Male - Married : Yes @@ -1257,9 +5084,52 @@ Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gend - LoanAmount : 239.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002342. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 1600. The CoapplicantIncome is 20000.0. The LoanAmount is 239.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001925, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2600, CoapplicantIncome is 1717.0, LoanAmount is 99.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002342. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 1600. The CoapplicantIncome is 20000.0. The LoanAmount is 239.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002342MaleYes2GraduateYes160020000.0239.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002342 & Male & Yes & 2 & Graduate & Yes & 1600 & 20000.000000 & 239.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1600, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 239.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002342', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001925, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2600, CoapplicantIncome is 1717.0, LoanAmount is 99.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001925 - Gender.1 : Female - Married : No @@ -1271,9 +5141,52 @@ Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N, - LoanAmount : 99.0 - Loan_Amount_Term : 300.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001925. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2600. The CoapplicantIncome is 1717.0. The LoanAmount is 99.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002738, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3617, CoapplicantIncome is 0.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001925. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2600. The CoapplicantIncome is 1717.0. The LoanAmount is 99.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001925FemaleNo0GraduateYes26001717.099.0300.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001925 & Female & No & 0 & Graduate & Yes & 2600 & 1717.000000 & 99.000000 & 300.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001925', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002738, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3617, CoapplicantIncome is 0.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002738 - Gender.1 : Male - Married : No @@ -1285,9 +5198,52 @@ Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 107.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002738. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3617. The CoapplicantIncome is 0.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002741, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4608, CoapplicantIncome is 2845.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002738. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3617. The CoapplicantIncome is 0.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002738MaleNo2GraduateNo36170.0107.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002738 & Male & No & 2 & Graduate & No & 3617 & 0.000000 & 107.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3617, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002738', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002741, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4608, CoapplicantIncome is 2845.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002741 - Gender.1 : Female - Married : Yes @@ -1299,9 +5255,52 @@ Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y - LoanAmount : 140.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002741. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4608. The CoapplicantIncome is 2845.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001955, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 2541.0, LoanAmount is 151.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002741. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4608. The CoapplicantIncome is 2845.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002741FemaleYes1GraduateNo46082845.0140.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002741 & Female & Yes & 1 & Graduate & No & 4608 & 2845.000000 & 140.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4608, 'CoapplicantIncome': 2845.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002741', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001955, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 2541.0, LoanAmount is 151.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001955 - Gender.1 : Female - Married : No @@ -1313,9 +5312,52 @@ Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gen - LoanAmount : 151.0 - Loan_Amount_Term : 480.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001955. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 2541.0. The LoanAmount is 151.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001520, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4860, CoapplicantIncome is 830.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001955. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 2541.0. The LoanAmount is 151.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001955FemaleNo0GraduateNo50002541.0151.0480.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001955 & Female & No & 0 & Graduate & No & 5000 & 2541.000000 & 151.000000 & 480.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5000, 'CoapplicantIncome': 2541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 151.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001955', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001520, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4860, CoapplicantIncome is 830.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001520 - Gender.1 : Male - Married : Yes @@ -1327,9 +5369,52 @@ Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 125.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001520. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4860. The CoapplicantIncome is 830.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001439, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 2014.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001520. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4860. The CoapplicantIncome is 830.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001520MaleYes0GraduateNo4860830.0125.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001520 & Male & Yes & 0 & Graduate & No & 4860 & 830.000000 & 125.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4860, 'CoapplicantIncome': 830.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001520', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001439, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 2014.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001439 - Gender.1 : Male - Married : Yes @@ -1341,9 +5426,52 @@ Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Ge - LoanAmount : 194.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001439. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 2014.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002418, Gender.1 is Male, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4707, CoapplicantIncome is 1993.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001439. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 2014.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001439MaleYes0Not GraduateNo43002014.0194.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001439 & Male & Yes & 0 & Not Graduate & No & 4300 & 2014.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4300, 'CoapplicantIncome': 2014.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001439', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002418, Gender.1 is Male, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4707, CoapplicantIncome is 1993.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002418 - Gender.1 : Male - Married : No @@ -1355,9 +5483,52 @@ Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y - LoanAmount : 148.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002418. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4707. The CoapplicantIncome is 1993.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002536, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3095, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002418. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4707. The CoapplicantIncome is 1993.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002418MaleNo3+Not GraduateNo47071993.0148.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002418 & Male & No & 3+ & Not Graduate & No & 4707 & 1993.000000 & 148.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4707, 'CoapplicantIncome': 1993.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002418', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002536, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3095, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002536 - Gender.1 : Male - Married : Yes @@ -1369,9 +5540,52 @@ Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gend - LoanAmount : 113.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002536. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3095. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001640, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 39147, CoapplicantIncome is 4750.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002536. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3095. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002536MaleYes3+Not GraduateNo30950.0113.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002536 & Male & Yes & 3+ & Not Graduate & No & 3095 & 0.000000 & 113.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3095, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002536', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001640, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 39147, CoapplicantIncome is 4750.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001640 - Gender.1 : Male - Married : Yes @@ -1383,9 +5597,52 @@ Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y," - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001640. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 39147. The CoapplicantIncome is 4750.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001819, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6608, CoapplicantIncome is 0.0, LoanAmount is 137.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001640. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 39147. The CoapplicantIncome is 4750.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001640MaleYes0GraduateYes391474750.0120.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001640 & Male & Yes & 0 & Graduate & Yes & 39147 & 4750.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 39147, 'CoapplicantIncome': 4750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001640', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001819, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6608, CoapplicantIncome is 0.0, LoanAmount is 137.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001819 - Gender.1 : Male - Married : Yes @@ -1397,9 +5654,52 @@ Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gende - LoanAmount : 137.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001819. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6608. The CoapplicantIncome is 0.0. The LoanAmount is 137.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001963, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2014, CoapplicantIncome is 2925.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001819. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6608. The CoapplicantIncome is 0.0. The LoanAmount is 137.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001819MaleYes1Not GraduateNo66080.0137.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001819 & Male & Yes & 1 & Not Graduate & No & 6608 & 0.000000 & 137.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6608, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001819', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001963, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2014, CoapplicantIncome is 2925.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001963 - Gender.1 : Male - Married : Yes @@ -1411,9 +5711,52 @@ Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender - LoanAmount : 113.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001963. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2014. The CoapplicantIncome is 2925.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002705, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3775, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001963. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2014. The CoapplicantIncome is 2925.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001963MaleYes1GraduateNo20142925.0113.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001963 & Male & Yes & 1 & Graduate & No & 2014 & 2925.000000 & 113.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2014, 'CoapplicantIncome': 2925.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001963', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002705, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3775, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002705 - Gender.1 : Male - Married : Yes @@ -1425,9 +5768,52 @@ Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002705. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3775. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001891, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 11146, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002705. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3775. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002705MaleYes0GraduateNo37750.0110.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002705 & Male & Yes & 0 & Graduate & No & 3775 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3775, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002705', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001891, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 11146, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001891 - Gender.1 : Male - Married : Yes @@ -1439,9 +5825,52 @@ Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender i - LoanAmount : 136.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001891. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11146. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001907, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 436.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001891. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11146. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001891MaleYes0GraduateNo111460.0136.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001891 & Male & Yes & 0 & Graduate & No & 11146 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 11146, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001891', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001907, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 436.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001907 - Gender.1 : Male - Married : Yes @@ -1453,9 +5882,52 @@ Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gend - LoanAmount : 436.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001907. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 436.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001095, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001907. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 436.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001907MaleYes0GraduateNo145830.0436.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001907 & Male & Yes & 0 & Graduate & No & 14583 & 0.000000 & 436.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 436.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001907', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001095, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001095 - Gender.1 : Male - Married : No @@ -1467,9 +5939,52 @@ Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is M - LoanAmount : 74.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001095. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002928, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 3416.0, LoanAmount is 56.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001095. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001095MaleNo0GraduateNo31670.074.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001095 & Male & No & 0 & Graduate & No & 3167 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001095', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002928, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 3416.0, LoanAmount is 56.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002928 - Gender.1 : Male - Married : Yes @@ -1481,9 +5996,52 @@ Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gen - LoanAmount : 56.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002928. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 3416.0. The LoanAmount is 56.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002692, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5677, CoapplicantIncome is 1424.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002928. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 3416.0. The LoanAmount is 56.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002928MaleYes0GraduateNo30003416.056.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002928 & Male & Yes & 0 & Graduate & No & 3000 & 3416.000000 & 56.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3000, 'CoapplicantIncome': 3416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 56.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002928', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002692, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5677, CoapplicantIncome is 1424.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002692 - Gender.1 : Male - Married : Yes @@ -1495,9 +6053,52 @@ Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gend - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002692. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5677. The CoapplicantIncome is 1424.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002888, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3182, CoapplicantIncome is 2917.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002692. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5677. The CoapplicantIncome is 1424.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002692MaleYes3+GraduateYes56771424.0100.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002692 & Male & Yes & 3+ & Graduate & Yes & 5677 & 1424.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5677, 'CoapplicantIncome': 1424.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002692', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002888, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3182, CoapplicantIncome is 2917.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002888 - Gender.1 : Male - Married : No @@ -1509,9 +6110,52 @@ Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 161.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002888. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3182. The CoapplicantIncome is 2917.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002515, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3450, CoapplicantIncome is 2079.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002888. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3182. The CoapplicantIncome is 2917.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002888MaleNo0GraduateNone31822917.0161.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002888 & Male & No & 0 & Graduate & NaN & 3182 & 2917.000000 & 161.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3182, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002888', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002515, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3450, CoapplicantIncome is 2079.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002515 - Gender.1 : Male - Married : Yes @@ -1523,9 +6167,52 @@ Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 162.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002515. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3450. The CoapplicantIncome is 2079.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002960, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 3800.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002515. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3450. The CoapplicantIncome is 2079.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002515MaleYes1GraduateYes34502079.0162.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002515 & Male & Yes & 1 & Graduate & Yes & 3450 & 2079.000000 & 162.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3450, 'CoapplicantIncome': 2079.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002515', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002960, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 3800.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002960 - Gender.1 : Male - Married : Yes @@ -1537,9 +6224,52 @@ Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender - LoanAmount : None - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002960. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 3800.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001398, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5050, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002960. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 3800.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002960MaleYes0Not GraduateNo24003800.0None180.01.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002960 & Male & Yes & 0 & Not Graduate & No & 2400 & 3800.000000 & NaN & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2400, 'CoapplicantIncome': 3800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002960', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001398, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5050, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001398 - Gender.1 : Male - Married : No @@ -1551,9 +6281,52 @@ Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender i - LoanAmount : 118.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001398. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5050. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001688, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1083.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001398. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5050. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001398MaleNo0GraduateNone50500.0118.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001398 & Male & No & 0 & Graduate & NaN & 5050 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5050, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001398', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]" +Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001688, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1083.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001688 - Gender.1 : Male - Married : Yes @@ -1565,9 +6338,52 @@ Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Ge - LoanAmount : 135.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001688. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1083.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001498, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001688. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1083.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001688MaleYes1Not GraduateNo35001083.0135.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001688 & Male & Yes & 1 & Not Graduate & No & 3500 & 1083.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3500, 'CoapplicantIncome': 1083.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001688', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001498, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001498 - Gender.1 : Male - Married : No @@ -1579,9 +6395,52 @@ Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 168.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001498. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002138, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2625, CoapplicantIncome is 6250.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001498. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001498MaleNo0GraduateNo54170.0168.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001498 & Male & No & 0 & Graduate & No & 5417 & 0.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001498', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002138, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2625, CoapplicantIncome is 6250.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002138 - Gender.1 : Male - Married : Yes @@ -1593,9 +6452,52 @@ Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002138. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2625. The CoapplicantIncome is 6250.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001014, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3036, CoapplicantIncome is 2504.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002138. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2625. The CoapplicantIncome is 6250.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002138MaleYes0GraduateNo26256250.0187.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002138 & Male & Yes & 0 & Graduate & No & 2625 & 6250.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2625, 'CoapplicantIncome': 6250.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002138', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001014, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3036, CoapplicantIncome is 2504.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001014 - Gender.1 : Male - Married : Yes @@ -1607,9 +6509,52 @@ Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"G - LoanAmount : 158.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001014. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3036. The CoapplicantIncome is 2504.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP002729, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 11250, CoapplicantIncome is 0.0, LoanAmount is 196.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001014. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3036. The CoapplicantIncome is 2504.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001014MaleYes3+GraduateNo30362504.0158.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001014 & Male & Yes & 3+ & Graduate & No & 3036 & 2504.000000 & 158.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3036, 'CoapplicantIncome': 2504.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001014', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP002729, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 11250, CoapplicantIncome is 0.0, LoanAmount is 196.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002729 - Gender.1 : Male - Married : No @@ -1621,9 +6566,52 @@ Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender i - LoanAmount : 196.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002729. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11250. The CoapplicantIncome is 0.0. The LoanAmount is 196.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001041, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2600, CoapplicantIncome is 3500.0, LoanAmount is 115.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002729. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11250. The CoapplicantIncome is 0.0. The LoanAmount is 196.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002729MaleNo1GraduateNo112500.0196.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002729 & Male & No & 1 & Graduate & No & 11250 & 0.000000 & 196.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 11250, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 196.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002729', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001041, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2600, CoapplicantIncome is 3500.0, LoanAmount is 115.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001041 - Gender.1 : Male - Married : Yes @@ -1635,9 +6623,52 @@ Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Mal - LoanAmount : 115.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001041. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2600. The CoapplicantIncome is 3500.0. The LoanAmount is 115.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001586, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3522, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001041. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2600. The CoapplicantIncome is 3500.0. The LoanAmount is 115.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001041MaleYes0GraduateNone26003500.0115.0None1.0Urban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001041 & Male & Yes & 0 & Graduate & NaN & 2600 & 3500.000000 & 115.000000 & NaN & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 3500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001041', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001586, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3522, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001586 - Gender.1 : Male - Married : Yes @@ -1649,9 +6680,52 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende - LoanAmount : 81.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001586. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3522. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -,LP002501,,Yes,0,Graduate,No,16692,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002501, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 16692, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : None + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001586. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3522. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001586MaleYes3+Not GraduateNo35220.081.0180.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001586 & Male & Yes & 3+ & Not Graduate & No & 3522 & 0.000000 & 81.000000 & 180.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3522, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001586', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +,LP002501,,Yes,0,Graduate,No,16692,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002501, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 16692, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None - Loan_ID : LP002501 - Gender.1 : None - Married : Yes @@ -1663,9 +6737,52 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is None. The Loan_ID is LP002501. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16692. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001195, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2132, CoapplicantIncome is 1591.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002501. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16692. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002501NoneYes0GraduateNo166920.0110.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002501 & NaN & Yes & 0 & Graduate & No & 16692 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 16692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002501', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001195, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2132, CoapplicantIncome is 1591.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001195 - Gender.1 : Male - Married : Yes @@ -1677,9 +6794,52 @@ Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 96.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001195. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2132. The CoapplicantIncome is 1591.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP002043, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3541, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001195. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2132. The CoapplicantIncome is 1591.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001195MaleYes0GraduateNo21321591.096.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001195 & Male & Yes & 0 & Graduate & No & 2132 & 1591.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2132, 'CoapplicantIncome': 1591.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001195', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP002043, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3541, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002043 - Gender.1 : Female - Married : No @@ -1691,9 +6851,52 @@ Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gende - LoanAmount : 112.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002043. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3541. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002130, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3523, CoapplicantIncome is 3230.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002043. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3541. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002043FemaleNo1GraduateNo35410.0112.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002043 & Female & No & 1 & Graduate & No & 3541 & 0.000000 & 112.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3541, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002043', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002130, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3523, CoapplicantIncome is 3230.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002130 - Gender.1 : Male - Married : Yes @@ -1705,9 +6908,52 @@ Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gen - LoanAmount : 152.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002130. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3523. The CoapplicantIncome is 3230.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002961, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002130. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3523. The CoapplicantIncome is 3230.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002130MaleYesNoneNot GraduateNo35233230.0152.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002130 & Male & Yes & NaN & Not Graduate & No & 3523 & 3230.000000 & 152.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3523, 'CoapplicantIncome': 3230.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002130', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002961, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002961 - Gender.1 : Male - Married : Yes @@ -1719,9 +6965,52 @@ Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 173.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002961. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002100, Gender.1 is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002961. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002961MaleYes1GraduateNo34002500.0173.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002961 & Male & Yes & 1 & Graduate & No & 3400 & 2500.000000 & 173.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002961', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002100, Gender.1 is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002100 - Gender.1 : Male - Married : No @@ -1733,9 +7022,52 @@ Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Ma - LoanAmount : 71.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002100. The Gender.1 is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002051, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 2167.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002100. The Gender.1 is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002100MaleNoNoneGraduateNo28330.071.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002100 & Male & No & NaN & Graduate & No & 2833 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002100', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002051, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 2167.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002051 - Gender.1 : Male - Married : Yes @@ -1747,9 +7079,52 @@ Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 115.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002051. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 2167.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001151, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2275.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002051. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 2167.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002051MaleYes0GraduateNo24002167.0115.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002051 & Male & Yes & 0 & Graduate & No & 2400 & 2167.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2400, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002051', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001151, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2275.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001151 - Gender.1 : Female - Married : No @@ -1761,9 +7136,52 @@ Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y, - LoanAmount : 144.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001151. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2275.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001896, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3900, CoapplicantIncome is 0.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001151. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2275.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001151FemaleNo0GraduateNo40002275.0144.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001151 & Female & No & 0 & Graduate & No & 4000 & 2275.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4000, 'CoapplicantIncome': 2275.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001151', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001896, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3900, CoapplicantIncome is 0.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001896 - Gender.1 : Male - Married : Yes @@ -1775,9 +7193,52 @@ Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 90.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001896. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3900. The CoapplicantIncome is 0.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001066, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9560, CoapplicantIncome is 0.0, LoanAmount is 191.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001896. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3900. The CoapplicantIncome is 0.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001896MaleYes2GraduateNo39000.090.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001896 & Male & Yes & 2 & Graduate & No & 3900 & 0.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3900, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001896', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001066, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9560, CoapplicantIncome is 0.0, LoanAmount is 191.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001066 - Gender.1 : Male - Married : Yes @@ -1789,9 +7250,52 @@ Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gend - LoanAmount : 191.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001066. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9560. The CoapplicantIncome is 0.0. The LoanAmount is 191.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002244, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 2417.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001066. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9560. The CoapplicantIncome is 0.0. The LoanAmount is 191.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001066MaleYes0GraduateYes95600.0191.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001066 & Male & Yes & 0 & Graduate & Yes & 9560 & 0.000000 & 191.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9560, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 191.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001066', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002244, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 2417.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002244 - Gender.1 : Male - Married : Yes @@ -1803,9 +7307,52 @@ Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 136.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002244. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 2417.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002958, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3676, CoapplicantIncome is 4301.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002244. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 2417.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002244MaleYes0GraduateNo23332417.0136.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002244 & Male & Yes & 0 & Graduate & No & 2333 & 2417.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2333, 'CoapplicantIncome': 2417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002244', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002958, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3676, CoapplicantIncome is 4301.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002958 - Gender.1 : Male - Married : No @@ -1817,9 +7364,52 @@ Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 172.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002958. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3676. The CoapplicantIncome is 4301.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001736, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2221, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002958. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3676. The CoapplicantIncome is 4301.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002958MaleNo0GraduateNo36764301.0172.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002958 & Male & No & 0 & Graduate & No & 3676 & 4301.000000 & 172.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3676, 'CoapplicantIncome': 4301.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002958', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001736, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2221, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001736 - Gender.1 : Male - Married : Yes @@ -1831,9 +7421,52 @@ Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is - LoanAmount : 60.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001736. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2221. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002387, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2425, CoapplicantIncome is 2340.0, LoanAmount is 143.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001736. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2221. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001736MaleYes0GraduateNo22210.060.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001736 & Male & Yes & 0 & Graduate & No & 2221 & 0.000000 & 60.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2221, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001736', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002387, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2425, CoapplicantIncome is 2340.0, LoanAmount is 143.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002387 - Gender.1 : Male - Married : Yes @@ -1845,9 +7478,52 @@ Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 143.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002387. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2425. The CoapplicantIncome is 2340.0. The LoanAmount is 143.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001990, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2000, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002387. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2425. The CoapplicantIncome is 2340.0. The LoanAmount is 143.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002387MaleYes0GraduateNo24252340.0143.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002387 & Male & Yes & 0 & Graduate & No & 2425 & 2340.000000 & 143.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2425, 'CoapplicantIncome': 2340.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 143.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002387', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001990, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2000, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001990 - Gender.1 : Male - Married : No @@ -1859,9 +7535,52 @@ Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is M - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001990. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2000. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001813, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6050, CoapplicantIncome is 4333.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001990. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2000. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001990MaleNo0Not GraduateNo20000.0None360.01.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001990 & Male & No & 0 & Not Graduate & No & 2000 & 0.000000 & NaN & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001990', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001813, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6050, CoapplicantIncome is 4333.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001813 - Gender.1 : Male - Married : No @@ -1873,9 +7592,52 @@ Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender - LoanAmount : 120.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001813. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6050. The CoapplicantIncome is 4333.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002194, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 15759, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001813. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6050. The CoapplicantIncome is 4333.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001813MaleNo0GraduateYes60504333.0120.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001813 & Male & No & 0 & Graduate & Yes & 6050 & 4333.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6050, 'CoapplicantIncome': 4333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001813', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002194, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 15759, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002194 - Gender.1 : Female - Married : No @@ -1887,9 +7649,52 @@ Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 55.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002194. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 15759. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001535, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3254, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002194. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 15759. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002194FemaleNo0GraduateYes157590.055.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002194 & Female & No & 0 & Graduate & Yes & 15759 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 15759, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002194', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001535, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3254, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001535 - Gender.1 : Male - Married : No @@ -1901,9 +7706,52 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M - LoanAmount : 50.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001535. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3254. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -,LP001448,,Yes,3+,Graduate,No,23803,0.0,370.0,360.0,1.0,Rural,Y,"Gender is None, Loan_ID is LP001448, Gender.1 is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 23803, CoapplicantIncome is 0.0, LoanAmount is 370.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : None + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001535. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3254. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001535MaleNo0GraduateNo32540.050.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001535 & Male & No & 0 & Graduate & No & 3254 & 0.000000 & 50.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3254, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001535', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +,LP001448,,Yes,3+,Graduate,No,23803,0.0,370.0,360.0,1.0,Rural,Y,"Gender is None, Loan_ID is LP001448, Gender.1 is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 23803, CoapplicantIncome is 0.0, LoanAmount is 370.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None - Loan_ID : LP001448 - Gender.1 : None - Married : Yes @@ -1915,9 +7763,52 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M - LoanAmount : 370.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is None. The Loan_ID is LP001448. The Gender.1 is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 23803. The CoapplicantIncome is 0.0. The LoanAmount is 370.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002143, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2423, CoapplicantIncome is 505.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is None. The Loan_ID is LP001448. The Gender.1 is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 23803. The CoapplicantIncome is 0.0. The LoanAmount is 370.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP001448NoneYes3+GraduateNo238030.0370.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP001448 & NaN & Yes & 3+ & Graduate & No & 23803 & 0.000000 & 370.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 23803, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 370.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001448', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002143, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2423, CoapplicantIncome is 505.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002143 - Gender.1 : Female - Married : Yes @@ -1929,9 +7820,52 @@ Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y, - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002143. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2423. The CoapplicantIncome is 505.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001392, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7451, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002143. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2423. The CoapplicantIncome is 505.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002143FemaleYes0GraduateNo2423505.0130.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002143 & Female & Yes & 0 & Graduate & No & 2423 & 505.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2423, 'CoapplicantIncome': 505.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002143', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001392, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7451, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001392 - Gender.1 : Female - Married : No @@ -1943,9 +7877,52 @@ Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001392. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7451. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001594, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5708, CoapplicantIncome is 5625.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001392. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7451. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001392FemaleNo1GraduateYes74510.0None360.01.0Semiurban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001392 & Female & No & 1 & Graduate & Yes & 7451 & 0.000000 & NaN & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7451, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001392', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001594, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5708, CoapplicantIncome is 5625.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001594 - Gender.1 : Male - Married : Yes @@ -1957,9 +7934,52 @@ Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001594. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5708. The CoapplicantIncome is 5625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001197, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3366, CoapplicantIncome is 2200.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001594. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5708. The CoapplicantIncome is 5625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001594MaleYes0GraduateNo57085625.0187.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001594 & Male & Yes & 0 & Graduate & No & 5708 & 5625.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5708, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001594', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001197, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3366, CoapplicantIncome is 2200.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001197 - Gender.1 : Male - Married : Yes @@ -1971,9 +7991,52 @@ Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 135.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001197. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3366. The CoapplicantIncome is 2200.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002098, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2935, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001197. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3366. The CoapplicantIncome is 2200.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001197MaleYes0GraduateNo33662200.0135.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001197 & Male & Yes & 0 & Graduate & No & 3366 & 2200.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3366, 'CoapplicantIncome': 2200.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001197', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002098, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2935, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002098 - Gender.1 : Male - Married : No @@ -1985,9 +8048,52 @@ Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 98.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002098. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2935. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001744, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2971, CoapplicantIncome is 2791.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002098. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2935. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002098MaleNo0GraduateNo29350.098.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002098 & Male & No & 0 & Graduate & No & 2935 & 0.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002098', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001744, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2971, CoapplicantIncome is 2791.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001744 - Gender.1 : Male - Married : No @@ -1999,9 +8105,52 @@ Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 144.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001744. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2971. The CoapplicantIncome is 2791.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001036, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3510, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001744. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2971. The CoapplicantIncome is 2791.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001744MaleNo0GraduateNo29712791.0144.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001744 & Male & No & 0 & Graduate & No & 2971 & 2791.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2971, 'CoapplicantIncome': 2791.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001744', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001036, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3510, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001036 - Gender.1 : Female - Married : No @@ -2013,9 +8162,52 @@ Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender - LoanAmount : 76.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001036. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3510. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP002161, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4723, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001036. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3510. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001036FemaleNo0GraduateNo35100.076.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001036 & Female & No & 0 & Graduate & No & 3510 & 0.000000 & 76.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3510, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001036', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP002161, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4723, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002161 - Gender.1 : Female - Married : No @@ -2027,9 +8219,52 @@ Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gen - LoanAmount : 81.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002161. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4723. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001846, Gender.1 is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002161. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4723. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002161FemaleNo1GraduateNo47230.081.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002161 & Female & No & 1 & Graduate & No & 4723 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4723, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002161', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001846, Gender.1 is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001846 - Gender.1 : Female - Married : No @@ -2041,9 +8276,52 @@ Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 255.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001846. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002361, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1820, CoapplicantIncome is 1719.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001846. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001846FemaleNo3+GraduateNo30830.0255.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001846 & Female & No & 3+ & Graduate & No & 3083 & 0.000000 & 255.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3083, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001846', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002361, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1820, CoapplicantIncome is 1719.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002361 - Gender.1 : Male - Married : Yes @@ -2055,9 +8333,52 @@ Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002361. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1820. The CoapplicantIncome is 1719.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002917, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2165, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002361. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1820. The CoapplicantIncome is 1719.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002361MaleYes0GraduateNo18201719.0100.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002361 & Male & Yes & 0 & Graduate & No & 1820 & 1719.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1820, 'CoapplicantIncome': 1719.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002361', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002917, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2165, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002917 - Gender.1 : Female - Married : No @@ -2069,9 +8390,52 @@ Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y, - LoanAmount : 70.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002917. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2165. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001653, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4885, CoapplicantIncome is 0.0, LoanAmount is 48.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002917. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2165. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002917FemaleNo0Not GraduateNo21650.070.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002917 & Female & No & 0 & Not Graduate & No & 2165 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002917', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001653, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4885, CoapplicantIncome is 0.0, LoanAmount is 48.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001653 - Gender.1 : Male - Married : No @@ -2083,9 +8447,52 @@ Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 48.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001653. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4885. The CoapplicantIncome is 0.0. The LoanAmount is 48.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP002086, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 2451.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001653. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4885. The CoapplicantIncome is 0.0. The LoanAmount is 48.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001653MaleNo0Not GraduateNo48850.048.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001653 & Male & No & 0 & Not Graduate & No & 4885 & 0.000000 & 48.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4885, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 48.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001653', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP002086, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 2451.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP002086 - Gender.1 : Female - Married : Yes @@ -2097,9 +8504,52 @@ Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Ge - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002086. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 2451.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002740, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 6417, CoapplicantIncome is 0.0, LoanAmount is 157.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002086. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 2451.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002086FemaleYes0GraduateNo43332451.0110.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002086 & Female & Yes & 0 & Graduate & No & 4333 & 2451.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4333, 'CoapplicantIncome': 2451.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002086', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002740, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 6417, CoapplicantIncome is 0.0, LoanAmount is 157.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002740 - Gender.1 : Male - Married : Yes @@ -2111,9 +8561,52 @@ Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender i - LoanAmount : 157.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002740. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6417. The CoapplicantIncome is 0.0. The LoanAmount is 157.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002229, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5941, CoapplicantIncome is 4232.0, LoanAmount is 296.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002740. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6417. The CoapplicantIncome is 0.0. The LoanAmount is 157.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002740MaleYes3+GraduateNo64170.0157.0180.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002740 & Male & Yes & 3+ & Graduate & No & 6417 & 0.000000 & 157.000000 & 180.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002740', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002229, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5941, CoapplicantIncome is 4232.0, LoanAmount is 296.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002229 - Gender.1 : Male - Married : No @@ -2125,9 +8618,52 @@ Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 296.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002229. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5941. The CoapplicantIncome is 4232.0. The LoanAmount is 296.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001325, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3620, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002229. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5941. The CoapplicantIncome is 4232.0. The LoanAmount is 296.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002229MaleNo0GraduateNo59414232.0296.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002229 & Male & No & 0 & Graduate & No & 5941 & 4232.000000 & 296.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5941, 'CoapplicantIncome': 4232.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 296.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002229', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001325, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3620, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001325 - Gender.1 : Male - Married : No @@ -2139,9 +8675,52 @@ Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gen - LoanAmount : 25.0 - Loan_Amount_Term : 120.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001325. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3620. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001633, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6400, CoapplicantIncome is 7250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001325. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3620. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001325MaleNo0Not GraduateNo36200.025.0120.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001325 & Male & No & 0 & Not Graduate & No & 3620 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3620, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Loan_ID': 'LP001325', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001633, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6400, CoapplicantIncome is 7250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001633 - Gender.1 : Male - Married : Yes @@ -2153,9 +8732,52 @@ Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender - LoanAmount : 180.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001633. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6400. The CoapplicantIncome is 7250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002116, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2378, CoapplicantIncome is 0.0, LoanAmount is 46.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001633. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6400. The CoapplicantIncome is 7250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001633MaleYes1GraduateNo64007250.0180.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001633 & Male & Yes & 1 & Graduate & No & 6400 & 7250.000000 & 180.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6400, 'CoapplicantIncome': 7250.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001633', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002116, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2378, CoapplicantIncome is 0.0, LoanAmount is 46.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP002116 - Gender.1 : Female - Married : No @@ -2167,9 +8789,52 @@ Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 46.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002116. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2378. The CoapplicantIncome is 0.0. The LoanAmount is 46.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP002113, Gender.1 is Female, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1830, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002116. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2378. The CoapplicantIncome is 0.0. The LoanAmount is 46.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002116FemaleNo0GraduateNo23780.046.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002116 & Female & No & 0 & Graduate & No & 2378 & 0.000000 & 46.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2378, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 46.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002116', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP002113, Gender.1 is Female, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1830, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP002113 - Gender.1 : Female - Married : No @@ -2181,9 +8846,52 @@ Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002113. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1830. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002053, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4342, CoapplicantIncome is 189.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002113. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1830. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002113FemaleNo3+Not GraduateNo18300.0None360.00.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002113 & Female & No & 3+ & Not Graduate & No & 1830 & 0.000000 & NaN & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1830, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002113', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002053, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4342, CoapplicantIncome is 189.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002053 - Gender.1 : Male - Married : Yes @@ -2195,9 +8903,52 @@ Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 124.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002053. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4342. The CoapplicantIncome is 189.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001011, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5417, CoapplicantIncome is 4196.0, LoanAmount is 267.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002053. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4342. The CoapplicantIncome is 189.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002053MaleYes3+GraduateNo4342189.0124.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002053 & Male & Yes & 3+ & Graduate & No & 4342 & 189.000000 & 124.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4342, 'CoapplicantIncome': 189.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002053', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001011, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5417, CoapplicantIncome is 4196.0, LoanAmount is 267.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001011 - Gender.1 : Male - Married : Yes @@ -2209,9 +8960,52 @@ Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gende - LoanAmount : 267.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001011. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5417. The CoapplicantIncome is 4196.0. The LoanAmount is 267.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001137, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3410, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001011. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5417. The CoapplicantIncome is 4196.0. The LoanAmount is 267.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001011MaleYes2GraduateYes54174196.0267.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001011 & Male & Yes & 2 & Graduate & Yes & 5417 & 4196.000000 & 267.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5417, 'CoapplicantIncome': 4196.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 267.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001011', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001137, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3410, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001137 - Gender.1 : Female - Married : No @@ -2223,9 +9017,52 @@ Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Fe - LoanAmount : 88.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001137. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3410. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001974, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001137. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3410. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001137FemaleNo0GraduateNo34100.088.0None1.0Urban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001137 & Female & No & 0 & Graduate & No & 3410 & 0.000000 & 88.000000 & NaN & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3410, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 88.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001137', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001974, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001974 - Gender.1 : Female - Married : No @@ -2237,9 +9074,52 @@ Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 132.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001974. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002784, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2492, CoapplicantIncome is 2375.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001974. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001974FemaleNo0GraduateNo50000.0132.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001974 & Female & No & 0 & Graduate & No & 5000 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001974', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002784, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2492, CoapplicantIncome is 2375.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002784 - Gender.1 : Male - Married : Yes @@ -2251,9 +9131,52 @@ Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002784. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2492. The CoapplicantIncome is 2375.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002690, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002784. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2492. The CoapplicantIncome is 2375.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002784MaleYes1Not GraduateNo24922375.0None360.01.0Rural
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002784 & Male & Yes & 1 & Not Graduate & No & 2492 & 2375.000000 & NaN & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2492, 'CoapplicantIncome': 2375.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002784', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002690, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002690 - Gender.1 : Male - Married : No @@ -2265,9 +9188,52 @@ Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 55.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002690. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is Male, Loan_ID is LP001034, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3596, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 240.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002690. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002690MaleNo0GraduateNo25000.055.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002690 & Male & No & 0 & Graduate & No & 2500 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002690', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is Male, Loan_ID is LP001034, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3596, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 240.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP001034 - Gender.1 : Male - Married : No @@ -2279,9 +9245,52 @@ Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is - LoanAmount : 100.0 - Loan_Amount_Term : 240.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001034. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3596. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 240.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001146, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2645, CoapplicantIncome is 3440.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001034. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3596. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 240.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001034MaleNo1Not GraduateNo35960.0100.0240.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001034 & Male & No & 1 & Not Graduate & No & 3596 & 0.000000 & 100.000000 & 240.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3596, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP001034', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001146, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2645, CoapplicantIncome is 3440.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001146 - Gender.1 : Female - Married : Yes @@ -2293,9 +9302,52 @@ Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Ge - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001146. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2645. The CoapplicantIncome is 3440.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002936, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 3300.0, LoanAmount is 142.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001146. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2645. The CoapplicantIncome is 3440.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001146FemaleYes0GraduateNo26453440.0120.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001146 & Female & Yes & 0 & Graduate & No & 2645 & 3440.000000 & 120.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2645, 'CoapplicantIncome': 3440.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001146', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002936, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 3300.0, LoanAmount is 142.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002936 - Gender.1 : Male - Married : Yes @@ -2307,9 +9359,52 @@ Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender - LoanAmount : 142.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002936. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 3300.0. The LoanAmount is 142.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP002618, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4050, CoapplicantIncome is 5302.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002936. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 3300.0. The LoanAmount is 142.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002936MaleYes0GraduateNo38593300.0142.0180.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002936 & Male & Yes & 0 & Graduate & No & 3859 & 3300.000000 & 142.000000 & 180.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3859, 'CoapplicantIncome': 3300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 142.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002936', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP002618, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4050, CoapplicantIncome is 5302.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP002618 - Gender.1 : Male - Married : Yes @@ -2321,9 +9416,52 @@ Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gende - LoanAmount : 138.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002618. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4050. The CoapplicantIncome is 5302.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is N -Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001006, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2358.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002618. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4050. The CoapplicantIncome is 5302.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002618MaleYes1Not GraduateNo40505302.0138.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002618 & Male & Yes & 1 & Not Graduate & No & 4050 & 5302.000000 & 138.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4050, 'CoapplicantIncome': 5302.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002618', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001006, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2358.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001006 - Gender.1 : Male - Married : Yes @@ -2335,9 +9473,52 @@ Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Ge - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001006. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2358.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002110, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 5250, CoapplicantIncome is 688.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001006. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2358.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001006MaleYes0Not GraduateNo25832358.0120.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001006 & Male & Yes & 0 & Not Graduate & No & 2583 & 2358.000000 & 120.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2358.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001006', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002110, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 5250, CoapplicantIncome is 688.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002110 - Gender.1 : Male - Married : Yes @@ -2349,9 +9530,52 @@ Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002110. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5250. The CoapplicantIncome is 688.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender is Male, Loan_ID is LP002449, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2483, CoapplicantIncome is 2466.0, LoanAmount is 90.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002110. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5250. The CoapplicantIncome is 688.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002110MaleYes1GraduateNone5250688.0160.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002110 & Male & Yes & 1 & Graduate & NaN & 5250 & 688.000000 & 160.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5250, 'CoapplicantIncome': 688.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002110', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender is Male, Loan_ID is LP002449, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2483, CoapplicantIncome is 2466.0, LoanAmount is 90.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002449 - Gender.1 : Male - Married : Yes @@ -2363,9 +9587,52 @@ Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender - LoanAmount : 90.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002449. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2483. The CoapplicantIncome is 2466.0. The LoanAmount is 90.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002209, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2764, CoapplicantIncome is 1459.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002449. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2483. The CoapplicantIncome is 2466.0. The LoanAmount is 90.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002449MaleYes0GraduateNo24832466.090.0180.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002449 & Male & Yes & 0 & Graduate & No & 2483 & 2466.000000 & 90.000000 & 180.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2483, 'CoapplicantIncome': 2466.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002449', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002209, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2764, CoapplicantIncome is 1459.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP002209 - Gender.1 : Female - Married : No @@ -2377,9 +9644,52 @@ Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gende - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002209. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2764. The CoapplicantIncome is 1459.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002648, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2130, CoapplicantIncome is 6666.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002209. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2764. The CoapplicantIncome is 1459.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002209FemaleNo0GraduateNone27641459.0110.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002209 & Female & No & 0 & Graduate & NaN & 2764 & 1459.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2764, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002209', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002648, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2130, CoapplicantIncome is 6666.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002648 - Gender.1 : Male - Married : Yes @@ -2391,9 +9701,52 @@ Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gen - LoanAmount : 70.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002648. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2130. The CoapplicantIncome is 6666.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002004, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2927, CoapplicantIncome is 2405.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002648. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2130. The CoapplicantIncome is 6666.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002648MaleYes0GraduateNo21306666.070.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002648 & Male & Yes & 0 & Graduate & No & 2130 & 6666.000000 & 70.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2130, 'CoapplicantIncome': 6666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002648', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002004, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2927, CoapplicantIncome is 2405.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002004 - Gender.1 : Male - Married : No @@ -2405,9 +9758,52 @@ Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y, - LoanAmount : 111.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002004. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2927. The CoapplicantIncome is 2405.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001751, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3250, CoapplicantIncome is 0.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002004. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2927. The CoapplicantIncome is 2405.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002004MaleNo0Not GraduateNo29272405.0111.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002004 & Male & No & 0 & Not Graduate & No & 2927 & 2405.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2927, 'CoapplicantIncome': 2405.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002004', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001751, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3250, CoapplicantIncome is 0.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001751 - Gender.1 : Male - Married : Yes @@ -2419,9 +9815,52 @@ Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is - LoanAmount : 170.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001751. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3250. The CoapplicantIncome is 0.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001068, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2799, CoapplicantIncome is 2253.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001751. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3250. The CoapplicantIncome is 0.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001751MaleYes0GraduateNo32500.0170.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001751 & Male & Yes & 0 & Graduate & No & 3250 & 0.000000 & 170.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001751', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001068, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2799, CoapplicantIncome is 2253.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001068 - Gender.1 : Male - Married : Yes @@ -2433,9 +9872,52 @@ Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 122.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001068. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2799. The CoapplicantIncome is 2253.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002403, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10416, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001068. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2799. The CoapplicantIncome is 2253.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001068MaleYes0GraduateNo27992253.0122.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001068 & Male & Yes & 0 & Graduate & No & 2799 & 2253.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2799, 'CoapplicantIncome': 2253.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001068', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002403, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10416, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002403 - Gender.1 : Male - Married : No @@ -2447,9 +9929,52 @@ Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender i - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002403. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10416. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001871, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7200, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002403. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10416. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002403MaleNo0GraduateYes104160.0187.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002403 & Male & No & 0 & Graduate & Yes & 10416 & 0.000000 & 187.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 10416, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002403', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001871, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7200, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001871 - Gender.1 : Female - Married : No @@ -2461,9 +9986,52 @@ Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001871. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7200. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001155, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1928, CoapplicantIncome is 1644.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001871. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7200. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001871FemaleNo0GraduateNo72000.0120.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001871 & Female & No & 0 & Graduate & No & 7200 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7200, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001871', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001155, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1928, CoapplicantIncome is 1644.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001155 - Gender.1 : Female - Married : Yes @@ -2475,9 +10043,52 @@ Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurb - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001155. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1928. The CoapplicantIncome is 1644.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001761, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6400, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001155. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1928. The CoapplicantIncome is 1644.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001155FemaleYes0Not GraduateNo19281644.0100.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001155 & Female & Yes & 0 & Not Graduate & No & 1928 & 1644.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1928, 'CoapplicantIncome': 1644.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001155', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001761, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6400, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001761 - Gender.1 : Male - Married : No @@ -2489,9 +10100,52 @@ Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 200.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001761. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6400. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001112, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3667, CoapplicantIncome is 1459.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001761. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6400. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001761MaleNo0GraduateYes64000.0200.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001761 & Male & No & 0 & Graduate & Yes & 6400 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6400, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001761', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001112, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3667, CoapplicantIncome is 1459.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001112 - Gender.1 : Female - Married : Yes @@ -2503,9 +10157,52 @@ Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y - LoanAmount : 144.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001112. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3667. The CoapplicantIncome is 1459.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001543, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 9538, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001112. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3667. The CoapplicantIncome is 1459.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001112FemaleYes0GraduateNo36671459.0144.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001112 & Female & Yes & 0 & Graduate & No & 3667 & 1459.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3667, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001112', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001543, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 9538, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001543 - Gender.1 : Male - Married : Yes @@ -2517,9 +10214,52 @@ Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001543. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9538. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender is Female, Loan_ID is LP001788, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3463, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001543. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9538. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001543MaleYes1GraduateNo95380.0187.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001543 & Male & Yes & 1 & Graduate & No & 9538 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9538, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001543', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender is Female, Loan_ID is LP001788, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3463, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female - Loan_ID : LP001788 - Gender.1 : Female - Married : No @@ -2531,9 +10271,52 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i - LoanAmount : 122.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001788. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3463. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -,LP002925,,No,0,Graduate,No,4750,0.0,94.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002925, Gender.1 is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 0.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : None + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001788. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3463. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001788FemaleNo0GraduateYes34630.0122.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001788 & Female & No & 0 & Graduate & Yes & 3463 & 0.000000 & 122.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3463, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001788', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +,LP002925,,No,0,Graduate,No,4750,0.0,94.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002925, Gender.1 is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 0.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None - Loan_ID : LP002925 - Gender.1 : None - Married : No @@ -2545,9 +10328,52 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i - LoanAmount : 94.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is None. The Loan_ID is LP002925. The Gender.1 is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 0.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001606, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3497, CoapplicantIncome is 1964.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002925. The Gender.1 is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 0.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002925NoneNo0GraduateNo47500.094.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002925 & NaN & No & 0 & Graduate & No & 4750 & 0.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002925', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001606, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3497, CoapplicantIncome is 1964.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001606 - Gender.1 : Male - Married : Yes @@ -2559,9 +10385,52 @@ Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 116.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001606. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3497. The CoapplicantIncome is 1964.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002659, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3466, CoapplicantIncome is 3428.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001606. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3497. The CoapplicantIncome is 1964.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001606MaleYes0GraduateNo34971964.0116.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001606 & Male & Yes & 0 & Graduate & No & 3497 & 1964.000000 & 116.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3497, 'CoapplicantIncome': 1964.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001606', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002659, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3466, CoapplicantIncome is 3428.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002659 - Gender.1 : Male - Married : Yes @@ -2573,9 +10442,52 @@ Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 150.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002659. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3466. The CoapplicantIncome is 3428.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002624, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20833, CoapplicantIncome is 6667.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002659. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3466. The CoapplicantIncome is 3428.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002659MaleYes3+GraduateNo34663428.0150.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002659 & Male & Yes & 3+ & Graduate & No & 3466 & 3428.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3466, 'CoapplicantIncome': 3428.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002659', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002624, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20833, CoapplicantIncome is 6667.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP002624 - Gender.1 : Male - Married : Yes @@ -2587,9 +10499,52 @@ Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender i - LoanAmount : 480.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002624. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20833. The CoapplicantIncome is 6667.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001664, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4191, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002624. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20833. The CoapplicantIncome is 6667.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002624MaleYes0GraduateNo208336667.0480.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002624 & Male & Yes & 0 & Graduate & No & 20833 & 6667.000000 & 480.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 20833, 'CoapplicantIncome': 6667.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002624', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001664, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4191, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001664 - Gender.1 : Male - Married : No @@ -2601,9 +10556,52 @@ Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001664. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4191. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002682, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3074, CoapplicantIncome is 1800.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001664. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4191. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001664MaleNo0GraduateNo41910.0120.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001664 & Male & No & 0 & Graduate & No & 4191 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001664', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002682, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3074, CoapplicantIncome is 1800.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002682 - Gender.1 : Male - Married : Yes @@ -2615,9 +10613,52 @@ Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N, - LoanAmount : 123.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002682. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3074. The CoapplicantIncome is 1800.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002106, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5503, CoapplicantIncome is 4490.0, LoanAmount is 70.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002682. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3074. The CoapplicantIncome is 1800.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002682MaleYesNoneNot GraduateNo30741800.0123.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002682 & Male & Yes & NaN & Not Graduate & No & 3074 & 1800.000000 & 123.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3074, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002682', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002106, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5503, CoapplicantIncome is 4490.0, LoanAmount is 70.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002106 - Gender.1 : Male - Married : Yes @@ -2629,9 +10670,52 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i - LoanAmount : 70.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002106. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5503. The CoapplicantIncome is 4490.0. The LoanAmount is 70.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -,LP002933,,No,3+,Graduate,Yes,9357,0.0,292.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002933, Gender.1 is None, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9357, CoapplicantIncome is 0.0, LoanAmount is 292.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : None + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002106. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5503. The CoapplicantIncome is 4490.0. The LoanAmount is 70.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002106MaleYesNoneGraduateYes55034490.070.0None1.0Semiurban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002106 & Male & Yes & NaN & Graduate & Yes & 5503 & 4490.000000 & 70.000000 & NaN & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5503, 'CoapplicantIncome': 4490.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP002106', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +,LP002933,,No,3+,Graduate,Yes,9357,0.0,292.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002933, Gender.1 is None, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9357, CoapplicantIncome is 0.0, LoanAmount is 292.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None - Loan_ID : LP002933 - Gender.1 : None - Married : No @@ -2643,9 +10727,52 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i - LoanAmount : 292.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is None. The Loan_ID is LP002933. The Gender.1 is None. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9357. The CoapplicantIncome is 0.0. The LoanAmount is 292.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002693, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7948, CoapplicantIncome is 7166.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002933. The Gender.1 is None. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9357. The CoapplicantIncome is 0.0. The LoanAmount is 292.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002933NoneNo3+GraduateYes93570.0292.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002933 & NaN & No & 3+ & Graduate & Yes & 9357 & 0.000000 & 292.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9357, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 292.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002933', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002693, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7948, CoapplicantIncome is 7166.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002693 - Gender.1 : Male - Married : Yes @@ -2657,9 +10784,52 @@ Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 480.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002693. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7948. The CoapplicantIncome is 7166.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001233, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 10750, CoapplicantIncome is 0.0, LoanAmount is 312.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002693. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7948. The CoapplicantIncome is 7166.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002693MaleYes2GraduateYes79487166.0480.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002693 & Male & Yes & 2 & Graduate & Yes & 7948 & 7166.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7948, 'CoapplicantIncome': 7166.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002693', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001233, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 10750, CoapplicantIncome is 0.0, LoanAmount is 312.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001233 - Gender.1 : Male - Married : Yes @@ -2671,9 +10841,52 @@ Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender i - LoanAmount : 312.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001233. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10750. The CoapplicantIncome is 0.0. The LoanAmount is 312.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002087, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001233. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10750. The CoapplicantIncome is 0.0. The LoanAmount is 312.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001233MaleYes1GraduateNo107500.0312.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001233 & Male & Yes & 1 & Graduate & No & 10750 & 0.000000 & 312.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 10750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 312.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001233', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002087, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP002087 - Gender.1 : Female - Married : No @@ -2685,9 +10898,52 @@ Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 67.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002087. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001579, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2237, CoapplicantIncome is 0.0, LoanAmount is 63.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002087. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002087FemaleNo0GraduateNo25000.067.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002087 & Female & No & 0 & Graduate & No & 2500 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002087', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001579, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2237, CoapplicantIncome is 0.0, LoanAmount is 63.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001579 - Gender.1 : Male - Married : No @@ -2699,9 +10955,52 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender - LoanAmount : 63.0 - Loan_Amount_Term : 480.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001579. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2237. The CoapplicantIncome is 0.0. The LoanAmount is 63.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -,LP002103,,Yes,1,Graduate,Yes,9833,1833.0,182.0,180.0,1.0,Urban,Y,"Gender is None, Loan_ID is LP002103, Gender.1 is None, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9833, CoapplicantIncome is 1833.0, LoanAmount is 182.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : None + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001579. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2237. The CoapplicantIncome is 0.0. The LoanAmount is 63.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001579MaleNo0GraduateNo22370.063.0480.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001579 & Male & No & 0 & Graduate & No & 2237 & 0.000000 & 63.000000 & 480.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2237, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 63.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001579', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +,LP002103,,Yes,1,Graduate,Yes,9833,1833.0,182.0,180.0,1.0,Urban,Y,"Gender is None, Loan_ID is LP002103, Gender.1 is None, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9833, CoapplicantIncome is 1833.0, LoanAmount is 182.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None - Loan_ID : LP002103 - Gender.1 : None - Married : Yes @@ -2713,9 +11012,52 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender - LoanAmount : 182.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is None. The Loan_ID is LP002103. The Gender.1 is None. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9833. The CoapplicantIncome is 1833.0. The LoanAmount is 182.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001565, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3089, CoapplicantIncome is 1280.0, LoanAmount is 121.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is None. The Loan_ID is LP002103. The Gender.1 is None. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9833. The CoapplicantIncome is 1833.0. The LoanAmount is 182.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002103NoneYes1GraduateYes98331833.0182.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002103 & NaN & Yes & 1 & Graduate & Yes & 9833 & 1833.000000 & 182.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9833, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 182.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002103', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001565, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3089, CoapplicantIncome is 1280.0, LoanAmount is 121.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001565 - Gender.1 : Male - Married : Yes @@ -2727,9 +11069,52 @@ Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Ge - LoanAmount : 121.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001565. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3089. The CoapplicantIncome is 1280.0. The LoanAmount is 121.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001998, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7667, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001565. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3089. The CoapplicantIncome is 1280.0. The LoanAmount is 121.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001565MaleYes1GraduateNo30891280.0121.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001565 & Male & Yes & 1 & Graduate & No & 3089 & 1280.000000 & 121.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3089, 'CoapplicantIncome': 1280.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 121.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001565', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001998, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7667, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP001998 - Gender.1 : Male - Married : Yes @@ -2741,9 +11126,52 @@ Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender i - LoanAmount : 185.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001998. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7667. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001658, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3858, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001998. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7667. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001998MaleYes2Not GraduateNo76670.0185.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001998 & Male & Yes & 2 & Not Graduate & No & 7667 & 0.000000 & 185.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7667, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001998', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001658, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3858, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001658 - Gender.1 : Male - Married : No @@ -2755,9 +11183,52 @@ Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 76.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001658. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3858. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001531, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9166, CoapplicantIncome is 0.0, LoanAmount is 244.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001658. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3858. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001658MaleNo0GraduateNo38580.076.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001658 & Male & No & 0 & Graduate & No & 3858 & 0.000000 & 76.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3858, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001658', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001531, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9166, CoapplicantIncome is 0.0, LoanAmount is 244.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001531 - Gender.1 : Male - Married : No @@ -2769,9 +11240,52 @@ Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is - LoanAmount : 244.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001531. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9166. The CoapplicantIncome is 0.0. The LoanAmount is 244.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002151, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3875, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001531. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9166. The CoapplicantIncome is 0.0. The LoanAmount is 244.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001531MaleNo0GraduateNo91660.0244.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001531 & Male & No & 0 & Graduate & No & 9166 & 0.000000 & 244.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 244.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001531', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002151, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3875, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002151 - Gender.1 : Male - Married : Yes @@ -2783,9 +11297,52 @@ Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is - LoanAmount : 67.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002151. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3875. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is Male, Loan_ID is LP002424, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7333, CoapplicantIncome is 8333.0, LoanAmount is 175.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002151. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3875. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002151MaleYes1GraduateNo38750.067.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002151 & Male & Yes & 1 & Graduate & No & 3875 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3875, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002151', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is Male, Loan_ID is LP002424, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7333, CoapplicantIncome is 8333.0, LoanAmount is 175.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP002424 - Gender.1 : Male - Married : Yes @@ -2797,9 +11354,52 @@ Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is - LoanAmount : 175.0 - Loan_Amount_Term : 300.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002424. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7333. The CoapplicantIncome is 8333.0. The LoanAmount is 175.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002606, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3159, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002424. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7333. The CoapplicantIncome is 8333.0. The LoanAmount is 175.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002424MaleYes0GraduateNo73338333.0175.0300.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002424 & Male & Yes & 0 & Graduate & No & 7333 & 8333.000000 & 175.000000 & 300.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7333, 'CoapplicantIncome': 8333.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002424', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002606, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3159, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002606 - Gender.1 : Female - Married : No @@ -2811,9 +11411,52 @@ Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002606. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3159. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002720, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4281, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002606. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3159. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002606FemaleNo0GraduateNo31590.0100.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002606 & Female & No & 0 & Graduate & No & 3159 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3159, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002606', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002720, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4281, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002720 - Gender.1 : Male - Married : Yes @@ -2825,9 +11468,52 @@ Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender i - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002720. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4281. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001356, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 3583.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002720. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4281. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002720MaleYes3+GraduateNo42810.0100.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002720 & Male & Yes & 3+ & Graduate & No & 4281 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4281, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002720', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001356, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 3583.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001356 - Gender.1 : Male - Married : Yes @@ -2839,9 +11525,52 @@ Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001356. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 3583.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002301, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7441, CoapplicantIncome is 0.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001356. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 3583.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001356MaleYes0GraduateNo46523583.0None360.01.0Semiurban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001356 & Male & Yes & 0 & Graduate & No & 4652 & 3583.000000 & NaN & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4652, 'CoapplicantIncome': 3583.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001356', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002301, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7441, CoapplicantIncome is 0.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP002301 - Gender.1 : Female - Married : No @@ -2853,9 +11582,52 @@ Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gende - LoanAmount : 194.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002301. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7441. The CoapplicantIncome is 0.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001253, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5266, CoapplicantIncome is 1774.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002301. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7441. The CoapplicantIncome is 0.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002301FemaleNo0GraduateYes74410.0194.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002301 & Female & No & 0 & Graduate & Yes & 7441 & 0.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7441, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002301', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001253, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5266, CoapplicantIncome is 1774.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001253 - Gender.1 : Male - Married : Yes @@ -2867,9 +11639,52 @@ Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y," - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001253. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5266. The CoapplicantIncome is 1774.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002398, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1926, CoapplicantIncome is 1851.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001253. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5266. The CoapplicantIncome is 1774.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001253MaleYes3+GraduateYes52661774.0187.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001253 & Male & Yes & 3+ & Graduate & Yes & 5266 & 1774.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5266, 'CoapplicantIncome': 1774.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001253', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002398, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1926, CoapplicantIncome is 1851.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002398 - Gender.1 : Male - Married : No @@ -2881,9 +11696,52 @@ Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gend - LoanAmount : 50.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002398. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1926. The CoapplicantIncome is 1851.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002931, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 205.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002398. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1926. The CoapplicantIncome is 1851.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002398MaleNo0GraduateNo19261851.050.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002398 & Male & No & 0 & Graduate & No & 1926 & 1851.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1926, 'CoapplicantIncome': 1851.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002398', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002931, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 205.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002931 - Gender.1 : Male - Married : Yes @@ -2895,9 +11753,52 @@ Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gend - LoanAmount : 205.0 - Loan_Amount_Term : 240.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002931. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 205.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001422, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10408, CoapplicantIncome is 0.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002931. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 205.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002931MaleYes2GraduateYes60000.0205.0240.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002931 & Male & Yes & 2 & Graduate & Yes & 6000 & 0.000000 & 205.000000 & 240.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 205.0, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP002931', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001422, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10408, CoapplicantIncome is 0.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001422 - Gender.1 : Female - Married : No @@ -2909,9 +11810,52 @@ Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gende - LoanAmount : 259.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001422. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10408. The CoapplicantIncome is 0.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002288, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2889, CoapplicantIncome is 0.0, LoanAmount is 45.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001422. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10408. The CoapplicantIncome is 0.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001422FemaleNo0GraduateNo104080.0259.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001422 & Female & No & 0 & Graduate & No & 10408 & 0.000000 & 259.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 10408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001422', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002288, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2889, CoapplicantIncome is 0.0, LoanAmount is 45.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002288 - Gender.1 : Male - Married : Yes @@ -2923,9 +11867,52 @@ Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender - LoanAmount : 45.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002288. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2889. The CoapplicantIncome is 0.0. The LoanAmount is 45.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is Male, Loan_ID is LP002362, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 7250, CoapplicantIncome is 1667.0, LoanAmount is 110.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002288. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2889. The CoapplicantIncome is 0.0. The LoanAmount is 45.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002288MaleYes2Not GraduateNo28890.045.0180.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002288 & Male & Yes & 2 & Not Graduate & No & 2889 & 0.000000 & 45.000000 & 180.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2889, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002288', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is Male, Loan_ID is LP002362, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 7250, CoapplicantIncome is 1667.0, LoanAmount is 110.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002362 - Gender.1 : Male - Married : Yes @@ -2937,9 +11924,52 @@ Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is M - LoanAmount : 110.0 - Loan_Amount_Term : None - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002362. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7250. The CoapplicantIncome is 1667.0. The LoanAmount is 110.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is Male, Loan_ID is LP002588, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4625, CoapplicantIncome is 2857.0, LoanAmount is 111.0, Loan_Amount_Term is 12.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002362. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7250. The CoapplicantIncome is 1667.0. The LoanAmount is 110.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002362MaleYes1GraduateNo72501667.0110.0None0.0Urban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002362 & Male & Yes & 1 & Graduate & No & 7250 & 1667.000000 & 110.000000 & NaN & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7250, 'CoapplicantIncome': 1667.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP002362', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is Male, Loan_ID is LP002588, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4625, CoapplicantIncome is 2857.0, LoanAmount is 111.0, Loan_Amount_Term is 12.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP002588 - Gender.1 : Male - Married : Yes @@ -2951,9 +11981,52 @@ Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is - LoanAmount : 111.0 - Loan_Amount_Term : 12.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002588. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4625. The CoapplicantIncome is 2857.0. The LoanAmount is 111.0. The Loan_Amount_Term is 12.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001698, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3975, CoapplicantIncome is 2531.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002588. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4625. The CoapplicantIncome is 2857.0. The LoanAmount is 111.0. The Loan_Amount_Term is 12.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002588MaleYes0GraduateNo46252857.0111.012.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002588 & Male & Yes & 0 & Graduate & No & 4625 & 2857.000000 & 111.000000 & 12.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4625, 'CoapplicantIncome': 2857.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 12.0, 'Loan_ID': 'LP002588', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001698, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3975, CoapplicantIncome is 2531.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001698 - Gender.1 : Male - Married : No @@ -2965,9 +12038,52 @@ Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gend - LoanAmount : 55.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001698. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3975. The CoapplicantIncome is 2531.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002128, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 2583, CoapplicantIncome is 2330.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001698. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3975. The CoapplicantIncome is 2531.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001698MaleNo0Not GraduateNo39752531.055.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001698 & Male & No & 0 & Not Graduate & No & 3975 & 2531.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3975, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001698', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002128, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 2583, CoapplicantIncome is 2330.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002128 - Gender.1 : Male - Married : Yes @@ -2979,9 +12095,52 @@ Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender i - LoanAmount : 125.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002128. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2583. The CoapplicantIncome is 2330.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002180, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6822, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002128. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2583. The CoapplicantIncome is 2330.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002128MaleYes2GraduateNone25832330.0125.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002128 & Male & Yes & 2 & Graduate & NaN & 2583 & 2330.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2330.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002128', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002180, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6822, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002180 - Gender.1 : Male - Married : No @@ -2993,9 +12152,52 @@ Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 141.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002180. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6822. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002141, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 2666, CoapplicantIncome is 2083.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002180. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6822. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002180MaleNo0GraduateYes68220.0141.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002180 & Male & No & 0 & Graduate & Yes & 6822 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6822, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002180', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002141, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 2666, CoapplicantIncome is 2083.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002141 - Gender.1 : Male - Married : Yes @@ -3007,9 +12209,52 @@ Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 95.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002141. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2666. The CoapplicantIncome is 2083.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002697, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4680, CoapplicantIncome is 2087.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002141. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2666. The CoapplicantIncome is 2083.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002141MaleYes3+GraduateNo26662083.095.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002141 & Male & Yes & 3+ & Graduate & No & 2666 & 2083.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2666, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002141', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002697, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4680, CoapplicantIncome is 2087.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002697 - Gender.1 : Male - Married : No @@ -3021,9 +12266,52 @@ Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender i - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002697. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4680. The CoapplicantIncome is 2087.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001018, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4006, CoapplicantIncome is 1526.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002697. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4680. The CoapplicantIncome is 2087.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002697MaleNo0GraduateNo46802087.0None360.01.0Semiurban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002697 & Male & No & 0 & Graduate & No & 4680 & 2087.000000 & NaN & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4680, 'CoapplicantIncome': 2087.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002697', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001018, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4006, CoapplicantIncome is 1526.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001018 - Gender.1 : Male - Married : Yes @@ -3035,9 +12323,52 @@ Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 168.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001018. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4006. The CoapplicantIncome is 1526.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002255, Gender.1 is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9167, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001018. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4006. The CoapplicantIncome is 1526.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001018MaleYes2GraduateNo40061526.0168.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001018 & Male & Yes & 2 & Graduate & No & 4006 & 1526.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4006, 'CoapplicantIncome': 1526.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001018', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002255, Gender.1 is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9167, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002255 - Gender.1 : Male - Married : No @@ -3049,9 +12380,52 @@ Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 185.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002255. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9167. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is Male, Loan_ID is LP001109, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1828, CoapplicantIncome is 1330.0, LoanAmount is 100.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002255. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9167. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002255MaleNo3+GraduateNo91670.0185.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002255 & Male & No & 3+ & Graduate & No & 9167 & 0.000000 & 185.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002255', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is Male, Loan_ID is LP001109, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1828, CoapplicantIncome is 1330.0, LoanAmount is 100.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001109 - Gender.1 : Male - Married : Yes @@ -3063,9 +12437,52 @@ Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is M - LoanAmount : 100.0 - Loan_Amount_Term : None - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001109. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1828. The CoapplicantIncome is 1330.0. The LoanAmount is 100.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001493, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4200, CoapplicantIncome is 1430.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001109. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1828. The CoapplicantIncome is 1330.0. The LoanAmount is 100.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001109MaleYes0GraduateNo18281330.0100.0None0.0Urban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001109 & Male & Yes & 0 & Graduate & No & 1828 & 1330.000000 & 100.000000 & NaN & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1828, 'CoapplicantIncome': 1330.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001109', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001493, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4200, CoapplicantIncome is 1430.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001493 - Gender.1 : Male - Married : Yes @@ -3077,9 +12494,52 @@ Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Ge - LoanAmount : 129.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001493. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4200. The CoapplicantIncome is 1430.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001843, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2661, CoapplicantIncome is 7101.0, LoanAmount is 279.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001493. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4200. The CoapplicantIncome is 1430.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001493MaleYes2Not GraduateNo42001430.0129.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001493 & Male & Yes & 2 & Not Graduate & No & 4200 & 1430.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4200, 'CoapplicantIncome': 1430.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001493', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001843, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2661, CoapplicantIncome is 7101.0, LoanAmount is 279.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001843 - Gender.1 : Male - Married : Yes @@ -3091,9 +12551,52 @@ Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y - LoanAmount : 279.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001843. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2661. The CoapplicantIncome is 7101.0. The LoanAmount is 279.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001977, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1625, CoapplicantIncome is 1803.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001843. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2661. The CoapplicantIncome is 7101.0. The LoanAmount is 279.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001843MaleYes1Not GraduateNo26617101.0279.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001843 & Male & Yes & 1 & Not Graduate & No & 2661 & 7101.000000 & 279.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2661, 'CoapplicantIncome': 7101.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 279.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001843', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001977, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1625, CoapplicantIncome is 1803.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001977 - Gender.1 : Male - Married : Yes @@ -3105,9 +12608,52 @@ Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 96.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001977. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1625. The CoapplicantIncome is 1803.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002300, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1963, CoapplicantIncome is 0.0, LoanAmount is 53.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001977. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1625. The CoapplicantIncome is 1803.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001977MaleYes1GraduateNo16251803.096.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001977 & Male & Yes & 1 & Graduate & No & 1625 & 1803.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1625, 'CoapplicantIncome': 1803.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001977', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002300, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1963, CoapplicantIncome is 0.0, LoanAmount is 53.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002300 - Gender.1 : Female - Married : No @@ -3119,9 +12665,52 @@ Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y, - LoanAmount : 53.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002300. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1963. The CoapplicantIncome is 0.0. The LoanAmount is 53.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001199, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3357, CoapplicantIncome is 2859.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002300. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1963. The CoapplicantIncome is 0.0. The LoanAmount is 53.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002300FemaleNo0Not GraduateNo19630.053.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002300 & Female & No & 0 & Not Graduate & No & 1963 & 0.000000 & 53.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 53.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002300', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001199, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3357, CoapplicantIncome is 2859.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001199 - Gender.1 : Male - Married : Yes @@ -3133,9 +12722,52 @@ Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Ge - LoanAmount : 144.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001199. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3357. The CoapplicantIncome is 2859.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001387, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2929, CoapplicantIncome is 2333.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001199. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3357. The CoapplicantIncome is 2859.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001199MaleYes2Not GraduateNo33572859.0144.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001199 & Male & Yes & 2 & Not Graduate & No & 3357 & 2859.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3357, 'CoapplicantIncome': 2859.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001199', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001387, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2929, CoapplicantIncome is 2333.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001387 - Gender.1 : Female - Married : Yes @@ -3147,9 +12779,52 @@ Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y," - LoanAmount : 139.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001387. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2929. The CoapplicantIncome is 2333.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002181, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6216, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001387. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2929. The CoapplicantIncome is 2333.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001387FemaleYes0GraduateNone29292333.0139.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001387 & Female & Yes & 0 & Graduate & NaN & 2929 & 2333.000000 & 139.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2929, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001387', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]" +Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002181, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6216, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002181 - Gender.1 : Male - Married : No @@ -3161,9 +12836,52 @@ Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 133.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002181. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6216. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002211, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4817, CoapplicantIncome is 923.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002181. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6216. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002181MaleNo0Not GraduateNo62160.0133.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002181 & Male & No & 0 & Not Graduate & No & 6216 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6216, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002181', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002211, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4817, CoapplicantIncome is 923.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002211 - Gender.1 : Male - Married : Yes @@ -3175,9 +12893,52 @@ Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender - LoanAmount : 120.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002211. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4817. The CoapplicantIncome is 923.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002821, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5800, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002211. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4817. The CoapplicantIncome is 923.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002211MaleYes0GraduateNo4817923.0120.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002211 & Male & Yes & 0 & Graduate & No & 4817 & 923.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4817, 'CoapplicantIncome': 923.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002211', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002821, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5800, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002821 - Gender.1 : Male - Married : No @@ -3189,9 +12950,52 @@ Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 132.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002821. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5800. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001870, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3481, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002821. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5800. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002821MaleNo0Not GraduateYes58000.0132.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002821 & Male & No & 0 & Not Graduate & Yes & 5800 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5800, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002821', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001870, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3481, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001870 - Gender.1 : Female - Married : No @@ -3203,9 +13007,52 @@ Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gen - LoanAmount : 155.0 - Loan_Amount_Term : 36.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001870. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3481. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002916, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2297, CoapplicantIncome is 1522.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001870. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3481. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001870FemaleNo1GraduateNo34810.0155.036.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001870 & Female & No & 1 & Graduate & No & 3481 & 0.000000 & 155.000000 & 36.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3481, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 155.0, 'Loan_Amount_Term': 36.0, 'Loan_ID': 'LP001870', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002916, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2297, CoapplicantIncome is 1522.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002916 - Gender.1 : Male - Married : Yes @@ -3217,9 +13064,52 @@ Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 104.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002916. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2297. The CoapplicantIncome is 1522.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001954, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4666, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002916. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2297. The CoapplicantIncome is 1522.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002916MaleYes0GraduateNo22971522.0104.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002916 & Male & Yes & 0 & Graduate & No & 2297 & 1522.000000 & 104.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2297, 'CoapplicantIncome': 1522.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002916', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001954, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4666, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001954 - Gender.1 : Female - Married : Yes @@ -3231,9 +13121,52 @@ Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gende - LoanAmount : 135.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001954. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4666. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001528, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6277, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001954. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4666. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001954FemaleYes1GraduateNo46660.0135.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001954 & Female & Yes & 1 & Graduate & No & 4666 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001954', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001528, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6277, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001528 - Gender.1 : Male - Married : No @@ -3245,9 +13178,52 @@ Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is - LoanAmount : 118.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001528. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6277. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001877, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4708, CoapplicantIncome is 1387.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001528. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6277. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001528MaleNo0GraduateNo62770.0118.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001528 & Male & No & 0 & Graduate & No & 6277 & 0.000000 & 118.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6277, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001528', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001877, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4708, CoapplicantIncome is 1387.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001877 - Gender.1 : Male - Married : Yes @@ -3259,9 +13235,52 @@ Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 150.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001877. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4708. The CoapplicantIncome is 1387.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP002717, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 5500.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001877. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4708. The CoapplicantIncome is 1387.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001877MaleYes2GraduateNo47081387.0150.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001877 & Male & Yes & 2 & Graduate & No & 4708 & 1387.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4708, 'CoapplicantIncome': 1387.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001877', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP002717, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 5500.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP002717 - Gender.1 : Male - Married : Yes @@ -3273,9 +13292,52 @@ Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is - LoanAmount : 216.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002717. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 5500.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002753, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3652, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002717. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 5500.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002717MaleYes0GraduateNo10255500.0216.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002717 & Male & Yes & 0 & Graduate & No & 1025 & 5500.000000 & 216.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1025, 'CoapplicantIncome': 5500.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002717', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002753, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3652, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002753 - Gender.1 : Female - Married : No @@ -3287,9 +13349,52 @@ Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 95.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002753. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3652. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001114, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 7210.0, LoanAmount is 184.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002753. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3652. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002753FemaleNo1GraduateNone36520.095.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002753 & Female & No & 1 & Graduate & NaN & 3652 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002753', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]" +Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001114, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 7210.0, LoanAmount is 184.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001114 - Gender.1 : Male - Married : No @@ -3301,9 +13406,52 @@ Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 184.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001114. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 7210.0. The LoanAmount is 184.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002435, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3539, CoapplicantIncome is 1376.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001114. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 7210.0. The LoanAmount is 184.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001114MaleNo0GraduateNo41667210.0184.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001114 & Male & No & 0 & Graduate & No & 4166 & 7210.000000 & 184.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 7210.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 184.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001114', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002435, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3539, CoapplicantIncome is 1376.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002435 - Gender.1 : Male - Married : Yes @@ -3315,9 +13463,52 @@ Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is - LoanAmount : 55.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002435. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3539. The CoapplicantIncome is 1376.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001994, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 1863.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002435. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3539. The CoapplicantIncome is 1376.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002435MaleYes0GraduateNone35391376.055.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002435 & Male & Yes & 0 & Graduate & NaN & 3539 & 1376.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3539, 'CoapplicantIncome': 1376.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002435', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001994, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 1863.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001994 - Gender.1 : Female - Married : No @@ -3329,9 +13520,52 @@ Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gen - LoanAmount : 104.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001994. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 1863.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP001671, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3416, CoapplicantIncome is 2816.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001994. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 1863.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001994FemaleNo0GraduateNo24001863.0104.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001994 & Female & No & 0 & Graduate & No & 2400 & 1863.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2400, 'CoapplicantIncome': 1863.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001994', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP001671, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3416, CoapplicantIncome is 2816.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001671 - Gender.1 : Female - Married : Yes @@ -3343,9 +13577,52 @@ Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"G - LoanAmount : 113.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001671. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3416. The CoapplicantIncome is 2816.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002534, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4350, CoapplicantIncome is 0.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001671. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3416. The CoapplicantIncome is 2816.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001671FemaleYes0GraduateNo34162816.0113.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001671 & Female & Yes & 0 & Graduate & No & 3416 & 2816.000000 & 113.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3416, 'CoapplicantIncome': 2816.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001671', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002534, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4350, CoapplicantIncome is 0.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP002534 - Gender.1 : Female - Married : No @@ -3357,9 +13634,52 @@ Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Ge - LoanAmount : 154.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002534. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4350. The CoapplicantIncome is 0.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male, Loan_ID is LP002188, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5124, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002534. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4350. The CoapplicantIncome is 0.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002534FemaleNo0Not GraduateNo43500.0154.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002534 & Female & No & 0 & Not Graduate & No & 4350 & 0.000000 & 154.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4350, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002534', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male, Loan_ID is LP002188, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5124, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002188 - Gender.1 : Male - Married : No @@ -3371,9 +13691,52 @@ Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male, - LoanAmount : 124.0 - Loan_Amount_Term : None - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002188. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5124. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001516, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 14866, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002188. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5124. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002188MaleNo0GraduateNo51240.0124.0None0.0Rural
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002188 & Male & No & 0 & Graduate & No & 5124 & 0.000000 & 124.000000 & NaN & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5124, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP002188', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001516, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 14866, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001516 - Gender.1 : Female - Married : Yes @@ -3385,9 +13748,52 @@ Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gende - LoanAmount : 70.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001516. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14866. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002545, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3547, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001516. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14866. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001516FemaleYes2GraduateNo148660.070.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001516 & Female & Yes & 2 & Graduate & No & 14866 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 14866, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001516', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002545, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3547, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002545 - Gender.1 : Male - Married : No @@ -3399,9 +13805,52 @@ Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is M - LoanAmount : 80.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002545. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3547. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP002757, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3017, CoapplicantIncome is 663.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002545. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3547. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002545MaleNo2GraduateNo35470.080.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002545 & Male & No & 2 & Graduate & No & 3547 & 0.000000 & 80.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3547, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002545', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP002757, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3017, CoapplicantIncome is 663.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002757 - Gender.1 : Female - Married : Yes @@ -3413,9 +13862,52 @@ Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y - LoanAmount : 102.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002757. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3017. The CoapplicantIncome is 663.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001518, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1538, CoapplicantIncome is 1425.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002757. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3017. The CoapplicantIncome is 663.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002757FemaleYes0Not GraduateNo3017663.0102.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002757 & Female & Yes & 0 & Not Graduate & No & 3017 & 663.000000 & 102.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3017, 'CoapplicantIncome': 663.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002757', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001518, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1538, CoapplicantIncome is 1425.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001518 - Gender.1 : Male - Married : Yes @@ -3427,9 +13919,52 @@ Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 30.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001518. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1538. The CoapplicantIncome is 1425.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002390, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001518. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1538. The CoapplicantIncome is 1425.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001518MaleYes1GraduateNo15381425.030.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001518 & Male & Yes & 1 & Graduate & No & 1538 & 1425.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1538, 'CoapplicantIncome': 1425.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001518', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002390, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002390 - Gender.1 : Male - Married : No @@ -3441,9 +13976,52 @@ Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002390. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002137, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6333, CoapplicantIncome is 4583.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002390. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002390MaleNo0GraduateNo37500.0100.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002390 & Male & No & 0 & Graduate & No & 3750 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002390', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002137, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6333, CoapplicantIncome is 4583.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002137 - Gender.1 : Male - Married : Yes @@ -3455,9 +14033,52 @@ Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gende - LoanAmount : 259.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002137. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6333. The CoapplicantIncome is 4583.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002067, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8666, CoapplicantIncome is 4983.0, LoanAmount is 376.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002137. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6333. The CoapplicantIncome is 4583.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002137MaleYes0GraduateNo63334583.0259.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002137 & Male & Yes & 0 & Graduate & No & 6333 & 4583.000000 & 259.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6333, 'CoapplicantIncome': 4583.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002137', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002067, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8666, CoapplicantIncome is 4983.0, LoanAmount is 376.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002067 - Gender.1 : Male - Married : Yes @@ -3469,9 +14090,52 @@ Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gende - LoanAmount : 376.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002067. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8666. The CoapplicantIncome is 4983.0. The LoanAmount is 376.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002305, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4547, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002067. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8666. The CoapplicantIncome is 4983.0. The LoanAmount is 376.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002067MaleYes1GraduateYes86664983.0376.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002067 & Male & Yes & 1 & Graduate & Yes & 8666 & 4983.000000 & 376.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8666, 'CoapplicantIncome': 4983.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 376.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002067', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002305, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4547, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002305 - Gender.1 : Female - Married : No @@ -3483,9 +14147,52 @@ Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 115.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002305. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4547. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001432, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2957, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002305. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4547. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002305FemaleNo0GraduateNo45470.0115.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002305 & Female & No & 0 & Graduate & No & 4547 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4547, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002305', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001432, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2957, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001432 - Gender.1 : Male - Married : Yes @@ -3497,9 +14204,52 @@ Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 81.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001432. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2957. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002670, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2031, CoapplicantIncome is 1632.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001432. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2957. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001432MaleYes2GraduateNo29570.081.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001432 & Male & Yes & 2 & Graduate & No & 2957 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2957, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001432', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002670, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2031, CoapplicantIncome is 1632.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002670 - Gender.1 : Female - Married : Yes @@ -3511,9 +14261,52 @@ Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y - LoanAmount : 113.0 - Loan_Amount_Term : 480.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002670. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2031. The CoapplicantIncome is 1632.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001327, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2484, CoapplicantIncome is 2302.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002670. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2031. The CoapplicantIncome is 1632.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002670FemaleYes2GraduateNo20311632.0113.0480.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002670 & Female & Yes & 2 & Graduate & No & 2031 & 1632.000000 & 113.000000 & 480.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2031, 'CoapplicantIncome': 1632.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002670', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001327, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2484, CoapplicantIncome is 2302.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001327 - Gender.1 : Female - Married : Yes @@ -3525,9 +14318,52 @@ Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y - LoanAmount : 137.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001327. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2484. The CoapplicantIncome is 2302.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001507, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2698, CoapplicantIncome is 2034.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001327. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2484. The CoapplicantIncome is 2302.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001327FemaleYes0GraduateNo24842302.0137.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001327 & Female & Yes & 0 & Graduate & No & 2484 & 2302.000000 & 137.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2484, 'CoapplicantIncome': 2302.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001327', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001507, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2698, CoapplicantIncome is 2034.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001507 - Gender.1 : Male - Married : Yes @@ -3539,9 +14375,52 @@ Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 122.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001507. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2698. The CoapplicantIncome is 2034.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001792, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3315, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001507. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2698. The CoapplicantIncome is 2034.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001507MaleYes0GraduateNo26982034.0122.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001507 & Male & Yes & 0 & Graduate & No & 2698 & 2034.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2698, 'CoapplicantIncome': 2034.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001507', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001792, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3315, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001792 - Gender.1 : Male - Married : Yes @@ -3553,9 +14432,52 @@ Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 96.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001792. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3315. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002789, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3593, CoapplicantIncome is 4266.0, LoanAmount is 132.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001792. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3315. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001792MaleYes1GraduateNo33150.096.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001792 & Male & Yes & 1 & Graduate & No & 3315 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3315, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001792', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002789, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3593, CoapplicantIncome is 4266.0, LoanAmount is 132.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002789 - Gender.1 : Male - Married : Yes @@ -3567,9 +14489,52 @@ Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender - LoanAmount : 132.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002789. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3593. The CoapplicantIncome is 4266.0. The LoanAmount is 132.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001333, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1977, CoapplicantIncome is 997.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002789. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3593. The CoapplicantIncome is 4266.0. The LoanAmount is 132.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002789MaleYes0GraduateNo35934266.0132.0180.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002789 & Male & Yes & 0 & Graduate & No & 3593 & 4266.000000 & 132.000000 & 180.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3593, 'CoapplicantIncome': 4266.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002789', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001333, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1977, CoapplicantIncome is 997.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001333 - Gender.1 : Male - Married : Yes @@ -3581,9 +14546,52 @@ Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gend - LoanAmount : 50.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001333. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1977. The CoapplicantIncome is 997.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002197, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5185, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001333. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1977. The CoapplicantIncome is 997.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001333MaleYes0GraduateNo1977997.050.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001333 & Male & Yes & 0 & Graduate & No & 1977 & 997.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1977, 'CoapplicantIncome': 997.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001333', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002197, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5185, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002197 - Gender.1 : Male - Married : Yes @@ -3595,9 +14603,52 @@ Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 155.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002197. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5185. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002065, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 15000, CoapplicantIncome is 0.0, LoanAmount is 300.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002197. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5185. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002197MaleYes2GraduateNo51850.0155.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002197 & Male & Yes & 2 & Graduate & No & 5185 & 0.000000 & 155.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5185, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002197', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002065, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 15000, CoapplicantIncome is 0.0, LoanAmount is 300.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002065 - Gender.1 : Male - Married : Yes @@ -3609,9 +14660,52 @@ Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 300.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002065. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 15000. The CoapplicantIncome is 0.0. The LoanAmount is 300.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP001908, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4100, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002065. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 15000. The CoapplicantIncome is 0.0. The LoanAmount is 300.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002065MaleYes3+GraduateNo150000.0300.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002065 & Male & Yes & 3+ & Graduate & No & 15000 & 0.000000 & 300.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 15000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 300.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002065', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP001908, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4100, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female - Loan_ID : LP001908 - Gender.1 : Female - Married : Yes @@ -3623,9 +14717,52 @@ Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gend - LoanAmount : 124.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001908. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4100. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001945, Gender.1 is Female, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 143.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001908. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4100. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001908FemaleYes0Not GraduateNo41000.0124.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001908 & Female & Yes & 0 & Not Graduate & No & 4100 & 0.000000 & 124.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4100, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001908', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001945, Gender.1 is Female, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 143.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001945 - Gender.1 : Female - Married : No @@ -3637,9 +14774,52 @@ Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender - LoanAmount : 143.0 - Loan_Amount_Term : 480.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001945. The Gender.1 is Female. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 143.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002582, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 17263, CoapplicantIncome is 0.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001945. The Gender.1 is Female. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 143.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001945FemaleNoNoneGraduateNo54170.0143.0480.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001945 & Female & No & NaN & Graduate & No & 5417 & 0.000000 & 143.000000 & 480.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 143.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001945', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002582, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 17263, CoapplicantIncome is 0.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002582 - Gender.1 : Female - Married : No @@ -3651,9 +14831,52 @@ Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban - LoanAmount : 225.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002582. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 17263. The CoapplicantIncome is 0.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001431, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2137, CoapplicantIncome is 8980.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002582. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 17263. The CoapplicantIncome is 0.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002582FemaleNo0Not GraduateYes172630.0225.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002582 & Female & No & 0 & Not Graduate & Yes & 17263 & 0.000000 & 225.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 17263, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002582', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001431, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2137, CoapplicantIncome is 8980.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001431 - Gender.1 : Female - Married : No @@ -3665,9 +14888,52 @@ Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y, - LoanAmount : 137.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001431. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2137. The CoapplicantIncome is 8980.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001637, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 33846, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001431. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2137. The CoapplicantIncome is 8980.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001431FemaleNo0GraduateNo21378980.0137.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001431 & Female & No & 0 & Graduate & No & 2137 & 8980.000000 & 137.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2137, 'CoapplicantIncome': 8980.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001431', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001637, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 33846, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001637 - Gender.1 : Male - Married : Yes @@ -3679,9 +14945,52 @@ Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gend - LoanAmount : 260.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001637. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 33846. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001682, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3992, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001637. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 33846. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001637MaleYes1GraduateNo338460.0260.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001637 & Male & Yes & 1 & Graduate & No & 33846 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 33846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001637', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001682, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3992, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001682 - Gender.1 : Male - Married : Yes @@ -3693,9 +15002,52 @@ Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is - LoanAmount : None - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001682. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3992. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP002055, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 2985.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001682. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3992. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001682MaleYes3+Not GraduateNo39920.0None180.01.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001682 & Male & Yes & 3+ & Not Graduate & No & 3992 & 0.000000 & NaN & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3992, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001682', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP002055, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 2985.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female - Loan_ID : LP002055 - Gender.1 : Female - Married : No @@ -3707,9 +15059,52 @@ Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender - LoanAmount : 132.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002055. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 2985.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001814, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 9703, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002055. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 2985.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002055FemaleNo0GraduateNo31662985.0132.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002055 & Female & No & 0 & Graduate & No & 3166 & 2985.000000 & 132.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3166, 'CoapplicantIncome': 2985.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002055', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001814, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 9703, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001814 - Gender.1 : Male - Married : Yes @@ -3721,9 +15116,52 @@ Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 112.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001814. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9703. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002386, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 12876, CoapplicantIncome is 0.0, LoanAmount is 405.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001814. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9703. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001814MaleYes2GraduateNo97030.0112.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001814 & Male & Yes & 2 & Graduate & No & 9703 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001814', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002386, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 12876, CoapplicantIncome is 0.0, LoanAmount is 405.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002386 - Gender.1 : Male - Married : No @@ -3735,9 +15173,52 @@ Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 405.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002386. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 12876. The CoapplicantIncome is 0.0. The LoanAmount is 405.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002348, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5829, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002386. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 12876. The CoapplicantIncome is 0.0. The LoanAmount is 405.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002386MaleNo0GraduateNone128760.0405.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002386 & Male & No & 0 & Graduate & NaN & 12876 & 0.000000 & 405.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 12876, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 405.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002386', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]" +Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002348, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5829, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002348 - Gender.1 : Male - Married : Yes @@ -3749,9 +15230,52 @@ Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 138.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002348. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5829. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002585, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3597, CoapplicantIncome is 2157.0, LoanAmount is 119.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002348. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5829. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002348MaleYes0GraduateNo58290.0138.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002348 & Male & Yes & 0 & Graduate & No & 5829 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5829, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002348', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002585, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3597, CoapplicantIncome is 2157.0, LoanAmount is 119.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002585 - Gender.1 : Male - Married : Yes @@ -3763,9 +15287,52 @@ Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender - LoanAmount : 119.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002585. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3597. The CoapplicantIncome is 2157.0. The LoanAmount is 119.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002364, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14880, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002585. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3597. The CoapplicantIncome is 2157.0. The LoanAmount is 119.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002585MaleYes0GraduateNo35972157.0119.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002585 & Male & Yes & 0 & Graduate & No & 3597 & 2157.000000 & 119.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3597, 'CoapplicantIncome': 2157.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 119.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002585', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002364, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14880, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002364 - Gender.1 : Male - Married : Yes @@ -3777,9 +15344,52 @@ Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 96.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002364. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14880. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002743, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2138, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002364. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14880. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002364MaleYes0GraduateNo148800.096.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002364 & Male & Yes & 0 & Graduate & No & 14880 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 14880, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002364', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002743, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2138, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002743 - Gender.1 : Female - Married : No @@ -3791,9 +15401,52 @@ Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gen - LoanAmount : 99.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002743. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2138. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002297, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 20000.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002743. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2138. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002743FemaleNo0GraduateNo21380.099.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002743 & Female & No & 0 & Graduate & No & 2138 & 0.000000 & 99.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2138, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002743', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002297, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 20000.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002297 - Gender.1 : Male - Married : No @@ -3805,9 +15458,52 @@ Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 103.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002297. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 20000.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP001443, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3692, CoapplicantIncome is 0.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002297. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 20000.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002297MaleNo0GraduateNo250020000.0103.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002297 & Male & No & 0 & Graduate & No & 2500 & 20000.000000 & 103.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002297', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP001443, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3692, CoapplicantIncome is 0.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female - Loan_ID : LP001443 - Gender.1 : Female - Married : No @@ -3819,9 +15515,52 @@ Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is - LoanAmount : 93.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001443. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3692. The CoapplicantIncome is 0.0. The LoanAmount is 93.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002768, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3358, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001443. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3692. The CoapplicantIncome is 0.0. The LoanAmount is 93.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001443FemaleNo0GraduateNo36920.093.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001443 & Female & No & 0 & Graduate & No & 3692 & 0.000000 & 93.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3692, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 93.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001443', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002768, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3358, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002768 - Gender.1 : Male - Married : No @@ -3833,9 +15572,52 @@ Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gend - LoanAmount : 80.0 - Loan_Amount_Term : 36.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002768. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3358. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002813, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 19484, CoapplicantIncome is 0.0, LoanAmount is 600.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002768. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3358. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002768MaleNo0Not GraduateNo33580.080.036.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002768 & Male & No & 0 & Not Graduate & No & 3358 & 0.000000 & 80.000000 & 36.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3358, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 36.0, 'Loan_ID': 'LP002768', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002813, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 19484, CoapplicantIncome is 0.0, LoanAmount is 600.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002813 - Gender.1 : Female - Married : Yes @@ -3847,9 +15629,52 @@ Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y, - LoanAmount : 600.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002813. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 19484. The CoapplicantIncome is 0.0. The LoanAmount is 600.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001749, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7578, CoapplicantIncome is 1010.0, LoanAmount is 175.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002813. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 19484. The CoapplicantIncome is 0.0. The LoanAmount is 600.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002813FemaleYes1GraduateYes194840.0600.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002813 & Female & Yes & 1 & Graduate & Yes & 19484 & 0.000000 & 600.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 19484, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 600.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002813', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001749, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7578, CoapplicantIncome is 1010.0, LoanAmount is 175.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001749 - Gender.1 : Male - Married : Yes @@ -3861,9 +15686,52 @@ Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender - LoanAmount : 175.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001749. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7578. The CoapplicantIncome is 1010.0. The LoanAmount is 175.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002119, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4554, CoapplicantIncome is 1229.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001749. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7578. The CoapplicantIncome is 1010.0. The LoanAmount is 175.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001749MaleYes0GraduateNo75781010.0175.0None1.0Semiurban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001749 & Male & Yes & 0 & Graduate & No & 7578 & 1010.000000 & 175.000000 & NaN & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7578, 'CoapplicantIncome': 1010.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001749', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002119, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4554, CoapplicantIncome is 1229.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002119 - Gender.1 : Male - Married : Yes @@ -3875,9 +15743,52 @@ Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Ge - LoanAmount : 158.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002119. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4554. The CoapplicantIncome is 1229.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001179, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4616, CoapplicantIncome is 0.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002119. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4554. The CoapplicantIncome is 1229.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002119MaleYes1Not GraduateNo45541229.0158.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002119 & Male & Yes & 1 & Not Graduate & No & 4554 & 1229.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4554, 'CoapplicantIncome': 1229.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002119', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001179, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4616, CoapplicantIncome is 0.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001179 - Gender.1 : Male - Married : Yes @@ -3889,9 +15800,52 @@ Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is - LoanAmount : 134.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001179. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4616. The CoapplicantIncome is 0.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP001734, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 2383.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001179. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4616. The CoapplicantIncome is 0.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001179MaleYes2GraduateNo46160.0134.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001179 & Male & Yes & 2 & Graduate & No & 4616 & 0.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4616, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001179', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP001734, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 2383.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001734 - Gender.1 : Female - Married : Yes @@ -3903,9 +15857,52 @@ Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"G - LoanAmount : 127.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001734. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 2383.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP001465, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6080, CoapplicantIncome is 2569.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001734. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 2383.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001734FemaleYes2GraduateNo42832383.0127.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001734 & Female & Yes & 2 & Graduate & No & 4283 & 2383.000000 & 127.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4283, 'CoapplicantIncome': 2383.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001734', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP001465, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6080, CoapplicantIncome is 2569.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP001465 - Gender.1 : Male - Married : Yes @@ -3917,9 +15914,52 @@ Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is - LoanAmount : 182.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001465. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6080. The CoapplicantIncome is 2569.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is N -Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002792, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5468, CoapplicantIncome is 1032.0, LoanAmount is 26.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001465. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6080. The CoapplicantIncome is 2569.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001465MaleYes0GraduateNo60802569.0182.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001465 & Male & Yes & 0 & Graduate & No & 6080 & 2569.000000 & 182.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6080, 'CoapplicantIncome': 2569.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001465', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002792, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5468, CoapplicantIncome is 1032.0, LoanAmount is 26.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002792 - Gender.1 : Male - Married : Yes @@ -3931,9 +15971,52 @@ Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 26.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002792. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5468. The CoapplicantIncome is 1032.0. The LoanAmount is 26.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002314, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2213, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002792. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5468. The CoapplicantIncome is 1032.0. The LoanAmount is 26.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002792MaleYes1GraduateNo54681032.026.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002792 & Male & Yes & 1 & Graduate & No & 5468 & 1032.000000 & 26.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5468, 'CoapplicantIncome': 1032.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 26.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002792', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002314, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2213, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP002314 - Gender.1 : Female - Married : No @@ -3945,9 +16028,52 @@ Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gen - LoanAmount : 66.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002314. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2213. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002489, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 5191, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002314. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2213. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002314FemaleNo0Not GraduateNo22130.066.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002314 & Female & No & 0 & Not Graduate & No & 2213 & 0.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2213, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002314', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002489, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 5191, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002489 - Gender.1 : Female - Married : No @@ -3959,9 +16085,52 @@ Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y," - LoanAmount : 132.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002489. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 5191. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002795, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10139, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002489. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 5191. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002489FemaleNo1Not GraduateNone51910.0132.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002489 & Female & No & 1 & Not Graduate & NaN & 5191 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002489', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]" +Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002795, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10139, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002795 - Gender.1 : Male - Married : Yes @@ -3973,9 +16142,52 @@ Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 260.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002795. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10139. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002317, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 81000, CoapplicantIncome is 0.0, LoanAmount is 360.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002795. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10139. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002795MaleYes3+GraduateYes101390.0260.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002795 & Male & Yes & 3+ & Graduate & Yes & 10139 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 10139, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002795', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002317, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 81000, CoapplicantIncome is 0.0, LoanAmount is 360.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002317 - Gender.1 : Male - Married : Yes @@ -3987,9 +16199,52 @@ Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender - LoanAmount : 360.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002317. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 81000. The CoapplicantIncome is 0.0. The LoanAmount is 360.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002603, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 645, CoapplicantIncome is 3683.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002317. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 81000. The CoapplicantIncome is 0.0. The LoanAmount is 360.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002317MaleYes3+GraduateNo810000.0360.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002317 & Male & Yes & 3+ & Graduate & No & 81000 & 0.000000 & 360.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 81000, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 360.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002317', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002603, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 645, CoapplicantIncome is 3683.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP002603 - Gender.1 : Female - Married : No @@ -4001,9 +16256,52 @@ Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gend - LoanAmount : 113.0 - Loan_Amount_Term : 480.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002603. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 645. The CoapplicantIncome is 3683.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP002341, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002603. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 645. The CoapplicantIncome is 3683.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002603FemaleNo0GraduateNo6453683.0113.0480.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002603 & Female & No & 0 & Graduate & No & 645 & 3683.000000 & 113.000000 & 480.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 645, 'CoapplicantIncome': 3683.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002603', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP002341, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP002341 - Gender.1 : Female - Married : No @@ -4015,9 +16313,52 @@ Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002341. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002239, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2346, CoapplicantIncome is 1600.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002341. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002341FemaleNo1GraduateNo26000.0160.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002341 & Female & No & 1 & Graduate & No & 2600 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002341', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002239, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2346, CoapplicantIncome is 1600.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002239 - Gender.1 : Male - Married : No @@ -4029,9 +16370,52 @@ Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y, - LoanAmount : 132.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002239. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2346. The CoapplicantIncome is 1600.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002938, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16120, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002239. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2346. The CoapplicantIncome is 1600.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002239MaleNo0Not GraduateNo23461600.0132.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002239 & Male & No & 0 & Not Graduate & No & 2346 & 1600.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2346, 'CoapplicantIncome': 1600.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002239', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002938, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16120, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002938 - Gender.1 : Male - Married : Yes @@ -4043,9 +16427,52 @@ Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 260.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002938. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16120. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001947, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 3334.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002938. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16120. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002938MaleYes0GraduateYes161200.0260.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002938 & Male & Yes & 0 & Graduate & Yes & 16120 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 16120, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002938', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001947, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 3334.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001947 - Gender.1 : Male - Married : Yes @@ -4057,9 +16484,52 @@ Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 172.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001947. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 3334.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gender is Male, Loan_ID is LP001882, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 1811.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001947. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 3334.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001947MaleYes0GraduateNo23833334.0172.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001947 & Male & Yes & 0 & Graduate & No & 2383 & 3334.000000 & 172.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2383, 'CoapplicantIncome': 3334.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001947', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gender is Male, Loan_ID is LP001882, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 1811.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001882 - Gender.1 : Male - Married : Yes @@ -4071,9 +16541,52 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001882. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 1811.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is Y -,LP002530,,Yes,2,Graduate,No,2873,1872.0,132.0,360.0,0.0,Semiurban,N,"Gender is None, Loan_ID is LP002530, Gender.1 is None, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2873, CoapplicantIncome is 1872.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : None + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001882. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 1811.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001882MaleYes3+GraduateNo43331811.0160.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001882 & Male & Yes & 3+ & Graduate & No & 4333 & 1811.000000 & 160.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4333, 'CoapplicantIncome': 1811.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001882', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +,LP002530,,Yes,2,Graduate,No,2873,1872.0,132.0,360.0,0.0,Semiurban,N,"Gender is None, Loan_ID is LP002530, Gender.1 is None, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2873, CoapplicantIncome is 1872.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None - Loan_ID : LP002530 - Gender.1 : None - Married : Yes @@ -4085,9 +16598,52 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende - LoanAmount : 132.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is None. The Loan_ID is LP002530. The Gender.1 is None. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2873. The CoapplicantIncome is 1872.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002370, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2717, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002530. The Gender.1 is None. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2873. The CoapplicantIncome is 1872.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002530NoneYes2GraduateNo28731872.0132.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002530 & NaN & Yes & 2 & Graduate & No & 2873 & 1872.000000 & 132.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2873, 'CoapplicantIncome': 1872.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002530', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002370, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2717, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002370 - Gender.1 : Male - Married : No @@ -4099,9 +16655,52 @@ Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender - LoanAmount : 60.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002370. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2717. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender is Male, Loan_ID is LP001391, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3572, CoapplicantIncome is 4114.0, LoanAmount is 152.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002370. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2717. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002370MaleNo0Not GraduateNo27170.060.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002370 & Male & No & 0 & Not Graduate & No & 2717 & 0.000000 & 60.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2717, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002370', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender is Male, Loan_ID is LP001391, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3572, CoapplicantIncome is 4114.0, LoanAmount is 152.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001391 - Gender.1 : Male - Married : Yes @@ -4113,9 +16712,52 @@ Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender - LoanAmount : 152.0 - Loan_Amount_Term : None - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001391. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3572. The CoapplicantIncome is 4114.0. The LoanAmount is 152.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001630, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 1451.0, LoanAmount is 102.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001391. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3572. The CoapplicantIncome is 4114.0. The LoanAmount is 152.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001391MaleYes0Not GraduateNo35724114.0152.0None0.0Rural
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001391 & Male & Yes & 0 & Not Graduate & No & 3572 & 4114.000000 & 152.000000 & NaN & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3572, 'CoapplicantIncome': 4114.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001391', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001630, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 1451.0, LoanAmount is 102.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001630 - Gender.1 : Male - Married : No @@ -4127,9 +16769,52 @@ Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gen - LoanAmount : 102.0 - Loan_Amount_Term : 480.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001630. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 1451.0. The LoanAmount is 102.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002984, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 7583, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001630. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 1451.0. The LoanAmount is 102.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001630MaleNo0Not GraduateNo23331451.0102.0480.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001630 & Male & No & 0 & Not Graduate & No & 2333 & 1451.000000 & 102.000000 & 480.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2333, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001630', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002984, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 7583, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002984 - Gender.1 : Male - Married : Yes @@ -4141,9 +16826,52 @@ Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002984. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7583. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002785, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 3250.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002984. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7583. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002984MaleYes2GraduateNo75830.0187.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002984 & Male & Yes & 2 & Graduate & No & 7583 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002984', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002785, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 3250.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002785 - Gender.1 : Male - Married : Yes @@ -4155,9 +16883,52 @@ Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 158.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002785. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 3250.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002494, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002785. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 3250.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002785MaleYes1GraduateNo33333250.0158.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002785 & Male & Yes & 1 & Graduate & No & 3333 & 3250.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 3250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002785', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002494, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002494 - Gender.1 : Male - Married : No @@ -4169,9 +16940,52 @@ Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 140.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002494. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002205, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3062, CoapplicantIncome is 1987.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002494. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002494MaleNo0GraduateNo60000.0140.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002494 & Male & No & 0 & Graduate & No & 6000 & 0.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002494', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002205, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3062, CoapplicantIncome is 1987.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002205 - Gender.1 : Male - Married : No @@ -4183,9 +16997,52 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender - LoanAmount : 111.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002205. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3062. The CoapplicantIncome is 1987.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -,LP002024,,Yes,0,Graduate,No,2473,1843.0,159.0,360.0,1.0,Rural,N,"Gender is None, Loan_ID is LP002024, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2473, CoapplicantIncome is 1843.0, LoanAmount is 159.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : None + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002205. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3062. The CoapplicantIncome is 1987.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002205MaleNo1GraduateNo30621987.0111.0180.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002205 & Male & No & 1 & Graduate & No & 3062 & 1987.000000 & 111.000000 & 180.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3062, 'CoapplicantIncome': 1987.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002205', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +,LP002024,,Yes,0,Graduate,No,2473,1843.0,159.0,360.0,1.0,Rural,N,"Gender is None, Loan_ID is LP002024, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2473, CoapplicantIncome is 1843.0, LoanAmount is 159.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None - Loan_ID : LP002024 - Gender.1 : None - Married : Yes @@ -4197,9 +17054,52 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender - LoanAmount : 159.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is None. The Loan_ID is LP002024. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2473. The CoapplicantIncome is 1843.0. The LoanAmount is 159.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001529, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2577, CoapplicantIncome is 3750.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is None. The Loan_ID is LP002024. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2473. The CoapplicantIncome is 1843.0. The LoanAmount is 159.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002024NoneYes0GraduateNo24731843.0159.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002024 & NaN & Yes & 0 & Graduate & No & 2473 & 1843.000000 & 159.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2473, 'CoapplicantIncome': 1843.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 159.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002024', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001529, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2577, CoapplicantIncome is 3750.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001529 - Gender.1 : Male - Married : Yes @@ -4211,9 +17111,52 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 152.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001529. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2577. The CoapplicantIncome is 3750.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -,LP002625,,No,0,Graduate,No,3583,0.0,96.0,360.0,1.0,Urban,N,"Gender is None, Loan_ID is LP002625, Gender.1 is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3583, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : None + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001529. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2577. The CoapplicantIncome is 3750.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001529MaleYes0GraduateYes25773750.0152.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001529 & Male & Yes & 0 & Graduate & Yes & 2577 & 3750.000000 & 152.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2577, 'CoapplicantIncome': 3750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001529', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +,LP002625,,No,0,Graduate,No,3583,0.0,96.0,360.0,1.0,Urban,N,"Gender is None, Loan_ID is LP002625, Gender.1 is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3583, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None - Loan_ID : LP002625 - Gender.1 : None - Married : No @@ -4225,9 +17168,52 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 96.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is None. The Loan_ID is LP002625. The Gender.1 is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3583. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001776, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 280.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is None. The Loan_ID is LP002625. The Gender.1 is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3583. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002625NoneNo0GraduateNo35830.096.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002625 & NaN & No & 0 & Graduate & No & 3583 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002625', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001776, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 280.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001776 - Gender.1 : Female - Married : No @@ -4239,9 +17225,52 @@ Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 280.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001776. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 280.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001993, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3762, CoapplicantIncome is 1666.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001776. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 280.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001776FemaleNo0GraduateNo83330.0280.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001776 & Female & No & 0 & Graduate & No & 8333 & 0.000000 & 280.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 280.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001776', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001993, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3762, CoapplicantIncome is 1666.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001993 - Gender.1 : Female - Married : No @@ -4253,9 +17282,52 @@ Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gen - LoanAmount : 135.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001993. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3762. The CoapplicantIncome is 1666.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002409, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7901, CoapplicantIncome is 1833.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001993. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3762. The CoapplicantIncome is 1666.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001993FemaleNo0GraduateNo37621666.0135.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001993 & Female & No & 0 & Graduate & No & 3762 & 1666.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3762, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001993', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002409, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7901, CoapplicantIncome is 1833.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002409 - Gender.1 : Male - Married : Yes @@ -4267,9 +17339,52 @@ Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 180.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002409. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7901. The CoapplicantIncome is 1833.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001572, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9323, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002409. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7901. The CoapplicantIncome is 1833.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002409MaleYes0GraduateNo79011833.0180.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002409 & Male & Yes & 0 & Graduate & No & 7901 & 1833.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7901, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002409', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001572, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9323, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001572 - Gender.1 : Male - Married : Yes @@ -4281,9 +17396,52 @@ Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is - LoanAmount : 75.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001572. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9323. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002036, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2058, CoapplicantIncome is 2134.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001572. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9323. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001572MaleYes0GraduateNo93230.075.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001572 & Male & Yes & 0 & Graduate & No & 9323 & 0.000000 & 75.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9323, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001572', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002036, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2058, CoapplicantIncome is 2134.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP002036 - Gender.1 : Male - Married : Yes @@ -4295,9 +17453,52 @@ Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is - LoanAmount : 88.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002036. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2058. The CoapplicantIncome is 2134.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001489, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002036. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2058. The CoapplicantIncome is 2134.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002036MaleYes0GraduateNo20582134.088.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002036 & Male & Yes & 0 & Graduate & No & 2058 & 2134.000000 & 88.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2058, 'CoapplicantIncome': 2134.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002036', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001489, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001489 - Gender.1 : Female - Married : Yes @@ -4309,9 +17510,52 @@ Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 84.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001489. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP002318, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3867, CoapplicantIncome is 0.0, LoanAmount is 62.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001489. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001489FemaleYes0GraduateNo45830.084.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001489 & Female & Yes & 0 & Graduate & No & 4583 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001489', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP002318, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3867, CoapplicantIncome is 0.0, LoanAmount is 62.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002318 - Gender.1 : Female - Married : No @@ -4323,9 +17567,52 @@ Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N - LoanAmount : 62.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP002318. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3867. The CoapplicantIncome is 0.0. The LoanAmount is 62.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001669, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1907, CoapplicantIncome is 2365.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002318. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3867. The CoapplicantIncome is 0.0. The LoanAmount is 62.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002318FemaleNo1Not GraduateYes38670.062.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002318 & Female & No & 1 & Not Graduate & Yes & 3867 & 0.000000 & 62.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3867, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 62.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002318', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001669, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1907, CoapplicantIncome is 2365.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001669 - Gender.1 : Female - Married : No @@ -4337,9 +17624,52 @@ Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gend - LoanAmount : 120.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001669. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1907. The CoapplicantIncome is 2365.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002941, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 6383, CoapplicantIncome is 1000.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001669. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1907. The CoapplicantIncome is 2365.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001669FemaleNo0Not GraduateNo19072365.0120.0None1.0Urban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001669 & Female & No & 0 & Not Graduate & No & 1907 & 2365.000000 & 120.000000 & NaN & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1907, 'CoapplicantIncome': 2365.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001669', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002941, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 6383, CoapplicantIncome is 1000.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002941 - Gender.1 : Male - Married : Yes @@ -4351,9 +17681,52 @@ Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"G - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002941. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 6383. The CoapplicantIncome is 1000.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001859, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14683, CoapplicantIncome is 2100.0, LoanAmount is 304.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002941. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 6383. The CoapplicantIncome is 1000.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002941MaleYes2Not GraduateYes63831000.0187.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002941 & Male & Yes & 2 & Not Graduate & Yes & 6383 & 1000.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6383, 'CoapplicantIncome': 1000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002941', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001859, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14683, CoapplicantIncome is 2100.0, LoanAmount is 304.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001859 - Gender.1 : Male - Married : Yes @@ -4365,9 +17738,52 @@ Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gende - LoanAmount : 304.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001859. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14683. The CoapplicantIncome is 2100.0. The LoanAmount is 304.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001770, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3189, CoapplicantIncome is 2598.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001859. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14683. The CoapplicantIncome is 2100.0. The LoanAmount is 304.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001859MaleYes0GraduateNo146832100.0304.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001859 & Male & Yes & 0 & Graduate & No & 14683 & 2100.000000 & 304.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 14683, 'CoapplicantIncome': 2100.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 304.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001859', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001770, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3189, CoapplicantIncome is 2598.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001770 - Gender.1 : Male - Married : No @@ -4379,9 +17795,52 @@ Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender i - LoanAmount : 120.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001770. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3189. The CoapplicantIncome is 2598.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001401, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001770. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3189. The CoapplicantIncome is 2598.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001770MaleNo0Not GraduateNo31892598.0120.0None1.0Rural
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001770 & Male & No & 0 & Not Graduate & No & 3189 & 2598.000000 & 120.000000 & NaN & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3189, 'CoapplicantIncome': 2598.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001770', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001401, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001401 - Gender.1 : Male - Married : Yes @@ -4393,9 +17852,52 @@ Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender i - LoanAmount : 185.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001401. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001426, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5667, CoapplicantIncome is 2667.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001401. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001401MaleYes1GraduateNo145830.0185.0180.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001401 & Male & Yes & 1 & Graduate & No & 14583 & 0.000000 & 185.000000 & 180.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001401', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001426, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5667, CoapplicantIncome is 2667.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001426 - Gender.1 : Male - Married : Yes @@ -4407,9 +17909,52 @@ Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 180.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001426. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5667. The CoapplicantIncome is 2667.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002560, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2699, CoapplicantIncome is 2785.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001426. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5667. The CoapplicantIncome is 2667.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001426MaleYesNoneGraduateNo56672667.0180.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001426 & Male & Yes & NaN & Graduate & No & 5667 & 2667.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5667, 'CoapplicantIncome': 2667.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001426', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002560, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2699, CoapplicantIncome is 2785.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002560 - Gender.1 : Male - Married : No @@ -4421,9 +17966,52 @@ Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gen - LoanAmount : 96.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002560. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2699. The CoapplicantIncome is 2785.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002219, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4996.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002560. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2699. The CoapplicantIncome is 2785.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002560MaleNo0Not GraduateNo26992785.096.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002560 & Male & No & 0 & Not Graduate & No & 2699 & 2785.000000 & 96.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2699, 'CoapplicantIncome': 2785.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002560', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002219, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4996.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002219 - Gender.1 : Male - Married : Yes @@ -4435,9 +18023,52 @@ Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002219. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4996.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002236, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4566, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002219. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4996.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002219MaleYes3+GraduateNo87504996.0130.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002219 & Male & Yes & 3+ & Graduate & No & 8750 & 4996.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8750, 'CoapplicantIncome': 4996.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002219', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002236, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4566, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002236 - Gender.1 : Male - Married : Yes @@ -4449,9 +18080,52 @@ Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002236. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4566. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001750, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002236. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4566. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002236MaleYes2GraduateNo45660.0100.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002236 & Male & Yes & 2 & Graduate & No & 4566 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002236', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001750, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001750 - Gender.1 : Male - Married : Yes @@ -4463,9 +18137,52 @@ Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001750. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002893, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1836, CoapplicantIncome is 33837.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001750. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001750MaleYes0GraduateNo62500.0128.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001750 & Male & Yes & 0 & Graduate & No & 6250 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001750', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002893, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1836, CoapplicantIncome is 33837.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002893 - Gender.1 : Male - Married : No @@ -4477,9 +18194,52 @@ Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender - LoanAmount : 90.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002893. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1836. The CoapplicantIncome is 33837.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002519, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4691, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002893. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1836. The CoapplicantIncome is 33837.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002893MaleNo0GraduateNo183633837.090.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002893 & Male & No & 0 & Graduate & No & 1836 & 33837.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1836, 'CoapplicantIncome': 33837.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002893', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002519, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4691, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002519 - Gender.1 : Male - Married : Yes @@ -4491,9 +18251,52 @@ Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gend - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002519. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4691. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002131, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 2168.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002519. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4691. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002519MaleYes3+GraduateNo46910.0100.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002519 & Male & Yes & 3+ & Graduate & No & 4691 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002519', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002131, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 2168.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002131 - Gender.1 : Male - Married : Yes @@ -4505,9 +18308,52 @@ Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Ge - LoanAmount : 126.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002131. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 2168.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001449, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3865, CoapplicantIncome is 1640.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002131. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 2168.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002131MaleYes2Not GraduateNo30832168.0126.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002131 & Male & Yes & 2 & Not Graduate & No & 3083 & 2168.000000 & 126.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3083, 'CoapplicantIncome': 2168.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002131', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001449, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3865, CoapplicantIncome is 1640.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001449 - Gender.1 : Male - Married : No @@ -4519,9 +18365,52 @@ Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Ma - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001449. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3865. The CoapplicantIncome is 1640.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002959, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 496.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001449. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3865. The CoapplicantIncome is 1640.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001449MaleNo0GraduateNo38651640.0None360.01.0Rural
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001449 & Male & No & 0 & Graduate & No & 3865 & 1640.000000 & NaN & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3865, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001449', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002959, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 496.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002959 - Gender.1 : Female - Married : Yes @@ -4533,9 +18422,52 @@ Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y," - LoanAmount : 496.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002959. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 496.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002429, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3466, CoapplicantIncome is 1210.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002959. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 496.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002959FemaleYes1GraduateNo120000.0496.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002959 & Female & Yes & 1 & Graduate & No & 12000 & 0.000000 & 496.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 496.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002959', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002429, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3466, CoapplicantIncome is 1210.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002429 - Gender.1 : Male - Married : Yes @@ -4547,9 +18479,52 @@ Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002429. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3466. The CoapplicantIncome is 1210.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001924, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3158, CoapplicantIncome is 3053.0, LoanAmount is 89.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002429. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3466. The CoapplicantIncome is 1210.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002429MaleYes1GraduateYes34661210.0130.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002429 & Male & Yes & 1 & Graduate & Yes & 3466 & 1210.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3466, 'CoapplicantIncome': 1210.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002429', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001924, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3158, CoapplicantIncome is 3053.0, LoanAmount is 89.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001924 - Gender.1 : Male - Married : No @@ -4561,9 +18536,52 @@ Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender i - LoanAmount : 89.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001924. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3158. The CoapplicantIncome is 3053.0. The LoanAmount is 89.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP002833, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4467, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001924. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3158. The CoapplicantIncome is 3053.0. The LoanAmount is 89.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001924MaleNo0GraduateNo31583053.089.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001924 & Male & No & 0 & Graduate & No & 3158 & 3053.000000 & 89.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3158, 'CoapplicantIncome': 3053.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 89.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001924', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP002833, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4467, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP002833 - Gender.1 : Male - Married : Yes @@ -4575,9 +18593,52 @@ Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender i - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002833. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4467. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001131, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3941, CoapplicantIncome is 2336.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002833. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4467. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002833MaleYes0Not GraduateNo44670.0120.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002833 & Male & Yes & 0 & Not Graduate & No & 4467 & 0.000000 & 120.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4467, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002833', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001131, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3941, CoapplicantIncome is 2336.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001131 - Gender.1 : Male - Married : Yes @@ -4589,9 +18650,52 @@ Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 134.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001131. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3941. The CoapplicantIncome is 2336.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001370, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 7333, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001131. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3941. The CoapplicantIncome is 2336.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001131MaleYes0GraduateNo39412336.0134.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001131 & Male & Yes & 0 & Graduate & No & 3941 & 2336.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3941, 'CoapplicantIncome': 2336.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001131', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001370, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 7333, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001370 - Gender.1 : Male - Married : No @@ -4603,9 +18707,52 @@ Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender i - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001370. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 7333. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002683, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4683, CoapplicantIncome is 1915.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001370. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 7333. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001370MaleNo0Not GraduateNone73330.0120.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001370 & Male & No & 0 & Not Graduate & NaN & 7333 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001370', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002683, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4683, CoapplicantIncome is 1915.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002683 - Gender.1 : Male - Married : No @@ -4617,9 +18764,52 @@ Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gen - LoanAmount : 185.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002683. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4683. The CoapplicantIncome is 1915.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002541, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10833, CoapplicantIncome is 0.0, LoanAmount is 234.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002683. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4683. The CoapplicantIncome is 1915.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002683MaleNo0GraduateNo46831915.0185.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002683 & Male & No & 0 & Graduate & No & 4683 & 1915.000000 & 185.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4683, 'CoapplicantIncome': 1915.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002683', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002541, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10833, CoapplicantIncome is 0.0, LoanAmount is 234.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002541 - Gender.1 : Male - Married : Yes @@ -4631,9 +18821,52 @@ Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gend - LoanAmount : 234.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002541. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10833. The CoapplicantIncome is 0.0. The LoanAmount is 234.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001482, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3459, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002541. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10833. The CoapplicantIncome is 0.0. The LoanAmount is 234.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002541MaleYes0GraduateNo108330.0234.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002541 & Male & Yes & 0 & Graduate & No & 10833 & 0.000000 & 234.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 10833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 234.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002541', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001482, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3459, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001482 - Gender.1 : Male - Married : Yes @@ -4645,9 +18878,52 @@ Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gende - LoanAmount : 25.0 - Loan_Amount_Term : 120.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001482. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3459. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002408, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3660, CoapplicantIncome is 5064.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001482. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3459. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001482MaleYes0GraduateYes34590.025.0120.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001482 & Male & Yes & 0 & Graduate & Yes & 3459 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3459, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Loan_ID': 'LP001482', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002408, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3660, CoapplicantIncome is 5064.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002408 - Gender.1 : Male - Married : No @@ -4659,9 +18935,52 @@ Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 187.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002408. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3660. The CoapplicantIncome is 5064.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002640, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6065, CoapplicantIncome is 2004.0, LoanAmount is 250.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002408. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3660. The CoapplicantIncome is 5064.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002408MaleNo0GraduateNo36605064.0187.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002408 & Male & No & 0 & Graduate & No & 3660 & 5064.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3660, 'CoapplicantIncome': 5064.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002408', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002640, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6065, CoapplicantIncome is 2004.0, LoanAmount is 250.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002640 - Gender.1 : Male - Married : Yes @@ -4673,9 +18992,52 @@ Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 250.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002640. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6065. The CoapplicantIncome is 2004.0. The LoanAmount is 250.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001136, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4695, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002640. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6065. The CoapplicantIncome is 2004.0. The LoanAmount is 250.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002640MaleYes1GraduateNo60652004.0250.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002640 & Male & Yes & 1 & Graduate & No & 6065 & 2004.000000 & 250.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6065, 'CoapplicantIncome': 2004.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 250.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002640', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001136, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4695, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001136 - Gender.1 : Male - Married : Yes @@ -4687,9 +19049,52 @@ Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is - LoanAmount : 96.0 - Loan_Amount_Term : None - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001136. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4695. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001580, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8000, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001136. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4695. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001136MaleYes0Not GraduateYes46950.096.0None1.0Urban
","\begin{tabular}{llllllllrrrlrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001136 & Male & Yes & 0 & Not Graduate & Yes & 4695 & 0.000000 & 96.000000 & NaN & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4695, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001136', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001580, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8000, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001580 - Gender.1 : Male - Married : Yes @@ -4701,9 +19106,52 @@ Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 200.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001580. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8000. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001225, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5726, CoapplicantIncome is 4595.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001580. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8000. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001580MaleYes2GraduateNo80000.0200.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001580 & Male & Yes & 2 & Graduate & No & 8000 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001580', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001225, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5726, CoapplicantIncome is 4595.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001225 - Gender.1 : Male - Married : Yes @@ -4715,9 +19163,52 @@ Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Ge - LoanAmount : 258.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001225. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5726. The CoapplicantIncome is 4595.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001917, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1811, CoapplicantIncome is 1666.0, LoanAmount is 54.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001225. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5726. The CoapplicantIncome is 4595.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001225MaleYes0GraduateNo57264595.0258.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001225 & Male & Yes & 0 & Graduate & No & 5726 & 4595.000000 & 258.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5726, 'CoapplicantIncome': 4595.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001225', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001917, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1811, CoapplicantIncome is 1666.0, LoanAmount is 54.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001917 - Gender.1 : Female - Married : No @@ -4729,9 +19220,52 @@ Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gend - LoanAmount : 54.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001917. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1811. The CoapplicantIncome is 1666.0. The LoanAmount is 54.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001279, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2366, CoapplicantIncome is 2531.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001917. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1811. The CoapplicantIncome is 1666.0. The LoanAmount is 54.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001917FemaleNo0GraduateNo18111666.054.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001917 & Female & No & 0 & Graduate & No & 1811 & 1666.000000 & 54.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1811, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 54.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001917', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001279, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2366, CoapplicantIncome is 2531.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001279 - Gender.1 : Male - Married : No @@ -4743,9 +19277,52 @@ Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 136.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001279. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2366. The CoapplicantIncome is 2531.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001806, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2965, CoapplicantIncome is 5701.0, LoanAmount is 155.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001279. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2366. The CoapplicantIncome is 2531.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001279MaleNo0GraduateNo23662531.0136.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001279 & Male & No & 0 & Graduate & No & 2366 & 2531.000000 & 136.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2366, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001279', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001806, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2965, CoapplicantIncome is 5701.0, LoanAmount is 155.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001806 - Gender.1 : Male - Married : No @@ -4757,9 +19334,52 @@ Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender i - LoanAmount : 155.0 - Loan_Amount_Term : 60.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001806. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2965. The CoapplicantIncome is 5701.0. The LoanAmount is 155.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001641, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2178, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001806. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2965. The CoapplicantIncome is 5701.0. The LoanAmount is 155.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001806MaleNo0GraduateNo29655701.0155.060.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001806 & Male & No & 0 & Graduate & No & 2965 & 5701.000000 & 155.000000 & 60.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2965, 'CoapplicantIncome': 5701.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 60.0, 'Loan_ID': 'LP001806', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001641, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2178, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001641 - Gender.1 : Male - Married : Yes @@ -4771,9 +19391,52 @@ Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is - LoanAmount : 66.0 - Loan_Amount_Term : 300.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001641. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2178. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is Male, Loan_ID is LP002068, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4917, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001641. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2178. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001641MaleYes1GraduateYes21780.066.0300.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001641 & Male & Yes & 1 & Graduate & Yes & 2178 & 0.000000 & 66.000000 & 300.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2178, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001641', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is Male, Loan_ID is LP002068, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4917, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002068 - Gender.1 : Male - Married : No @@ -4785,9 +19448,52 @@ Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002068. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4917. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001552, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 5625.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002068. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4917. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002068MaleNo0GraduateNo49170.0130.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002068 & Male & No & 0 & Graduate & No & 4917 & 0.000000 & 130.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4917, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002068', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001552, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 5625.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001552 - Gender.1 : Male - Married : Yes @@ -4799,9 +19505,52 @@ Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 255.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001552. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 5625.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001028, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3073, CoapplicantIncome is 8106.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001552. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 5625.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001552MaleYes0GraduateNo45835625.0255.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001552 & Male & Yes & 0 & Graduate & No & 4583 & 5625.000000 & 255.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001552', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001028, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3073, CoapplicantIncome is 8106.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001028 - Gender.1 : Male - Married : Yes @@ -4813,9 +19562,52 @@ Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 200.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001028. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3073. The CoapplicantIncome is 8106.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001106, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2275, CoapplicantIncome is 2067.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001028. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3073. The CoapplicantIncome is 8106.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001028MaleYes2GraduateNo30738106.0200.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001028 & Male & Yes & 2 & Graduate & No & 3073 & 8106.000000 & 200.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3073, 'CoapplicantIncome': 8106.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001028', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001106, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2275, CoapplicantIncome is 2067.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001106 - Gender.1 : Male - Married : Yes @@ -4827,9 +19619,52 @@ Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is M - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001106. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2275. The CoapplicantIncome is 2067.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001086, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1442, CoapplicantIncome is 0.0, LoanAmount is 35.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001106. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2275. The CoapplicantIncome is 2067.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001106MaleYes0GraduateNo22752067.0None360.01.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001106 & Male & Yes & 0 & Graduate & No & 2275 & 2067.000000 & NaN & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2275, 'CoapplicantIncome': 2067.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001106', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001086, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1442, CoapplicantIncome is 0.0, LoanAmount is 35.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001086 - Gender.1 : Male - Married : No @@ -4841,9 +19676,52 @@ Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender - LoanAmount : 35.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001086. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1442. The CoapplicantIncome is 0.0. The LoanAmount is 35.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001581, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 1820, CoapplicantIncome is 1769.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001086. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1442. The CoapplicantIncome is 0.0. The LoanAmount is 35.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001086MaleNo0Not GraduateNo14420.035.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001086 & Male & No & 0 & Not Graduate & No & 1442 & 0.000000 & 35.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1442, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 35.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001086', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001581, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 1820, CoapplicantIncome is 1769.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001581 - Gender.1 : Male - Married : Yes @@ -4855,9 +19733,52 @@ Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 95.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001581. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 1820. The CoapplicantIncome is 1769.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001504, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6950, CoapplicantIncome is 0.0, LoanAmount is 175.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001581. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 1820. The CoapplicantIncome is 1769.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001581MaleYes0Not GraduateNone18201769.095.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001581 & Male & Yes & 0 & Not Graduate & NaN & 1820 & 1769.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1820, 'CoapplicantIncome': 1769.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001581', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]" +Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001504, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6950, CoapplicantIncome is 0.0, LoanAmount is 175.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001504 - Gender.1 : Male - Married : No @@ -4869,9 +19790,52 @@ Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gende - LoanAmount : 175.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001504. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6950. The CoapplicantIncome is 0.0. The LoanAmount is 175.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male, Loan_ID is LP001786, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001504. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6950. The CoapplicantIncome is 0.0. The LoanAmount is 175.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001504MaleNo0GraduateYes69500.0175.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001504 & Male & No & 0 & Graduate & Yes & 6950 & 0.000000 & 175.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001504', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male, Loan_ID is LP001786, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP001786 - Gender.1 : Male - Married : Yes @@ -4883,9 +19847,52 @@ Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male - LoanAmount : 255.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001786. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is N -Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002533, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1603.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001786. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001786MaleYes0GraduateNone57460.0255.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001786 & Male & Yes & 0 & Graduate & NaN & 5746 & 0.000000 & 255.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001786', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002533, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1603.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002533 - Gender.1 : Male - Married : Yes @@ -4897,9 +19904,52 @@ Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is M - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002533. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1603.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002643, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3283, CoapplicantIncome is 2035.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002533. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1603.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002533MaleYes2GraduateNo29471603.0None360.01.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002533 & Male & Yes & 2 & Graduate & No & 2947 & 1603.000000 & NaN & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2947, 'CoapplicantIncome': 1603.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002533', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002643, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3283, CoapplicantIncome is 2035.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002643 - Gender.1 : Male - Married : Yes @@ -4911,9 +19961,52 @@ Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 148.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002643. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3283. The CoapplicantIncome is 2035.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001743, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4009, CoapplicantIncome is 1717.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002643. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3283. The CoapplicantIncome is 2035.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002643MaleYes2GraduateNo32832035.0148.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002643 & Male & Yes & 2 & Graduate & No & 3283 & 2035.000000 & 148.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3283, 'CoapplicantIncome': 2035.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002643', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001743, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4009, CoapplicantIncome is 1717.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001743 - Gender.1 : Male - Married : Yes @@ -4925,9 +20018,52 @@ Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 116.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001743. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4009. The CoapplicantIncome is 1717.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender is Female, Loan_ID is LP002794, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2667, CoapplicantIncome is 1625.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001743. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4009. The CoapplicantIncome is 1717.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001743MaleYes2GraduateNo40091717.0116.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001743 & Male & Yes & 2 & Graduate & No & 4009 & 1717.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4009, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001743', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender is Female, Loan_ID is LP002794, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2667, CoapplicantIncome is 1625.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female - Loan_ID : LP002794 - Gender.1 : Female - Married : No @@ -4939,9 +20075,52 @@ Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender - LoanAmount : 84.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002794. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2667. The CoapplicantIncome is 1625.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Loan_ID is LP001326, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6782, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002794. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2667. The CoapplicantIncome is 1625.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002794FemaleNo0GraduateNo26671625.084.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002794 & Female & No & 0 & Graduate & No & 2667 & 1625.000000 & 84.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2667, 'CoapplicantIncome': 1625.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002794', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Loan_ID is LP001326, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6782, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP001326 - Gender.1 : Male - Married : No @@ -4953,9 +20132,52 @@ Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Loan - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001326. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6782. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is N -Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001157, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3086, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001326. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6782. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001326MaleNo0GraduateNone67820.0None360.0NoneUrban
","\begin{tabular}{llllllllrrlrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001326 & Male & No & 0 & Graduate & NaN & 6782 & 0.000000 & NaN & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6782, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001326', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001157, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3086, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001157 - Gender.1 : Female - Married : No @@ -4967,9 +20189,52 @@ Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001157. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3086. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001798, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5819, CoapplicantIncome is 5000.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001157. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3086. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001157FemaleNo0GraduateNo30860.0120.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001157 & Female & No & 0 & Graduate & No & 3086 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3086, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001157', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001798, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5819, CoapplicantIncome is 5000.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001798 - Gender.1 : Male - Married : Yes @@ -4981,9 +20246,52 @@ Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001798. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5819. The CoapplicantIncome is 5000.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002723, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3588, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001798. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5819. The CoapplicantIncome is 5000.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001798MaleYes2GraduateNo58195000.0120.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001798 & Male & Yes & 2 & Graduate & No & 5819 & 5000.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5819, 'CoapplicantIncome': 5000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001798', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002723, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3588, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002723 - Gender.1 : Male - Married : No @@ -4995,9 +20303,52 @@ Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002723. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3588. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002140, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4167.0, LoanAmount is 308.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002723. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3588. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002723MaleNo2GraduateNo35880.0110.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002723 & Male & No & 2 & Graduate & No & 3588 & 0.000000 & 110.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3588, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002723', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002140, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4167.0, LoanAmount is 308.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002140 - Gender.1 : Male - Married : No @@ -5009,9 +20360,52 @@ Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 308.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002140. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4167.0. The LoanAmount is 308.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002714, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2679, CoapplicantIncome is 1302.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002140. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4167.0. The LoanAmount is 308.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002140MaleNo0GraduateNo87504167.0308.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002140 & Male & No & 0 & Graduate & No & 8750 & 4167.000000 & 308.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8750, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 308.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002140', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002714, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2679, CoapplicantIncome is 1302.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002714 - Gender.1 : Male - Married : No @@ -5023,9 +20417,52 @@ Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y," - LoanAmount : 94.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002714. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2679. The CoapplicantIncome is 1302.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001616, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002714. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2679. The CoapplicantIncome is 1302.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002714MaleNo1Not GraduateNo26791302.094.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002714 & Male & No & 1 & Not Graduate & No & 2679 & 1302.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2679, 'CoapplicantIncome': 1302.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002714', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001616, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001616 - Gender.1 : Male - Married : Yes @@ -5037,9 +20474,52 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 116.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001616. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -,LP002478,,Yes,0,Graduate,Yes,2083,4083.0,160.0,360.0,,Semiurban,Y,"Gender is None, Loan_ID is LP002478, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2083, CoapplicantIncome is 4083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban, Loan_Status is Y","- Gender : None + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001616. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001616MaleYes1GraduateNo37500.0116.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001616 & Male & Yes & 1 & Graduate & No & 3750 & 0.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001616', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +,LP002478,,Yes,0,Graduate,Yes,2083,4083.0,160.0,360.0,,Semiurban,Y,"Gender is None, Loan_ID is LP002478, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2083, CoapplicantIncome is 4083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : None - Loan_ID : LP002478 - Gender.1 : None - Married : Yes @@ -5051,9 +20531,52 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is None. The Loan_ID is LP002478. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2083. The CoapplicantIncome is 4083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002739, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 536.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002478. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2083. The CoapplicantIncome is 4083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002478NoneYes0GraduateYes20834083.0160.0360.0NoneSemiurban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002478 & NaN & Yes & 0 & Graduate & Yes & 2083 & 4083.000000 & 160.000000 & 360.000000 & NaN & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2083, 'CoapplicantIncome': 4083.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002478', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002739, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 536.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002739 - Gender.1 : Male - Married : Yes @@ -5065,9 +20588,52 @@ Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gend - LoanAmount : 66.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002739. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 536.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001120, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1800, CoapplicantIncome is 1213.0, LoanAmount is 47.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002739. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 536.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002739MaleYes0Not GraduateNo2917536.066.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002739 & Male & Yes & 0 & Not Graduate & No & 2917 & 536.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2917, 'CoapplicantIncome': 536.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002739', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001120, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1800, CoapplicantIncome is 1213.0, LoanAmount is 47.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001120 - Gender.1 : Male - Married : No @@ -5079,9 +20645,52 @@ Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender i - LoanAmount : 47.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001120. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1800. The CoapplicantIncome is 1213.0. The LoanAmount is 47.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002837, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001120. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1800. The CoapplicantIncome is 1213.0. The LoanAmount is 47.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001120MaleNo0GraduateNo18001213.047.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001120 & Male & No & 0 & Graduate & No & 1800 & 1213.000000 & 47.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1800, 'CoapplicantIncome': 1213.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 47.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001120', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002837, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002837 - Gender.1 : Male - Married : Yes @@ -5093,9 +20702,52 @@ Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gende - LoanAmount : 123.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002837. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002731, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 18165, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002837. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002837MaleYes3+GraduateNo34002500.0123.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002837 & Male & Yes & 3+ & Graduate & No & 3400 & 2500.000000 & 123.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002837', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002731, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 18165, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP002731 - Gender.1 : Female - Married : No @@ -5107,9 +20759,52 @@ Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y," - LoanAmount : 125.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002731. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 18165. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001693, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3244, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002731. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 18165. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002731FemaleNo0Not GraduateYes181650.0125.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002731 & Female & No & 0 & Not Graduate & Yes & 18165 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 18165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002731', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001693, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3244, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001693 - Gender.1 : Female - Married : No @@ -5121,9 +20816,52 @@ Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 80.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001693. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3244. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002263, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2115.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001693. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3244. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001693FemaleNo0GraduateNo32440.080.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001693 & Female & No & 0 & Graduate & No & 3244 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3244, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001693', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002263, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2115.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP002263 - Gender.1 : Male - Married : Yes @@ -5135,9 +20873,52 @@ Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002263. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2115.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001915, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2301, CoapplicantIncome is 985.7999878, LoanAmount is 78.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002263. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2115.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002263MaleYes0GraduateNo25832115.0120.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002263 & Male & Yes & 0 & Graduate & No & 2583 & 2115.000000 & 120.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2115.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002263', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001915, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2301, CoapplicantIncome is 985.7999878, LoanAmount is 78.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001915 - Gender.1 : Male - Married : Yes @@ -5149,9 +20930,52 @@ Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Ge - LoanAmount : 78.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001915. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2301. The CoapplicantIncome is 985.7999878. The LoanAmount is 78.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002158, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 1666.0, LoanAmount is 100.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001915. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2301. The CoapplicantIncome is 985.7999878. The LoanAmount is 78.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001915MaleYes2GraduateNo2301985.79998878.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001915 & Male & Yes & 2 & Graduate & No & 2301 & 985.799988 & 78.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2301, 'CoapplicantIncome': 985.7999878, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 78.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001915', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002158, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 1666.0, LoanAmount is 100.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002158 - Gender.1 : Male - Married : Yes @@ -5163,9 +20987,52 @@ Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Ge - LoanAmount : 100.0 - Loan_Amount_Term : 480.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002158. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 1666.0. The LoanAmount is 100.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002281, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3033, CoapplicantIncome is 1459.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002158. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 1666.0. The LoanAmount is 100.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002158MaleYes0Not GraduateNo30001666.0100.0480.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002158 & Male & Yes & 0 & Not Graduate & No & 3000 & 1666.000000 & 100.000000 & 480.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3000, 'CoapplicantIncome': 1666.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002158', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002281, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3033, CoapplicantIncome is 1459.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002281 - Gender.1 : Male - Married : Yes @@ -5177,9 +21044,52 @@ Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 95.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002281. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3033. The CoapplicantIncome is 1459.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001844, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16250, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002281. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3033. The CoapplicantIncome is 1459.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002281MaleYes0GraduateNo30331459.095.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002281 & Male & Yes & 0 & Graduate & No & 3033 & 1459.000000 & 95.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3033, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002281', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001844, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16250, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001844 - Gender.1 : Male - Married : No @@ -5191,9 +21101,52 @@ Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender i - LoanAmount : 192.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001844. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16250. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001726, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3727, CoapplicantIncome is 1775.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001844. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16250. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001844MaleNo0GraduateYes162500.0192.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001844 & Male & No & 0 & Graduate & Yes & 16250 & 0.000000 & 192.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 16250, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001844', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001726, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3727, CoapplicantIncome is 1775.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001726 - Gender.1 : Male - Married : Yes @@ -5205,9 +21158,52 @@ Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 131.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001726. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3727. The CoapplicantIncome is 1775.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001008, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001726. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3727. The CoapplicantIncome is 1775.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001726MaleYes0GraduateNo37271775.0131.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001726 & Male & Yes & 0 & Graduate & No & 3727 & 1775.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3727, 'CoapplicantIncome': 1775.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001726', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001008, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001008 - Gender.1 : Male - Married : No @@ -5219,9 +21215,52 @@ Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 141.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001008. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001849, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6045, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001008. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001008MaleNo0GraduateNo60000.0141.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001008 & Male & No & 0 & Graduate & No & 6000 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001008', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001849, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6045, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001849 - Gender.1 : Male - Married : No @@ -5233,9 +21272,52 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender - LoanAmount : 115.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001849. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6045. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -,LP002872,,Yes,0,Graduate,No,3087,2210.0,136.0,360.0,0.0,Semiurban,N,"Gender is None, Loan_ID is LP002872, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3087, CoapplicantIncome is 2210.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : None + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001849. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6045. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001849MaleNo0Not GraduateNo60450.0115.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001849 & Male & No & 0 & Not Graduate & No & 6045 & 0.000000 & 115.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6045, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001849', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +,LP002872,,Yes,0,Graduate,No,3087,2210.0,136.0,360.0,0.0,Semiurban,N,"Gender is None, Loan_ID is LP002872, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3087, CoapplicantIncome is 2210.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None - Loan_ID : LP002872 - Gender.1 : None - Married : Yes @@ -5247,9 +21329,52 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender - LoanAmount : 136.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is None. The Loan_ID is LP002872. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3087. The CoapplicantIncome is 2210.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002767, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2768, CoapplicantIncome is 1950.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002872. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3087. The CoapplicantIncome is 2210.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP002872NoneYes0GraduateNo30872210.0136.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP002872 & NaN & Yes & 0 & Graduate & No & 3087 & 2210.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3087, 'CoapplicantIncome': 2210.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002872', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002767, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2768, CoapplicantIncome is 1950.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002767 - Gender.1 : Male - Married : Yes @@ -5261,9 +21386,52 @@ Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 155.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002767. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2768. The CoapplicantIncome is 1950.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002377, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8624, CoapplicantIncome is 0.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002767. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2768. The CoapplicantIncome is 1950.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002767MaleYes0GraduateNo27681950.0155.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002767 & Male & Yes & 0 & Graduate & No & 2768 & 1950.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2768, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002767', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002377, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8624, CoapplicantIncome is 0.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002377 - Gender.1 : Female - Married : No @@ -5275,9 +21443,52 @@ Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 150.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002377. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8624. The CoapplicantIncome is 0.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001345, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4288, CoapplicantIncome is 3263.0, LoanAmount is 133.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002377. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8624. The CoapplicantIncome is 0.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002377FemaleNo1GraduateYes86240.0150.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002377 & Female & No & 1 & Graduate & Yes & 8624 & 0.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8624, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002377', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001345, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4288, CoapplicantIncome is 3263.0, LoanAmount is 133.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001345 - Gender.1 : Male - Married : Yes @@ -5289,9 +21500,52 @@ Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Ge - LoanAmount : 133.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001345. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4288. The CoapplicantIncome is 3263.0. The LoanAmount is 133.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001754, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4735, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001345. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4288. The CoapplicantIncome is 3263.0. The LoanAmount is 133.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001345MaleYes2Not GraduateNo42883263.0133.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001345 & Male & Yes & 2 & Not Graduate & No & 4288 & 3263.000000 & 133.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4288, 'CoapplicantIncome': 3263.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001345', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001754, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4735, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001754 - Gender.1 : Male - Married : Yes @@ -5303,9 +21557,52 @@ Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gende - LoanAmount : 138.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001754. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4735. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002443, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3340, CoapplicantIncome is 1710.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001754. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4735. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001754MaleYesNoneNot GraduateYes47350.0138.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001754 & Male & Yes & NaN & Not Graduate & Yes & 4735 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4735, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001754', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002443, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3340, CoapplicantIncome is 1710.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002443 - Gender.1 : Male - Married : Yes @@ -5317,9 +21614,52 @@ Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender - LoanAmount : 150.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002443. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3340. The CoapplicantIncome is 1710.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002804, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4180, CoapplicantIncome is 2306.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002443. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3340. The CoapplicantIncome is 1710.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002443MaleYes2GraduateNo33401710.0150.0360.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002443 & Male & Yes & 2 & Graduate & No & 3340 & 1710.000000 & 150.000000 & 360.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3340, 'CoapplicantIncome': 1710.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002443', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002804, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4180, CoapplicantIncome is 2306.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002804 - Gender.1 : Female - Married : Yes @@ -5331,9 +21671,52 @@ Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y - LoanAmount : 182.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002804. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4180. The CoapplicantIncome is 2306.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002912, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 3000.0, LoanAmount is 172.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002804. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4180. The CoapplicantIncome is 2306.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002804FemaleYes0GraduateNo41802306.0182.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002804 & Female & Yes & 0 & Graduate & No & 4180 & 2306.000000 & 182.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4180, 'CoapplicantIncome': 2306.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002804', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002912, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 3000.0, LoanAmount is 172.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002912 - Gender.1 : Male - Married : Yes @@ -5345,9 +21728,52 @@ Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender - LoanAmount : 172.0 - Loan_Amount_Term : 84.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002912. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 3000.0. The LoanAmount is 172.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001715, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5703, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002912. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 3000.0. The LoanAmount is 172.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002912MaleYes1GraduateNo42833000.0172.084.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002912 & Male & Yes & 1 & Graduate & No & 4283 & 3000.000000 & 172.000000 & 84.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4283, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 84.0, 'Loan_ID': 'LP002912', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001715, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5703, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001715 - Gender.1 : Male - Married : Yes @@ -5359,9 +21785,52 @@ Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gen - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001715. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5703. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002160, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5167, CoapplicantIncome is 3167.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001715. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5703. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001715MaleYes3+Not GraduateYes57030.0130.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001715 & Male & Yes & 3+ & Not Graduate & Yes & 5703 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001715', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002160, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5167, CoapplicantIncome is 3167.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002160 - Gender.1 : Male - Married : Yes @@ -5373,9 +21842,52 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 200.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002160. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5167. The CoapplicantIncome is 3167.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -,LP001585,,Yes,3+,Graduate,No,51763,0.0,700.0,300.0,1.0,Urban,Y,"Gender is None, Loan_ID is LP001585, Gender.1 is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 51763, CoapplicantIncome is 0.0, LoanAmount is 700.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : None + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002160. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5167. The CoapplicantIncome is 3167.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002160MaleYes3+GraduateNo51673167.0200.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002160 & Male & Yes & 3+ & Graduate & No & 5167 & 3167.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5167, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002160', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +,LP001585,,Yes,3+,Graduate,No,51763,0.0,700.0,300.0,1.0,Urban,Y,"Gender is None, Loan_ID is LP001585, Gender.1 is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 51763, CoapplicantIncome is 0.0, LoanAmount is 700.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None - Loan_ID : LP001585 - Gender.1 : None - Married : Yes @@ -5387,9 +21899,52 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 700.0 - Loan_Amount_Term : 300.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is None. The Loan_ID is LP001585. The Gender.1 is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 51763. The CoapplicantIncome is 0.0. The LoanAmount is 700.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001334, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4188, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is None. The Loan_ID is LP001585. The Gender.1 is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 51763. The CoapplicantIncome is 0.0. The LoanAmount is 700.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0NoneLP001585NoneYes3+GraduateNo517630.0700.0300.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & NaN & LP001585 & NaN & Yes & 3+ & Graduate & No & 51763 & 0.000000 & 700.000000 & 300.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 51763, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 700.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001585', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001334, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4188, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001334 - Gender.1 : Male - Married : Yes @@ -5401,9 +21956,52 @@ Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"G - LoanAmount : 115.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001334. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4188. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001940, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3153, CoapplicantIncome is 1560.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001334. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4188. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001334MaleYes0Not GraduateNo41880.0115.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001334 & Male & Yes & 0 & Not Graduate & No & 4188 & 0.000000 & 115.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4188, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001334', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001940, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3153, CoapplicantIncome is 1560.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001940 - Gender.1 : Male - Married : Yes @@ -5415,9 +22013,52 @@ Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 134.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001940. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3153. The CoapplicantIncome is 1560.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001720, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3850, CoapplicantIncome is 983.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001940. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3153. The CoapplicantIncome is 1560.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001940MaleYes2GraduateNo31531560.0134.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001940 & Male & Yes & 2 & Graduate & No & 3153 & 1560.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3153, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001940', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001720, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3850, CoapplicantIncome is 983.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001720 - Gender.1 : Male - Married : Yes @@ -5429,9 +22070,52 @@ Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001720. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3850. The CoapplicantIncome is 983.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001206, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3029, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001720. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3850. The CoapplicantIncome is 983.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001720MaleYes3+Not GraduateNo3850983.0100.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001720 & Male & Yes & 3+ & Not Graduate & No & 3850 & 983.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3850, 'CoapplicantIncome': 983.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001720', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001206, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3029, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001206 - Gender.1 : Male - Married : Yes @@ -5443,9 +22127,52 @@ Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 99.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001206. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3029. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002308, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2167, CoapplicantIncome is 2400.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001206. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3029. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001206MaleYes3+GraduateNo30290.099.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001206 & Male & Yes & 3+ & Graduate & No & 3029 & 0.000000 & 99.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3029, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001206', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002308, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2167, CoapplicantIncome is 2400.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002308 - Gender.1 : Male - Married : Yes @@ -5457,9 +22184,52 @@ Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Ge - LoanAmount : 115.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002308. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2167. The CoapplicantIncome is 2400.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002615, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4865, CoapplicantIncome is 5624.0, LoanAmount is 208.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002308. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2167. The CoapplicantIncome is 2400.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002308MaleYes0Not GraduateNo21672400.0115.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002308 & Male & Yes & 0 & Not Graduate & No & 2167 & 2400.000000 & 115.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2167, 'CoapplicantIncome': 2400.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002308', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002615, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4865, CoapplicantIncome is 5624.0, LoanAmount is 208.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002615 - Gender.1 : Male - Married : Yes @@ -5471,9 +22241,52 @@ Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 208.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002615. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4865. The CoapplicantIncome is 5624.0. The LoanAmount is 208.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001144, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5821, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002615. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4865. The CoapplicantIncome is 5624.0. The LoanAmount is 208.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002615MaleYes2GraduateNo48655624.0208.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002615 & Male & Yes & 2 & Graduate & No & 4865 & 5624.000000 & 208.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4865, 'CoapplicantIncome': 5624.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 208.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002615', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001144, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5821, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001144 - Gender.1 : Male - Married : Yes @@ -5485,9 +22298,52 @@ Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 144.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001144. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5821. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001097, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4692, CoapplicantIncome is 0.0, LoanAmount is 106.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001144. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5821. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001144MaleYes0GraduateNo58210.0144.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001144 & Male & Yes & 0 & Graduate & No & 5821 & 0.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5821, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001144', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001097, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4692, CoapplicantIncome is 0.0, LoanAmount is 106.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001097 - Gender.1 : Male - Married : No @@ -5499,9 +22355,52 @@ Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is - LoanAmount : 106.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001097. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4692. The CoapplicantIncome is 0.0. The LoanAmount is 106.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001674, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 2500.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001097. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4692. The CoapplicantIncome is 0.0. The LoanAmount is 106.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001097MaleNo1GraduateYes46920.0106.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001097 & Male & No & 1 & Graduate & Yes & 4692 & 0.000000 & 106.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 106.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001097', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001674, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 2500.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001674 - Gender.1 : Male - Married : Yes @@ -5513,9 +22412,52 @@ Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y, - LoanAmount : 90.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001674. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 2500.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001487, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4895, CoapplicantIncome is 0.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001674. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 2500.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001674MaleYes1Not GraduateNo26002500.090.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001674 & Male & Yes & 1 & Not Graduate & No & 2600 & 2500.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001674', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001487, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4895, CoapplicantIncome is 0.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001487 - Gender.1 : Male - Married : No @@ -5527,9 +22469,52 @@ Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 102.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001487. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4895. The CoapplicantIncome is 0.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001073, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4226, CoapplicantIncome is 1040.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001487. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4895. The CoapplicantIncome is 0.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001487MaleNo0GraduateNo48950.0102.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001487 & Male & No & 0 & Graduate & No & 4895 & 0.000000 & 102.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001487', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001073, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4226, CoapplicantIncome is 1040.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001073 - Gender.1 : Male - Married : Yes @@ -5541,9 +22526,52 @@ Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Ge - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001073. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4226. The CoapplicantIncome is 1040.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002734, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6133, CoapplicantIncome is 3906.0, LoanAmount is 324.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001073. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4226. The CoapplicantIncome is 1040.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001073MaleYes2Not GraduateNo42261040.0110.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001073 & Male & Yes & 2 & Not Graduate & No & 4226 & 1040.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4226, 'CoapplicantIncome': 1040.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001073', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002734, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6133, CoapplicantIncome is 3906.0, LoanAmount is 324.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002734 - Gender.1 : Male - Married : Yes @@ -5555,9 +22583,52 @@ Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 324.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002734. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6133. The CoapplicantIncome is 3906.0. The LoanAmount is 324.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001765, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2491, CoapplicantIncome is 2054.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002734. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6133. The CoapplicantIncome is 3906.0. The LoanAmount is 324.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002734MaleYes0GraduateNo61333906.0324.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002734 & Male & Yes & 0 & Graduate & No & 6133 & 3906.000000 & 324.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6133, 'CoapplicantIncome': 3906.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 324.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002734', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001765, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2491, CoapplicantIncome is 2054.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001765 - Gender.1 : Male - Married : Yes @@ -5569,9 +22640,52 @@ Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 104.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001765. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2491. The CoapplicantIncome is 2054.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002556, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2435, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001765. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2491. The CoapplicantIncome is 2054.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001765MaleYes1GraduateNo24912054.0104.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001765 & Male & Yes & 1 & Graduate & No & 2491 & 2054.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2491, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001765', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002556, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2435, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002556 - Gender.1 : Male - Married : No @@ -5583,9 +22697,52 @@ Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is M - LoanAmount : 75.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002556. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2435. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002224, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3069, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002556. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2435. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002556MaleNo0GraduateNo24350.075.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002556 & Male & No & 0 & Graduate & No & 2435 & 0.000000 & 75.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2435, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002556', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002224, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3069, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002224 - Gender.1 : Male - Married : No @@ -5597,9 +22754,52 @@ Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is M - LoanAmount : 71.0 - Loan_Amount_Term : 480.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002224. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3069. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001931, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4124, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002224. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3069. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002224MaleNo0GraduateNo30690.071.0480.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002224 & Male & No & 0 & Graduate & No & 3069 & 0.000000 & 71.000000 & 480.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3069, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002224', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001931, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4124, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001931 - Gender.1 : Female - Married : No @@ -5611,9 +22811,52 @@ Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 115.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001931. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4124. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002345, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 2773.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001931. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4124. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001931FemaleNo0GraduateNo41240.0115.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001931 & Female & No & 0 & Graduate & No & 4124 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4124, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001931', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002345, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 2773.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002345 - Gender.1 : Male - Married : Yes @@ -5625,9 +22868,52 @@ Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 112.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002345. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 2773.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002262, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9504, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002345. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 2773.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002345MaleYes0GraduateNo10252773.0112.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002345 & Male & Yes & 0 & Graduate & No & 1025 & 2773.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1025, 'CoapplicantIncome': 2773.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002345', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002262, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9504, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002262 - Gender.1 : Male - Married : Yes @@ -5639,9 +22925,52 @@ Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender i - LoanAmount : 275.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002262. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9504. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002600, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2895, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002262. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9504. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002262MaleYes3+GraduateNo95040.0275.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002262 & Male & Yes & 3+ & Graduate & No & 9504 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9504, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002262', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002600, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2895, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002600 - Gender.1 : Male - Married : Yes @@ -5653,9 +22982,52 @@ Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 95.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002600. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2895. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001492, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14999, CoapplicantIncome is 0.0, LoanAmount is 242.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002600. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2895. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002600MaleYes1GraduateYes28950.095.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002600 & Male & Yes & 1 & Graduate & Yes & 2895 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002600', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001492, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14999, CoapplicantIncome is 0.0, LoanAmount is 242.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001492 - Gender.1 : Male - Married : No @@ -5667,9 +23039,52 @@ Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gende - LoanAmount : 242.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001492. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14999. The CoapplicantIncome is 0.0. The LoanAmount is 242.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001207, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2609, CoapplicantIncome is 3449.0, LoanAmount is 165.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001492. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14999. The CoapplicantIncome is 0.0. The LoanAmount is 242.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001492MaleNo0GraduateNo149990.0242.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001492 & Male & No & 0 & Graduate & No & 14999 & 0.000000 & 242.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 14999, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 242.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001492', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001207, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2609, CoapplicantIncome is 3449.0, LoanAmount is 165.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001207 - Gender.1 : Male - Married : Yes @@ -5681,9 +23096,52 @@ Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"G - LoanAmount : 165.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001207. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2609. The CoapplicantIncome is 3449.0. The LoanAmount is 165.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002517, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2653, CoapplicantIncome is 1500.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001207. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2609. The CoapplicantIncome is 3449.0. The LoanAmount is 165.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001207MaleYes0Not GraduateYes26093449.0165.0180.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001207 & Male & Yes & 0 & Not Graduate & Yes & 2609 & 3449.000000 & 165.000000 & 180.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2609, 'CoapplicantIncome': 3449.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001207', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002517, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2653, CoapplicantIncome is 1500.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002517 - Gender.1 : Male - Married : Yes @@ -5695,9 +23153,52 @@ Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Ge - LoanAmount : 113.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002517. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2653. The CoapplicantIncome is 1500.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001451, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10513, CoapplicantIncome is 3850.0, LoanAmount is 160.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002517. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2653. The CoapplicantIncome is 1500.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002517MaleYes1Not GraduateNo26531500.0113.0180.00.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002517 & Male & Yes & 1 & Not Graduate & No & 2653 & 1500.000000 & 113.000000 & 180.000000 & 0.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2653, 'CoapplicantIncome': 1500.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002517', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001451, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10513, CoapplicantIncome is 3850.0, LoanAmount is 160.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001451 - Gender.1 : Male - Married : Yes @@ -5709,9 +23210,52 @@ Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gend - LoanAmount : 160.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001451. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10513. The CoapplicantIncome is 3850.0. The LoanAmount is 160.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002943, Gender.1 is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2987, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001451. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10513. The CoapplicantIncome is 3850.0. The LoanAmount is 160.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001451MaleYes1GraduateYes105133850.0160.0180.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001451 & Male & Yes & 1 & Graduate & Yes & 10513 & 3850.000000 & 160.000000 & 180.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 10513, 'CoapplicantIncome': 3850.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001451', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002943, Gender.1 is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2987, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002943 - Gender.1 : Male - Married : No @@ -5723,9 +23267,52 @@ Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender i - LoanAmount : 88.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002943. The Gender.1 is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2987. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002689, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2192, CoapplicantIncome is 1742.0, LoanAmount is 45.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002943. The Gender.1 is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2987. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002943MaleNoNoneGraduateNo29870.088.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002943 & Male & No & NaN & Graduate & No & 2987 & 0.000000 & 88.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2987, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002943', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002689, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2192, CoapplicantIncome is 1742.0, LoanAmount is 45.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002689 - Gender.1 : Male - Married : Yes @@ -5737,9 +23324,52 @@ Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y, - LoanAmount : 45.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002689. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2192. The CoapplicantIncome is 1742.0. The LoanAmount is 45.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP001222, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002689. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2192. The CoapplicantIncome is 1742.0. The LoanAmount is 45.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002689MaleYes2Not GraduateNo21921742.045.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002689 & Male & Yes & 2 & Not Graduate & No & 2192 & 1742.000000 & 45.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2192, 'CoapplicantIncome': 1742.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002689', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP001222, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001222 - Gender.1 : Female - Married : No @@ -5751,9 +23381,52 @@ Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Ge - LoanAmount : 116.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001222. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001030, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 1299, CoapplicantIncome is 1086.0, LoanAmount is 17.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001222. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001222FemaleNo0GraduateNo41660.0116.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001222 & Female & No & 0 & Graduate & No & 4166 & 0.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001222', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001030, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 1299, CoapplicantIncome is 1086.0, LoanAmount is 17.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001030 - Gender.1 : Male - Married : Yes @@ -5765,9 +23438,52 @@ Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender - LoanAmount : 17.0 - Loan_Amount_Term : 120.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001030. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1299. The CoapplicantIncome is 1086.0. The LoanAmount is 17.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001541, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001030. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1299. The CoapplicantIncome is 1086.0. The LoanAmount is 17.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001030MaleYes2GraduateNo12991086.017.0120.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001030 & Male & Yes & 2 & Graduate & No & 1299 & 1086.000000 & 17.000000 & 120.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1299, 'CoapplicantIncome': 1086.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 17.0, 'Loan_Amount_Term': 120.0, 'Loan_ID': 'LP001030', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001541, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP001541 - Gender.1 : Male - Married : Yes @@ -5779,9 +23495,52 @@ Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Ma - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001541. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001119, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3600, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001541. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001541MaleYes1GraduateNo60000.0160.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001541 & Male & Yes & 1 & Graduate & No & 6000 & 0.000000 & 160.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001541', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001119, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3600, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001119 - Gender.1 : Male - Married : No @@ -5793,9 +23552,52 @@ Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is M - LoanAmount : 80.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001119. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3600. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002571, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3691, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001119. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3600. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001119MaleNo0GraduateNo36000.080.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001119 & Male & No & 0 & Graduate & No & 3600 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001119', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002571, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3691, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002571 - Gender.1 : Male - Married : No @@ -5807,9 +23609,52 @@ Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002571. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3691. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002225, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5391, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002571. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3691. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002571MaleNo0Not GraduateNo36910.0110.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002571 & Male & No & 0 & Not Graduate & No & 3691 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002571', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002225, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5391, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002225 - Gender.1 : Male - Married : Yes @@ -5821,9 +23666,52 @@ Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 130.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002225. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5391. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001643, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 2138.0, LoanAmount is 58.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002225. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5391. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002225MaleYes2GraduateNo53910.0130.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002225 & Male & Yes & 2 & Graduate & No & 5391 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5391, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002225', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001643, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 2138.0, LoanAmount is 58.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP001643 - Gender.1 : Male - Married : Yes @@ -5835,9 +23723,52 @@ Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is - LoanAmount : 58.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001643. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 2138.0. The LoanAmount is 58.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001722, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 150, CoapplicantIncome is 1800.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001643. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 2138.0. The LoanAmount is 58.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001643MaleYes0GraduateNo23832138.058.0360.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001643 & Male & Yes & 0 & Graduate & No & 2383 & 2138.000000 & 58.000000 & 360.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2383, 'CoapplicantIncome': 2138.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 58.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001643', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001722, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 150, CoapplicantIncome is 1800.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001722 - Gender.1 : Male - Married : Yes @@ -5849,9 +23780,52 @@ Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 135.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001722. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 150. The CoapplicantIncome is 1800.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001164, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4230, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Female + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001722. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 150. The CoapplicantIncome is 1800.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001722MaleYes0GraduateNo1501800.0135.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001722 & Male & Yes & 0 & Graduate & No & 150 & 1800.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 150, 'CoapplicantIncome': 1800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001722', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001164, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4230, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001164 - Gender.1 : Female - Married : No @@ -5863,9 +23837,52 @@ Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Ge - LoanAmount : 112.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001164. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4230. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002112, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2500, CoapplicantIncome is 4600.0, LoanAmount is 176.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001164. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4230. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001164FemaleNo0GraduateNo42300.0112.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001164 & Female & No & 0 & Graduate & No & 4230 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4230, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001164', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002112, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2500, CoapplicantIncome is 4600.0, LoanAmount is 176.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002112 - Gender.1 : Male - Married : Yes @@ -5877,9 +23894,52 @@ Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 176.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002112. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2500. The CoapplicantIncome is 4600.0. The LoanAmount is 176.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001949, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 4416, CoapplicantIncome is 1250.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002112. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2500. The CoapplicantIncome is 4600.0. The LoanAmount is 176.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002112MaleYes2GraduateYes25004600.0176.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002112 & Male & Yes & 2 & Graduate & Yes & 2500 & 4600.000000 & 176.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 4600.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 176.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002112', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001949, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 4416, CoapplicantIncome is 1250.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001949 - Gender.1 : Male - Married : Yes @@ -5891,9 +23951,52 @@ Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001949. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 4416. The CoapplicantIncome is 1250.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP001836, Gender.1 is Female, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3427, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001949. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 4416. The CoapplicantIncome is 1250.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001949MaleYes3+GraduateNone44161250.0110.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001949 & Male & Yes & 3+ & Graduate & NaN & 4416 & 1250.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4416, 'CoapplicantIncome': 1250.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001949', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP001836, Gender.1 is Female, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3427, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001836 - Gender.1 : Female - Married : No @@ -5905,9 +24008,52 @@ Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender - LoanAmount : 138.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001836. The Gender.1 is Female. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3427. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002484, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 7740, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001836. The Gender.1 is Female. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3427. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001836FemaleNo2GraduateNo34270.0138.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001836 & Female & No & 2 & Graduate & No & 3427 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3427, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001836', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002484, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 7740, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002484 - Gender.1 : Male - Married : Yes @@ -5919,9 +24065,52 @@ Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender i - LoanAmount : 128.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002484. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7740. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002455, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002484. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7740. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002484MaleYes3+GraduateNo77400.0128.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002484 & Male & Yes & 3+ & Graduate & No & 7740 & 0.000000 & 128.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7740, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002484', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002455, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002455 - Gender.1 : Male - Married : Yes @@ -5933,9 +24122,52 @@ Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 96.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002455. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002983, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8072, CoapplicantIncome is 240.0, LoanAmount is 253.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002455. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002455MaleYes2GraduateNo38590.096.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002455 & Male & Yes & 2 & Graduate & No & 3859 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3859, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002455', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002983, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8072, CoapplicantIncome is 240.0, LoanAmount is 253.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002983 - Gender.1 : Male - Married : Yes @@ -5947,9 +24179,52 @@ Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 253.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002983. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8072. The CoapplicantIncome is 240.0. The LoanAmount is 253.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001884, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2876, CoapplicantIncome is 1560.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002983. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8072. The CoapplicantIncome is 240.0. The LoanAmount is 253.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002983MaleYes1GraduateNo8072240.0253.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002983 & Male & Yes & 1 & Graduate & No & 8072 & 240.000000 & 253.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8072, 'CoapplicantIncome': 240.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 253.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002983', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001884, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2876, CoapplicantIncome is 1560.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001884 - Gender.1 : Female - Married : No @@ -5961,9 +24236,52 @@ Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gend - LoanAmount : 90.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001884. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2876. The CoapplicantIncome is 1560.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001677, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4923, CoapplicantIncome is 0.0, LoanAmount is 166.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001884. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2876. The CoapplicantIncome is 1560.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001884FemaleNo1GraduateNo28761560.090.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001884 & Female & No & 1 & Graduate & No & 2876 & 1560.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2876, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001884', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001677, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4923, CoapplicantIncome is 0.0, LoanAmount is 166.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001677 - Gender.1 : Male - Married : No @@ -5975,9 +24293,52 @@ Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender - LoanAmount : 166.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001677. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4923. The CoapplicantIncome is 0.0. The LoanAmount is 166.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001562, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7933, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001677. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4923. The CoapplicantIncome is 0.0. The LoanAmount is 166.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001677MaleNo2GraduateNo49230.0166.0360.00.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001677 & Male & No & 2 & Graduate & No & 4923 & 0.000000 & 166.000000 & 360.000000 & 0.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4923, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 166.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001677', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001562, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7933, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001562 - Gender.1 : Male - Married : Yes @@ -5989,9 +24350,52 @@ Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is - LoanAmount : 275.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001562. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7933. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002296, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2755, CoapplicantIncome is 0.0, LoanAmount is 65.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001562. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7933. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001562MaleYes0GraduateNo79330.0275.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001562 & Male & Yes & 0 & Graduate & No & 7933 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7933, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001562', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002296, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2755, CoapplicantIncome is 0.0, LoanAmount is 65.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002296 - Gender.1 : Male - Married : No @@ -6003,9 +24407,52 @@ Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender - LoanAmount : 65.0 - Loan_Amount_Term : 300.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002296. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2755. The CoapplicantIncome is 0.0. The LoanAmount is 65.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002529, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6700, CoapplicantIncome is 1750.0, LoanAmount is 230.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002296. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2755. The CoapplicantIncome is 0.0. The LoanAmount is 65.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002296MaleNo0Not GraduateNo27550.065.0300.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002296 & Male & No & 0 & Not Graduate & No & 2755 & 0.000000 & 65.000000 & 300.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2755, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 65.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002296', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002529, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6700, CoapplicantIncome is 1750.0, LoanAmount is 230.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002529 - Gender.1 : Male - Married : Yes @@ -6017,9 +24464,52 @@ Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Ge - LoanAmount : 230.0 - Loan_Amount_Term : 300.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002529. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6700. The CoapplicantIncome is 1750.0. The LoanAmount is 230.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001367, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3052, CoapplicantIncome is 1030.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002529. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6700. The CoapplicantIncome is 1750.0. The LoanAmount is 230.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002529MaleYes2GraduateNo67001750.0230.0300.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002529 & Male & Yes & 2 & Graduate & No & 6700 & 1750.000000 & 230.000000 & 300.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6700, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 230.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002529', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001367, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3052, CoapplicantIncome is 1030.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001367 - Gender.1 : Male - Married : Yes @@ -6031,9 +24521,52 @@ Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001367. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3052. The CoapplicantIncome is 1030.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002250, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5488, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001367. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3052. The CoapplicantIncome is 1030.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001367MaleYes1GraduateNo30521030.0100.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001367 & Male & Yes & 1 & Graduate & No & 3052 & 1030.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3052, 'CoapplicantIncome': 1030.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001367', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002250, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5488, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002250 - Gender.1 : Male - Married : Yes @@ -6045,9 +24578,52 @@ Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 125.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002250. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5488. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001003, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 1508.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002250. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5488. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002250MaleYes0GraduateNo54880.0125.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002250 & Male & Yes & 0 & Graduate & No & 5488 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5488, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002250', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001003, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 1508.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001003 - Gender.1 : Male - Married : Yes @@ -6059,9 +24635,52 @@ Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 128.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001003. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 1508.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002847, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5116, CoapplicantIncome is 1451.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001003. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 1508.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001003MaleYes1GraduateNo45831508.0128.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001003 & Male & Yes & 1 & Graduate & No & 4583 & 1508.000000 & 128.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 1508.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001003', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002847, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5116, CoapplicantIncome is 1451.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002847 - Gender.1 : Male - Married : Yes @@ -6073,9 +24692,52 @@ Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender - LoanAmount : 165.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002847. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5116. The CoapplicantIncome is 1451.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001265, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3846, CoapplicantIncome is 0.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002847. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5116. The CoapplicantIncome is 1451.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002847MaleYesNoneGraduateNo51161451.0165.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002847 & Male & Yes & NaN & Graduate & No & 5116 & 1451.000000 & 165.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5116, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002847', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001265, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3846, CoapplicantIncome is 0.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001265 - Gender.1 : Female - Married : No @@ -6087,9 +24749,52 @@ Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 111.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001265. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3846. The CoapplicantIncome is 0.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001692, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4408, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001265. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3846. The CoapplicantIncome is 0.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001265FemaleNo0GraduateNo38460.0111.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001265 & Female & No & 0 & Graduate & No & 3846 & 0.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001265', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001692, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4408, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001692 - Gender.1 : Female - Married : No @@ -6101,9 +24806,52 @@ Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y - LoanAmount : 120.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001692. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4408. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001100, Gender.1 is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 12500, CoapplicantIncome is 3000.0, LoanAmount is 320.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001692. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4408. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001692FemaleNo0Not GraduateNo44080.0120.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001692 & Female & No & 0 & Not Graduate & No & 4408 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001692', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001100, Gender.1 is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 12500, CoapplicantIncome is 3000.0, LoanAmount is 320.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001100 - Gender.1 : Male - Married : No @@ -6115,9 +24863,52 @@ Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gende - LoanAmount : 320.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001100. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12500. The CoapplicantIncome is 3000.0. The LoanAmount is 320.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002626, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2479, CoapplicantIncome is 3013.0, LoanAmount is 188.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001100. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12500. The CoapplicantIncome is 3000.0. The LoanAmount is 320.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001100MaleNo3+GraduateNo125003000.0320.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001100 & Male & No & 3+ & Graduate & No & 12500 & 3000.000000 & 320.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 12500, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 320.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001100', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002626, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2479, CoapplicantIncome is 3013.0, LoanAmount is 188.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002626 - Gender.1 : Male - Married : Yes @@ -6129,9 +24920,52 @@ Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gende - LoanAmount : 188.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002626. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2479. The CoapplicantIncome is 3013.0. The LoanAmount is 188.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002368, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5935, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002626. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2479. The CoapplicantIncome is 3013.0. The LoanAmount is 188.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002626MaleYes0GraduateYes24793013.0188.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002626 & Male & Yes & 0 & Graduate & Yes & 2479 & 3013.000000 & 188.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2479, 'CoapplicantIncome': 3013.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002626', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002368, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5935, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002368 - Gender.1 : Male - Married : Yes @@ -6143,9 +24977,52 @@ Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 133.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002368. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5935. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002453, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7085, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002368. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5935. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002368MaleYes2GraduateNo59350.0133.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002368 & Male & Yes & 2 & Graduate & No & 5935 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002368', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002453, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7085, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002453 - Gender.1 : Male - Married : No @@ -6157,9 +25034,52 @@ Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender - LoanAmount : 84.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002453. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7085. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002187, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002453. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7085. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002453MaleNo0GraduateYes70850.084.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002453 & Male & No & 0 & Graduate & Yes & 7085 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7085, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002453', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002187, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002187 - Gender.1 : Male - Married : No @@ -6171,9 +25091,52 @@ Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender - LoanAmount : 96.0 - Loan_Amount_Term : 480.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002187. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001318, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 5654.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002187. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002187MaleNo0GraduateNo25000.096.0480.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002187 & Male & No & 0 & Graduate & No & 2500 & 0.000000 & 96.000000 & 480.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002187', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001318, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 5654.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001318 - Gender.1 : Male - Married : Yes @@ -6185,9 +25148,52 @@ Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Ge - LoanAmount : 188.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001318. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 5654.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002114, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4160, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001318. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 5654.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001318MaleYes2GraduateNo62505654.0188.0180.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001318 & Male & Yes & 2 & Graduate & No & 6250 & 5654.000000 & 188.000000 & 180.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 5654.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001318', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002114, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4160, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002114 - Gender.1 : Female - Married : No @@ -6199,9 +25205,52 @@ Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 71.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002114. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4160. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002832, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8799, CoapplicantIncome is 0.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002114. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4160. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002114FemaleNo0GraduateNo41600.071.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002114 & Female & No & 0 & Graduate & No & 4160 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4160, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002114', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002832, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8799, CoapplicantIncome is 0.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002832 - Gender.1 : Male - Married : Yes @@ -6213,9 +25262,52 @@ Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is - LoanAmount : 258.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002832. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8799. The CoapplicantIncome is 0.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002129, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2499, CoapplicantIncome is 2458.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002832. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8799. The CoapplicantIncome is 0.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002832MaleYes2GraduateNo87990.0258.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002832 & Male & Yes & 2 & Graduate & No & 8799 & 0.000000 & 258.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8799, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002832', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002129, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2499, CoapplicantIncome is 2458.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002129 - Gender.1 : Male - Married : Yes @@ -6227,9 +25319,52 @@ Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002129. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2499. The CoapplicantIncome is 2458.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001800, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2510, CoapplicantIncome is 1983.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002129. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2499. The CoapplicantIncome is 2458.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002129MaleYes0GraduateNo24992458.0160.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002129 & Male & Yes & 0 & Graduate & No & 2499 & 2458.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2499, 'CoapplicantIncome': 2458.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002129', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001800, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2510, CoapplicantIncome is 1983.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001800 - Gender.1 : Male - Married : Yes @@ -6241,9 +25376,52 @@ Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Ge - LoanAmount : 140.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001800. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2510. The CoapplicantIncome is 1983.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001029, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1853, CoapplicantIncome is 2840.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001800. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2510. The CoapplicantIncome is 1983.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001800MaleYes1Not GraduateNo25101983.0140.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001800 & Male & Yes & 1 & Not Graduate & No & 2510 & 1983.000000 & 140.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2510, 'CoapplicantIncome': 1983.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001800', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001029, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1853, CoapplicantIncome is 2840.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001029 - Gender.1 : Male - Married : No @@ -6255,9 +25433,52 @@ Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender - LoanAmount : 114.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001029. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1853. The CoapplicantIncome is 2840.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002031, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3399, CoapplicantIncome is 1640.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001029. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1853. The CoapplicantIncome is 2840.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001029MaleNo0GraduateNo18532840.0114.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001029 & Male & No & 0 & Graduate & No & 1853 & 2840.000000 & 114.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1853, 'CoapplicantIncome': 2840.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001029', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002031, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3399, CoapplicantIncome is 1640.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002031 - Gender.1 : Male - Married : Yes @@ -6269,9 +25490,52 @@ Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Ge - LoanAmount : 111.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002031. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3399. The CoapplicantIncome is 1640.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002243, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3010, CoapplicantIncome is 3136.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002031. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3399. The CoapplicantIncome is 1640.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002031MaleYes1Not GraduateNo33991640.0111.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002031 & Male & Yes & 1 & Not Graduate & No & 3399 & 1640.000000 & 111.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3399, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002031', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002243, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3010, CoapplicantIncome is 3136.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002243 - Gender.1 : Male - Married : Yes @@ -6283,9 +25547,52 @@ Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002243. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3010. The CoapplicantIncome is 3136.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001894, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2620, CoapplicantIncome is 2223.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002243. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3010. The CoapplicantIncome is 3136.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002243MaleYes0Not GraduateNo30103136.0None360.00.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002243 & Male & Yes & 0 & Not Graduate & No & 3010 & 3136.000000 & NaN & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3010, 'CoapplicantIncome': 3136.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002243', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001894, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2620, CoapplicantIncome is 2223.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001894 - Gender.1 : Male - Married : Yes @@ -6297,9 +25604,52 @@ Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 150.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001894. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2620. The CoapplicantIncome is 2223.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001577, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Female + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001894. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2620. The CoapplicantIncome is 2223.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001894MaleYes0GraduateNo26202223.0150.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001894 & Male & Yes & 0 & Graduate & No & 2620 & 2223.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2620, 'CoapplicantIncome': 2223.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001894', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001577, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female - Loan_ID : LP001577 - Gender.1 : Female - Married : Yes @@ -6311,9 +25661,52 @@ Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gende - LoanAmount : 112.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Female. The Loan_ID is LP001577. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002974, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3232, CoapplicantIncome is 1950.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001577. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001577FemaleYes0GraduateNo45830.0112.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001577 & Female & Yes & 0 & Graduate & No & 4583 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001577', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002974, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3232, CoapplicantIncome is 1950.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002974 - Gender.1 : Male - Married : Yes @@ -6325,9 +25718,52 @@ Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 108.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002974. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3232. The CoapplicantIncome is 1950.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002543, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 246.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002974. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3232. The CoapplicantIncome is 1950.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002974MaleYes0GraduateNo32321950.0108.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002974 & Male & Yes & 0 & Graduate & No & 3232 & 1950.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3232, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002974', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002543, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 246.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002543 - Gender.1 : Male - Married : Yes @@ -6339,9 +25775,52 @@ Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gende - LoanAmount : 246.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002543. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 246.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002948, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5780, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002543. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 246.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002543MaleYes2GraduateNo83330.0246.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002543 & Male & Yes & 2 & Graduate & No & 8333 & 0.000000 & 246.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 246.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002543', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002948, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5780, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002948 - Gender.1 : Male - Married : Yes @@ -6353,9 +25832,52 @@ Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is - LoanAmount : 192.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002948. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5780. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002619, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3814, CoapplicantIncome is 1483.0, LoanAmount is 124.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002948. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5780. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002948MaleYes2GraduateNo57800.0192.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002948 & Male & Yes & 2 & Graduate & No & 5780 & 0.000000 & 192.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5780, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002948', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002619, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3814, CoapplicantIncome is 1483.0, LoanAmount is 124.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002619 - Gender.1 : Male - Married : Yes @@ -6367,9 +25889,52 @@ Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y - LoanAmount : 124.0 - Loan_Amount_Term : 300.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002619. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3814. The CoapplicantIncome is 1483.0. The LoanAmount is 124.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001807, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6250, CoapplicantIncome is 1300.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002619. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3814. The CoapplicantIncome is 1483.0. The LoanAmount is 124.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002619MaleYes0Not GraduateNo38141483.0124.0300.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002619 & Male & Yes & 0 & Not Graduate & No & 3814 & 1483.000000 & 124.000000 & 300.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3814, 'CoapplicantIncome': 1483.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002619', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001807, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6250, CoapplicantIncome is 1300.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001807 - Gender.1 : Male - Married : Yes @@ -6381,9 +25946,52 @@ Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gende - LoanAmount : 108.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001807. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6250. The CoapplicantIncome is 1300.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002836, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001807. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6250. The CoapplicantIncome is 1300.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001807MaleYes2GraduateYes62501300.0108.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001807 & Male & Yes & 2 & Graduate & Yes & 6250 & 1300.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 1300.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001807', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002836, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002836 - Gender.1 : Male - Married : No @@ -6395,9 +26003,52 @@ Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is M - LoanAmount : 70.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002836. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002820, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5923, CoapplicantIncome is 2054.0, LoanAmount is 211.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002836. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002836MaleNo0GraduateNo33330.070.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002836 & Male & No & 0 & Graduate & No & 3333 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002836', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002820, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5923, CoapplicantIncome is 2054.0, LoanAmount is 211.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002820 - Gender.1 : Male - Married : Yes @@ -6409,9 +26060,52 @@ Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 211.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002820. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5923. The CoapplicantIncome is 2054.0. The LoanAmount is 211.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001647, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9328, CoapplicantIncome is 0.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002820. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5923. The CoapplicantIncome is 2054.0. The LoanAmount is 211.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002820MaleYes0GraduateNo59232054.0211.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002820 & Male & Yes & 0 & Graduate & No & 5923 & 2054.000000 & 211.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5923, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 211.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002820', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001647, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9328, CoapplicantIncome is 0.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001647 - Gender.1 : Male - Married : Yes @@ -6423,9 +26117,52 @@ Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is - LoanAmount : 188.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001647. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9328. The CoapplicantIncome is 0.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002527, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16525, CoapplicantIncome is 1014.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001647. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9328. The CoapplicantIncome is 0.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001647MaleYes0GraduateNo93280.0188.0180.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001647 & Male & Yes & 0 & Graduate & No & 9328 & 0.000000 & 188.000000 & 180.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9328, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001647', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002527, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16525, CoapplicantIncome is 1014.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002527 - Gender.1 : Male - Married : Yes @@ -6437,9 +26174,52 @@ Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gend - LoanAmount : 150.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002527. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16525. The CoapplicantIncome is 1014.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002637, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3598, CoapplicantIncome is 1287.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002527. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16525. The CoapplicantIncome is 1014.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002527MaleYes2GraduateYes165251014.0150.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002527 & Male & Yes & 2 & Graduate & Yes & 16525 & 1014.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 16525, 'CoapplicantIncome': 1014.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002527', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002637, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3598, CoapplicantIncome is 1287.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002637 - Gender.1 : Male - Married : No @@ -6451,9 +26231,52 @@ Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gen - LoanAmount : 100.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002637. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3598. The CoapplicantIncome is 1287.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001198, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8080, CoapplicantIncome is 2250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002637. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3598. The CoapplicantIncome is 1287.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002637MaleNo0Not GraduateNo35981287.0100.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002637 & Male & No & 0 & Not Graduate & No & 3598 & 1287.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3598, 'CoapplicantIncome': 1287.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002637', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001198, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8080, CoapplicantIncome is 2250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001198 - Gender.1 : Male - Married : Yes @@ -6465,9 +26288,52 @@ Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 180.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001198. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8080. The CoapplicantIncome is 2250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002524, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5532, CoapplicantIncome is 4648.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001198. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8080. The CoapplicantIncome is 2250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001198MaleYes1GraduateNo80802250.0180.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001198 & Male & Yes & 1 & Graduate & No & 8080 & 2250.000000 & 180.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8080, 'CoapplicantIncome': 2250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001198', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002524, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5532, CoapplicantIncome is 4648.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002524 - Gender.1 : Male - Married : No @@ -6479,9 +26345,52 @@ Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender - LoanAmount : 162.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002524. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5532. The CoapplicantIncome is 4648.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002807, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3675, CoapplicantIncome is 242.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002524. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5532. The CoapplicantIncome is 4648.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002524MaleNo2GraduateNo55324648.0162.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002524 & Male & No & 2 & Graduate & No & 5532 & 4648.000000 & 162.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5532, 'CoapplicantIncome': 4648.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002524', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002807, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3675, CoapplicantIncome is 242.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002807 - Gender.1 : Male - Married : Yes @@ -6493,9 +26402,52 @@ Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y, - LoanAmount : 108.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002807. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3675. The CoapplicantIncome is 242.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001841, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2583, CoapplicantIncome is 2167.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002807. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3675. The CoapplicantIncome is 242.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002807MaleYes2Not GraduateNo3675242.0108.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002807 & Male & Yes & 2 & Not Graduate & No & 3675 & 242.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3675, 'CoapplicantIncome': 242.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002807', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001841, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2583, CoapplicantIncome is 2167.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001841 - Gender.1 : Male - Married : No @@ -6507,9 +26459,52 @@ Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Ge - LoanAmount : 104.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001841. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2583. The CoapplicantIncome is 2167.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001046, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5955, CoapplicantIncome is 5625.0, LoanAmount is 315.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001841. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2583. The CoapplicantIncome is 2167.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001841MaleNo0Not GraduateYes25832167.0104.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001841 & Male & No & 0 & Not Graduate & Yes & 2583 & 2167.000000 & 104.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001841', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001046, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5955, CoapplicantIncome is 5625.0, LoanAmount is 315.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001046 - Gender.1 : Male - Married : Yes @@ -6521,9 +26516,52 @@ Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 315.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001046. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5955. The CoapplicantIncome is 5625.0. The LoanAmount is 315.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Male, Loan_ID is LP002008, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 84.0, Credit_History is None, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001046. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5955. The CoapplicantIncome is 5625.0. The LoanAmount is 315.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001046MaleYes1GraduateNo59555625.0315.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001046 & Male & Yes & 1 & Graduate & No & 5955 & 5625.000000 & 315.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5955, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 315.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001046', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Male, Loan_ID is LP002008, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 84.0, Credit_History is None, Property_Area is Rural","- Gender : Male - Loan_ID : LP002008 - Gender.1 : Male - Married : Yes @@ -6535,9 +26573,52 @@ Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Ma - LoanAmount : 144.0 - Loan_Amount_Term : 84.0 - Credit_History : None - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002008. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 84.0. The Credit_History is None. The Property_Area is Rural. The Loan_Status is Y -Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002473, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8334, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002008. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 84.0. The Credit_History is None. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002008MaleYes2GraduateYes57460.0144.084.0NoneRural
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002008 & Male & Yes & 2 & Graduate & Yes & 5746 & 0.000000 & 144.000000 & 84.000000 & NaN & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 84.0, 'Loan_ID': 'LP002008', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002473, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8334, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002473 - Gender.1 : Male - Married : Yes @@ -6549,9 +26630,52 @@ Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gende - LoanAmount : 160.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002473. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8334. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001560, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1863, CoapplicantIncome is 1041.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002473. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8334. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002473MaleYes0GraduateNo83340.0160.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002473 & Male & Yes & 0 & Graduate & No & 8334 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 8334, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002473', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001560, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1863, CoapplicantIncome is 1041.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001560 - Gender.1 : Male - Married : Yes @@ -6563,9 +26687,52 @@ Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y, - LoanAmount : 98.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001560. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1863. The CoapplicantIncome is 1041.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001903, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3993, CoapplicantIncome is 3274.0, LoanAmount is 207.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001560. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1863. The CoapplicantIncome is 1041.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001560MaleYes0Not GraduateNo18631041.098.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001560 & Male & Yes & 0 & Not Graduate & No & 1863 & 1041.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1863, 'CoapplicantIncome': 1041.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001560', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001903, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3993, CoapplicantIncome is 3274.0, LoanAmount is 207.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001903 - Gender.1 : Male - Married : Yes @@ -6577,9 +26744,52 @@ Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 207.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001903. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3993. The CoapplicantIncome is 3274.0. The LoanAmount is 207.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001656, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 164.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001903. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3993. The CoapplicantIncome is 3274.0. The LoanAmount is 207.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001903MaleYes0GraduateNo39933274.0207.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001903 & Male & Yes & 0 & Graduate & No & 3993 & 3274.000000 & 207.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3993, 'CoapplicantIncome': 3274.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 207.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001903', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001656, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 164.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001656 - Gender.1 : Male - Married : No @@ -6591,9 +26801,52 @@ Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gende - LoanAmount : 164.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001656. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 164.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is N -Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002237, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3667, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001656. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 164.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001656MaleNo0GraduateNo120000.0164.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001656 & Male & No & 0 & Graduate & No & 12000 & 0.000000 & 164.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 164.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001656', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002237, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3667, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002237 - Gender.1 : Male - Married : No @@ -6605,9 +26858,52 @@ Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Ma - LoanAmount : 113.0 - Loan_Amount_Term : 180.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002237. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3667. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002332, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2253, CoapplicantIncome is 2033.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002237. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3667. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002237MaleNo1GraduateNone36670.0113.0180.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002237 & Male & No & 1 & Graduate & NaN & 3667 & 0.000000 & 113.000000 & 180.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3667, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002237', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]" +Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002332, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2253, CoapplicantIncome is 2033.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002332 - Gender.1 : Male - Married : Yes @@ -6619,9 +26915,52 @@ Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Ge - LoanAmount : 110.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002332. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2253. The CoapplicantIncome is 2033.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002562, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5333, CoapplicantIncome is 1131.0, LoanAmount is 186.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002332. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2253. The CoapplicantIncome is 2033.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002332MaleYes0Not GraduateNo22532033.0110.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002332 & Male & Yes & 0 & Not Graduate & No & 2253 & 2033.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2253, 'CoapplicantIncome': 2033.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002332', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002562, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5333, CoapplicantIncome is 1131.0, LoanAmount is 186.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP002562 - Gender.1 : Male - Married : Yes @@ -6633,9 +26972,52 @@ Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gende - LoanAmount : 186.0 - Loan_Amount_Term : 360.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002562. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5333. The CoapplicantIncome is 1131.0. The LoanAmount is 186.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002126, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002562. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5333. The CoapplicantIncome is 1131.0. The LoanAmount is 186.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002562MaleYes1Not GraduateNo53331131.0186.0360.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002562 & Male & Yes & 1 & Not Graduate & No & 5333 & 1131.000000 & 186.000000 & 360.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 5333, 'CoapplicantIncome': 1131.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 186.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002562', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002126, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP002126 - Gender.1 : Male - Married : Yes @@ -6647,9 +27029,52 @@ Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"G - LoanAmount : 74.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002126. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001996, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20233, CoapplicantIncome is 0.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002126. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002126MaleYes3+Not GraduateNo31730.074.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002126 & Male & Yes & 3+ & Not Graduate & No & 3173 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3173, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002126', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001996, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20233, CoapplicantIncome is 0.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP001996 - Gender.1 : Male - Married : No @@ -6661,9 +27086,52 @@ Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is - LoanAmount : 480.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001996. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20233. The CoapplicantIncome is 0.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is N -Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is Male, Loan_ID is LP001469, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 20166, CoapplicantIncome is 0.0, LoanAmount is 650.0, Loan_Amount_Term is 480.0, Credit_History is None, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001996. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20233. The CoapplicantIncome is 0.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001996MaleNo0GraduateNo202330.0480.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001996 & Male & No & 0 & Graduate & No & 20233 & 0.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 20233, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001996', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is Male, Loan_ID is LP001469, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 20166, CoapplicantIncome is 0.0, LoanAmount is 650.0, Loan_Amount_Term is 480.0, Credit_History is None, Property_Area is Urban","- Gender : Male - Loan_ID : LP001469 - Gender.1 : Male - Married : No @@ -6675,9 +27143,52 @@ Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is M - LoanAmount : 650.0 - Loan_Amount_Term : 480.0 - Credit_History : None - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001469. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 20166. The CoapplicantIncome is 0.0. The LoanAmount is 650.0. The Loan_Amount_Term is 480.0. The Credit_History is None. The Property_Area is Urban. The Loan_Status is Y -Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001343, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1759, CoapplicantIncome is 3541.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001469. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 20166. The CoapplicantIncome is 0.0. The LoanAmount is 650.0. The Loan_Amount_Term is 480.0. The Credit_History is None. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001469MaleNo0GraduateYes201660.0650.0480.0NoneUrban
","\begin{tabular}{llllllllrrrrll} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001469 & Male & No & 0 & Graduate & Yes & 20166 & 0.000000 & 650.000000 & 480.000000 & NaN & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 20166, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 650.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001469', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]" +Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001343, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1759, CoapplicantIncome is 3541.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001343 - Gender.1 : Male - Married : Yes @@ -6689,9 +27200,52 @@ Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 131.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001343. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1759. The CoapplicantIncome is 3541.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002201, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9323, CoapplicantIncome is 7873.0, LoanAmount is 380.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001343. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1759. The CoapplicantIncome is 3541.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001343MaleYes0GraduateNo17593541.0131.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001343 & Male & Yes & 0 & Graduate & No & 1759 & 3541.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1759, 'CoapplicantIncome': 3541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001343', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002201, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9323, CoapplicantIncome is 7873.0, LoanAmount is 380.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002201 - Gender.1 : Male - Married : Yes @@ -6703,9 +27257,52 @@ Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gende - LoanAmount : 380.0 - Loan_Amount_Term : 300.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002201. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9323. The CoapplicantIncome is 7873.0. The LoanAmount is 380.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001282, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 2118.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002201. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9323. The CoapplicantIncome is 7873.0. The LoanAmount is 380.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002201MaleYes2GraduateYes93237873.0380.0300.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002201 & Male & Yes & 2 & Graduate & Yes & 9323 & 7873.000000 & 380.000000 & 300.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 9323, 'CoapplicantIncome': 7873.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 380.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002201', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]" +Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001282, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 2118.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001282 - Gender.1 : Male - Married : Yes @@ -6717,9 +27314,52 @@ Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Ge - LoanAmount : 104.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001282. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 2118.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002472, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4354, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001282. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 2118.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001282MaleYes0GraduateNo25002118.0104.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001282 & Male & Yes & 0 & Graduate & No & 2500 & 2118.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 2118.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001282', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002472, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4354, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male - Loan_ID : LP002472 - Gender.1 : Male - Married : No @@ -6731,9 +27371,52 @@ Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is - LoanAmount : 136.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Rural - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002472. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4354. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural. The Loan_Status is Y -Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002097, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4384, CoapplicantIncome is 1793.0, LoanAmount is 117.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002472. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4354. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002472MaleNo2GraduateNo43540.0136.0360.01.0Rural
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002472 & Male & No & 2 & Graduate & No & 4354 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Rural \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4354, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002472', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]" +Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002097, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4384, CoapplicantIncome is 1793.0, LoanAmount is 117.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002097 - Gender.1 : Male - Married : No @@ -6745,9 +27428,52 @@ Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 117.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP002097. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4384. The CoapplicantIncome is 1793.0. The LoanAmount is 117.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001716, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 3021.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002097. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4384. The CoapplicantIncome is 1793.0. The LoanAmount is 117.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002097MaleNo1GraduateNo43841793.0117.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002097 & Male & No & 1 & Graduate & No & 4384 & 1793.000000 & 117.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4384, 'CoapplicantIncome': 1793.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 117.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002097', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001716, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 3021.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001716 - Gender.1 : Male - Married : Yes @@ -6759,9 +27485,52 @@ Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 137.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001716. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 3021.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002500, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1664.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001716. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 3021.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001716MaleYes0GraduateNo31733021.0137.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001716 & Male & Yes & 0 & Graduate & No & 3173 & 3021.000000 & 137.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3173, 'CoapplicantIncome': 3021.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001716', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002500, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1664.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP002500 - Gender.1 : Male - Married : Yes @@ -6773,9 +27542,52 @@ Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Ge - LoanAmount : 70.0 - Loan_Amount_Term : 180.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP002500. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1664.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001430, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002500. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1664.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP002500MaleYes3+Not GraduateNo29471664.070.0180.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP002500 & Male & Yes & 3+ & Not Graduate & No & 2947 & 1664.000000 & 70.000000 & 180.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 2947, 'CoapplicantIncome': 1664.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002500', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001430, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP001430 - Gender.1 : Female - Married : No @@ -6787,9 +27599,52 @@ Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gen - LoanAmount : 44.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001430. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001043, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7660, CoapplicantIncome is 0.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban, Loan_Status is N","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001430. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001430FemaleNo0GraduateNo41660.044.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001430 & Female & No & 0 & Graduate & No & 4166 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001430', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001043, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7660, CoapplicantIncome is 0.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001043 - Gender.1 : Male - Married : Yes @@ -6801,9 +27656,52 @@ Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gende - LoanAmount : 104.0 - Loan_Amount_Term : 360.0 - Credit_History : 0.0 - - Property_Area : Urban - - Loan_Status : N",The Gender is Male. The Loan_ID is LP001043. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7660. The CoapplicantIncome is 0.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban. The Loan_Status is N -Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001245, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 1875, CoapplicantIncome is 1875.0, LoanAmount is 97.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Male + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001043. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7660. The CoapplicantIncome is 0.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001043MaleYes0Not GraduateNo76600.0104.0360.00.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001043 & Male & Yes & 0 & Not Graduate & No & 7660 & 0.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 7660, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001043', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001245, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 1875, CoapplicantIncome is 1875.0, LoanAmount is 97.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male - Loan_ID : LP001245 - Gender.1 : Male - Married : Yes @@ -6815,9 +27713,52 @@ Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y - LoanAmount : 97.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001245. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 1875. The CoapplicantIncome is 1875.0. The LoanAmount is 97.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001369, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11417, CoapplicantIncome is 1126.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001245. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 1875. The CoapplicantIncome is 1875.0. The LoanAmount is 97.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001245MaleYes2Not GraduateYes18751875.097.0360.01.0Semiurban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001245 & Male & Yes & 2 & Not Graduate & Yes & 1875 & 1875.000000 & 97.000000 & 360.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 1875, 'CoapplicantIncome': 1875.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 97.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001245', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]" +Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001369, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11417, CoapplicantIncome is 1126.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001369 - Gender.1 : Male - Married : Yes @@ -6829,9 +27770,52 @@ Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gende - LoanAmount : 225.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001369. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11417. The CoapplicantIncome is 1126.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001888, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3237, CoapplicantIncome is 0.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001369. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11417. The CoapplicantIncome is 1126.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001369MaleYes2GraduateNo114171126.0225.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001369 & Male & Yes & 2 & Graduate & No & 11417 & 1126.000000 & 225.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 11417, 'CoapplicantIncome': 1126.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001369', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001888, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3237, CoapplicantIncome is 0.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female - Loan_ID : LP001888 - Gender.1 : Female - Married : No @@ -6843,9 +27827,52 @@ Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender - LoanAmount : 30.0 - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP001888. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3237. The CoapplicantIncome is 0.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y -Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002393, Gender.1 is Female, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 10047, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban, Loan_Status is Y","- Gender : Female + - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001888. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3237. The CoapplicantIncome is 0.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP001888FemaleNo0GraduateNo32370.030.0360.01.0Urban
","\begin{tabular}{llllllllrrrrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP001888 & Female & No & 0 & Graduate & No & 3237 & 0.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 3237, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001888', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]" +Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002393, Gender.1 is Female, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 10047, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female - Loan_ID : LP002393 - Gender.1 : Female - Married : None @@ -6857,9 +27884,52 @@ Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is - LoanAmount : None - Loan_Amount_Term : 240.0 - Credit_History : 1.0 - - Property_Area : Semiurban - - Loan_Status : Y",The Gender is Female. The Loan_ID is LP002393. The Gender.1 is Female. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10047. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban. The Loan_Status is Y -Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001350, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 13650, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban, Loan_Status is Y","- Gender : Male + - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002393. The Gender.1 is Female. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10047. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0FemaleLP002393FemaleNoneNoneGraduateNo100470.0None240.01.0Semiurban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Female & LP002393 & Female & NaN & NaN & Graduate & No & 10047 & 0.000000 & NaN & 240.000000 & 1.000000 & Semiurban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 10047, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP002393', 'Married': None, 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]" +Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001350, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 13650, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male - Loan_ID : LP001350 - Gender.1 : Male - Married : Yes @@ -6871,5 +27941,48 @@ Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male - LoanAmount : None - Loan_Amount_Term : 360.0 - Credit_History : 1.0 - - Property_Area : Urban - - Loan_Status : Y",The Gender is Male. The Loan_ID is LP001350. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 13650. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban. The Loan_Status is Y + - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001350. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 13650. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban," + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GenderLoan_IDGender.1MarriedDependentsEducationSelf_EmployedApplicantIncomeCoapplicantIncomeLoanAmountLoan_Amount_TermCredit_HistoryProperty_Area
0MaleLP001350MaleYesNoneGraduateNo136500.0None360.01.0Urban
","\begin{tabular}{llllllllrrlrrl} +\toprule + & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\ +\midrule +0 & Male & LP001350 & Male & Yes & NaN & Graduate & No & 13650 & 0.000000 & NaN & 360.000000 & 1.000000 & Urban \\ +\bottomrule +\end{tabular} +","[{'ApplicantIncome': 13650, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001350', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"