Gender Married DependentsEducationSelf Employed

Applicantincome
Coapplicantincome
Loanamount
Loan Amount Credit
Term History
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 1.8251051 -0.505593 0.4535959 0.2612073 -2.412091
-1.979402 -1.224745 0.3279367 1.6870548 3.1797973 0.1875082 -0.505593 -1.468808 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 1.6870548 -0.314485 0.5551181 -0.505593 0.5222532 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 1.6870548 -0.314485 -0.125742 1.2341506 0.6252391 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 0.87924 -0.505593 -1.94941 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.871154 -0.01128 0.6938964 0.2612073 -2.412091
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 0.1820722 -0.505593 -0.301634 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 -1.181006 0.6130106 0.3162813 0.2612073 0.4145781
0.5052031 -1.224745 0.3279367 1.6870548 -0.314485 -0.619739 0.0072316 -0.370292 0.2612073 0.4145781
0.5052031 0.8164966 2.3564113 -0.592749 -0.314485 -0.129819 0.4790933 0.6252391 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 -0.341143 -0.001434 0.5565818 0.2612073 -2.412091
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.988028 3.0313998 1.1058402 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 1.6870548 -0.314485 -0.918719 0.4885462 0.7968824 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -1.096748 -0.1129 -1.880752 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.240577 -0.505593 -2.567325 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 0.6855823 -0.505593 -1.091193 -2.422429 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 1.6674609 -0.505593 0.3506099 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 1.3983786 -0.505593 -2.086724 0.2612073 0.4145781
0.5052031 -1.224745 1.342174 -0.592749 -0.314485 -0.002072 -0.505593 0.1789667 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 3.1797973 -0.960169 -0.505593 -1.331494 -0.633338 -2.412091
0.5052031 0.8164966 -0.686301 -0.592749 3.1797973 -0.401619 -0.505593 -1.331494 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 0.004043 0.3439943 0.4879245 0.2612073 -2.412091
-1.979402 -1.224745 0.3279367 1.6870548 -0.314485 0.6896593 -0.505593 -0.816564 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.809319 0.3479331 0.3506099 0.2612073 0.4145781
-1.979402 0.8164966 -0.686301 -0.592749 -0.314485 -0.288822 -0.505593 -2.361353 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 0.413782 0.0576476 0.831211 0.2612073 0.4145781
0.5052031 -1.224745 0.3279367 -0.592749 -0.314485 -0.35949 0.2770356 0.2132953 -2.422429 -2.412091
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 -0.593238 -0.505593 -1.194179 0.2612073 0.4145781
-1.979402 -1.224745 0.3279367 -0.592749 3.1797973 3.4198933 -0.505593 1.5521127 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 0.1066476 0.1513897 0.1789667 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.055074 -0.505593 -0.988207 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 0.1080066 -0.505593 0.3849386 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 3.1797973 2.4298607 -0.505593 0.7968824 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 1.288979 -0.505593 0.6938964 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 1.8067585 -0.505593 0.7968824 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.34522 0.3483269 0.7282251 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.792332 0.4160733 1.3118121 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.950656 0.1805364 -2.052396 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 0.390679 -0.505593 0.3849386 0.2612073 -2.412091
-1.979402 -1.224745 -0.686301 1.6870548 -0.314485 -0.936386 -0.505593 -1.331494 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.216115 0.2112586 -0.816564 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -1.20343 0.1714773 -0.16432 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.33163 0.0064439 -0.850893 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 4.1530746 -0.505593 0.247624 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.824268 -0.505593 -3.288227 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 1.6870548 -0.314485 -0.129819 -0.505593 -0.335963 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 0.1732387 -0.505593 0.2132953 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 0.431449 -0.095963 0.1789667 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.659829 0.36999 1.5521127 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 -0.20932 0.2959416 1.4834554 0.2612073 0.4145781
0.5052031 0.8164966 2.3564113 -0.592749 3.1797973 1.4174046 0.0552843 -0.16432 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 -0.265719 -0.229881 -1.194179 0.2612073 0.4145781
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 -0.366285 -0.099902 -0.16432 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 -0.741369 -0.505593 -0.301634 2.0502983 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 3.1797973 2.195433 -0.505593 1.2431548 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 0.833034 -0.142047 0.5222532 -2.422429 0.4145781
0.5052031 0.8164966 2.3564113 -0.592749 -0.314485 0.5102711 -0.431151 0.6595678 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 0.386602 -0.505593 -1.159851 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.235821 -0.505593 -0.850893 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 0.0196715 -0.505593 -2.738969 -3.316975 0.4145781
PropertyActual
Area Loan
Predicted
Status Loan
Neighbor_1_Distance
Status Neighbor_2_Distance
Neighbor_3_Distance
Neighbor_4_Distance
Neighbor_5_Distance
-1.371652 0 0 0.4712961 1.0117793 2.0528046 2.8756864 2.9318692
-0.073559 0 1 3.1365992 3.5063135 3.5292363 3.8277443 3.8342655
-0.073559 1 1 2.2882062 2.294386 2.2954483 2.2994685 2.4503975
-0.073559 1 1 1.4878594 1.6328167 1.7607975 1.7838381 1.838406
-1.371652 1 1 1.1974548 1.7987687 2.0514119 2.2777691 2.2938577
-1.371652 0 0 2.4497082 2.5410528 2.6304687 2.8990449 2.909335
-0.073559 1 1 0.2078475 0.8005067 0.8295185 0.9078253 0.9690868
-1.371652 0 1 0.8735228 1.2308331 1.2368898 1.4959888 1.5465259
-0.073559 1 1 1.2595197 1.6719284 1.7737346 1.9209479 1.9368186
-1.371652 0 0 1.3990443 1.4093456 2.0405653 2.2280804 2.8903103
-0.073559 0 0 1.4556264 1.5895414 1.7754973 1.9397368 2.0025394
-0.073559 1 0 3.0898766 3.2951901 3.3275886 3.7698818 3.8303643
1.2245347 1 1 1.0554981 1.0784302 1.1102321 1.3874036 1.572808
-0.073559 1 1 1.5998263 1.8172804 1.9238766 1.9384592 1.9642299
1.2245347 1 1 1.042905 1.3653202 1.4311819 1.5213507 2.2734785
-0.073559 1 1 2.0761198 2.7119506 2.828713 2.9017858 3.0215014
-1.371652 0 0 2.3261424 2.4597042 2.8957517 2.9754491 3.1924488
1.2245347 1 1 1.440998 1.4990721 2.1253526 2.294747 2.572886
-1.371652 0 0 1.0302362 2.3241348 2.4746124 2.5488664 2.5562141
-1.371652 0 0 2.3533214 3.4210762 3.8223463 3.8587555 4.2143367
1.2245347 1 1 1.9261089 2.5639502 2.5751926 2.884495 3.5423
-1.371652 0 0 1.0702266 1.4831194 2.3040615 2.4156907 2.6257755
-1.371652 0 1 2.3680106 2.5731474 2.6197258 2.624666 2.8902362
-0.073559 1 1 0.3185769 0.3638657 0.3841652 0.6288595 0.7141821
-0.073559 1 1 2.1688267 2.3080932 2.4912633 2.501252 2.5541363
-1.371652 0 1 0.9148738 1.4383067 1.4870693 1.5229056 1.5971722
1.2245347 0 0 2.5517029 3.3600667 3.530001 3.5560667 3.6593951
-0.073559 1 1 0.5358129 0.8015469 0.9724462 1.1068688 1.1368969
-0.073559 1 1 3.6416593 3.6460207 3.6645452 4.0575216 4.1134673
-0.073559 1 1 0.629812 1.2159981 1.3027568 1.3549171 1.4553943
1.2245347 0 0 0.2823878 1.4252163 1.7825785 1.8892348 2.216345
-0.073559 1 1 0.7474969 0.9946227 1.023736 1.0350798 1.0776296
1.2245347 1 1 1.8798347 1.992396 2.786435 3.2811724 3.3417908
-1.371652 1 1 0.5028404 1.3305023 1.4049966 1.4558536 1.5887622
-0.073559 1 1 1.0047745 1.3728539 1.4393424 1.7007564 1.7916895
1.2245347 1 1 0.7003992 1.1777316 1.6553223 1.6745626 1.9999582
-0.073559 1 1 0.591201 0.6488011 0.6876382 0.7540804 0.7651517
-0.073559 1 1 1.7131477 1.8923655 2.4396996 2.4580093 2.6053375
-0.073559 0 0 0.6925844 0.7213266 1.4965072 1.9578521 1.995874
-1.371652 1 1 1.3057432 1.3831351 2.3141435 2.3835809 2.6665127
1.2245347 1 1 1.7335112 1.7578512 1.813825 1.8443293 2.1376109
1.2245347 1 1 0.3483471 0.3604594 0.8481221 1.0325619 1.1636721
1.2245347 1 1 0.5209003 0.9700615 0.9931703 1.328607 1.4016685
1.2245347 1 1 2.9597606 2.9944553 3.0715502 3.2111446 3.2505484
1.2245347 0 1 1.7220348 1.8002602 1.9927867 2.1458686 2.8735816
-1.371652 0 1 1.7679961 2.1719307 2.5450962 2.5451503 2.5778151
-0.073559 1 1 0.2335358 0.2631768 0.4957273 0.600426 0.601785
1.2245347 1 1 1.3887876 1.4173431 1.4587342 1.4914023 1.7021602
-0.073559 1 1 0.6718763 0.7411312 0.9147856 0.9655363 0.9689393
1.2245347 1 1 0.5232431 1.2335423 1.3014847 1.6408795 1.6753735
-1.371652 1 1 1.1216418 2.5637884 2.7275554 3.0143584 3.1172588
1.2245347 1 1 1.1513784 1.3895757 1.4135697 1.4523351 1.5031966
1.2245347 1 1 1.0255587 1.0425243 1.1180959 1.1197049 1.1611539
-0.073559 0 0 1.6034552 1.6574256 1.8146432 2.1269036 2.1731191
-1.371652 1 1 1.7749367 2.1370703 2.3549495 2.7313489 3.1587915
1.2245347 1 1 2.6882809 2.7073577 2.7316151 2.762291 2.7632077
-0.073559 1 1 0.8605641 1.1106008 1.2318725 1.452521 1.5170235
-0.073559 1 1 0.9268825 0.9552702 1.1370463 1.2057059 1.4082781
1.2245347 1 1 0.674343 0.7071136 1.2596002 1.3241121 1.4696137
-0.073559 1 1 2.0749357 2.2726503 3.3343594 3.8290124 4.0097139
Gender Married DependentsEducation
Self_Employed
ApplicantIncome
CoapplicantIncome
LoanAmount
Loan_Amount_Term
Credit_History
1 1 1 0 0 4583 1508 128 360 1
1 1 0 0 1 3000 0 66 360 1
1 1 0 1 0 2583 2358 120 360 1
1 0 0 0 0 6000 0 141 360 1
1 1 0 1 0 2333 1516 95 360 1
1 1 2 0 0 3200 700 70 360 1
1 0 0 0 0 1853 2840 114 360 1
1 1 2 0 0 1299 1086 17 120 1
1 0 0 0 0 4950 0 125 360 1
0 0 0 0 0 3510 0 76 360 0
1 1 0 1 0 4887 0 133 360 1
1 1 0 1 0 7660 0 104 360 0
1 1 0 1 0 2600 1911 116 360 0
1 1 0 0 0 2799 2253 122 360 1
1 1 2 1 0 4226 1040 110 360 1
1 0 0 1 0 1442 0 35 360 1
1 0 0 0 0 3167 0 74 360 1
1 0 1 0 1 4692 0 106 360 1
1 1 0 0 0 3500 1667 114 360 1
0 1 0 0 0 3667 1459 144 360 1
1 0 0 1 0 3748 1668 110 360 1
1 0 0 0 0 3600 0 80 360 1
1 0 0 0 0 1800 1213 47 360 1
1 1 0 0 0 3941 2336 134 360 1
1 1 1 0 0 5649 0 44 360 1
1 1 0 0 0 5821 0 144 360 1
0 1 0 0 0 2645 3440 120 360 0
0 0 0 0 0 4000 2275 144 360 1
0 1 0 1 0 1928 1644 100 360 1
0 0 0 0 0 3086 0 120 360 1
0 0 0 0 0 4230 0 112 360 1
1 1 2 0 0 4616 0 134 360 1
1 1 2 0 0 2708 1167 97 360 1
1 1 0 0 0 2132 1591 96 360 1
1 1 0 0 0 3366 2200 135 360 1
1 1 2 1 0 3357 2859 144 360 1
1 1 0 0 0 2500 3796 120 360 1
1 1 3 0 0 3029 0 99 360 1
0 0 0 0 0 4166 0 116 360 0
1 0 0 1 0 3200 2254 126 180 0
1 1 3 1 1 7100 0 125 60 1
0 0 0 0 0 4300 0 136 360 0
1 1 2 1 1 1875 1875 97 360 1
1 0 0 0 0 3500 0 81 300 1
1 0 0 0 0 3750 0 113 480 1
1 1 1 0 1 1000 3022 110 360 1
0 0 0 0 0 3846 0 111 360 1
1 1 1 0 0 3988 0 50 240 1
1 0 0 0 0 2366 2531 136 360 1
1 1 0 0 0 2500 2118 104 360 1
1 1 0 0 0 2958 2900 131 360 1
1 1 2 1 0 3273 1820 81 360 1
1 0 0 0 0 4133 0 122 360 1
1 0 0 1 0 3620 0 25 120 1
0 1 0 0 0 2484 2302 137 360 1
1 1 0 0 0 1977 997 50 360 1
1 1 0 1 0 4188 0 115 180 1
1 1 0 0 0 1759 3541 131 360 1
1 1 2 1 0 4288 3263 133 180 1
1 1 1 0 0 3052 1030 100 360 1
1 1 3 1 0 2071 754 94 480 1
1 0 0 0 0 5316 0 136 360 1
0 0 0 0 0 4166 0 44 360 1
0 0 0 0 0 2137 8980 137 360 0
1 1 2 0 0 2957 0 81 360 1
1 0 0 0 0 2014 1929 74 360 1
1 0 0 0 0 2718 0 70 360 1
1 1 0 0 1 3459 0 25 120 1
1 0 0 0 0 4895 0 102 360 1
0 1 0 0 0 4583 0 84 360 1
1 1 2 0 1 3316 3500 88 360 1
1 1 2 1 0 4200 1430 129 360 1
1 1 0 0 0 2698 2034 122 360 1
0 1 0 0 0 2330 4486 100 360 1
1 1 1 0 0 1538 1425 30 360 1
1 1 0 0 0 4860 830 125 360 1
1 0 0 0 0 6277 0 118 360 0
1 1 2 1 0 2281 0 113 360 1
1 0 0 0 0 3254 0 50 360 1
1 1 0 1 0 1863 1041 98 360 1
1 1 1 0 0 3089 1280 121 360 0
1 1 0 0 0 9323 0 75 180 1
0 1 0 0 0 4583 0 112 360 1
1 1 0 0 0 2439 3333 129 360 1
1 0 0 0 0 2237 0 63 480 0
1 1 3 1 0 3522 0 81 180 1
1 1 0 1 1 4344 736 87 360 1
1 1 0 0 0 3497 1964 116 360 1
1 1 2 0 0 2045 1619 101 360 1
1 1 1 0 0 3750 0 116 360 1
1 0 0 1 0 2333 1451 102 480 0
1 1 0 0 0 4600 0 73 180 1
0 1 0 0 0 3625 0 108 360 1
1 1 1 0 1 2178 0 66 300 0
1 0 0 1 0 4885 0 48 360 1
1 0 0 0 0 3858 0 76 360 1
1 0 0 0 0 4191 0 120 360 1
1 1 1 1 0 2600 2500 90 360 1
1 1 1 1 0 3500 1083 135 360 1
1 1 2 1 0 3917 0 124 360 1
0 0 0 1 0 4408 0 120 360 1
0 0 0 0 0 3244 0 80 360 1
1 0 0 1 0 3975 2531 55 360 1
1 0 0 0 0 2479 0 59 360 1
1 0 0 0 0 3418 0 127 360 1
1 1 3 0 0 3430 1250 128 360 0
1 1 3 1 1 5703 0 130 360 1
1 1 0 0 0 3173 3021 137 360 1
1 1 3 1 0 3850 983 100 360 1
1 1 0 0 0 150 1800 135 360 1
1 1 0 0 0 3727 1775 131 360 1
1 1 0 0 0 2221 0 60 360 0
1 1 2 0 0 4009 1717 116 360 1
1 0 0 0 0 2971 2791 144 360 1
1 1 0 0 0 6250 0 128 360 1
1 1 1 0 0 2491 2054 104 360 1
1 1 1 0 0 3155 1779 140 360 1
0 0 1 0 0 3812 0 112 360 1
1 1 1 0 0 3315 0 96 360 1
1 1 2 0 0 5819 5000 120 360 1
1 1 1 1 0 2510 1983 140 180 1
1 1 2 0 1 6250 1300 108 360 1
1 1 0 1 0 3406 4417 123 360 1
1 0 0 0 1 6050 4333 120 180 1
1 1 2 0 0 9703 0 112 360 1
1 1 1 1 0 6608 0 137 180 1
1 1 1 0 0 2882 1843 123 480 1
1 1 0 0 0 1809 1868 90 360 1
0 0 2 0 0 3427 0 138 360 1
1 0 0 1 1 2583 2167 104 360 1
1 0 0 1 0 6045 0 115 360 0
1 1 3 0 0 5250 0 94 360 1
1 0 0 0 0 2060 2209 134 360 1
0 0 0 0 0 7200 0 120 360 1
1 0 0 0 1 5166 0 128 360 1
1 1 2 0 0 4708 1387 150 360 1
0 0 1 0 0 2876 1560 90 360 1
0 0 0 0 0 3237 0 30 360 1
1 0 0 0 0 2833 1857 126 360 1
1 1 0 0 0 2620 2223 150 360 1
1 1 2 0 0 3900 0 90 360 1
1 1 1 0 0 2750 1842 115 360 1
1 1 0 0 0 3103 1300 80 360 1
1 1 0 0 0 3927 800 112 360 1
1 1 2 0 0 2301 985.79999 78 180 1
0 0 0 0 0 1811 1666 54 360 1
1 0 0 0 0 3158 3053 89 360 1
0 0 0 0 1 2600 1717 99 300 1
1 1 0 0 0 3704 2000 120 360 1
0 0 0 0 0 4124 0 115 360 1
1 1 0 0 0 3075 2416 139 360 1
1 1 2 0 0 4400 0 127 360 0
1 1 2 0 0 3153 1560 134 360 1
0 1 1 0 0 4666 0 135 360 1
1 1 1 0 0 2014 2925 113 360 1
1 1 0 1 0 1800 2934 93 360 0
0 0 0 0 0 5000 0 132 360 1
1 1 1 0 0 1625 1803 96 360 1
1 0 0 0 0 4000 2500 140 360 1
0 0 0 0 0 3762 1666 135 360 1
0 0 0 0 0 2400 1863 104 360 0
0 0 0 0 0 2917 0 84 360 1
1 0 0 1 0 2927 2405 111 360 1
0 0 0 0 0 2507 0 56 360 1
1 1 1 1 0 3399 1640 111 180 1
1 1 2 0 0 3717 0 120 360 1
1 1 0 0 0 2400 2167 115 360 1
1 1 3 0 0 4342 189 124 360 1
1 0 0 0 0 4917 0 130 360 0
0 1 0 0 0 4333 2451 110 360 1
0 0 0 0 0 2500 0 67 360 1
1 0 1 0 0 4384 1793 117 360 1
1 0 0 0 0 2935 0 98 360 1
0 0 0 0 0 4160 0 71 360 1
0 0 0 0 0 2378 0 46 360 1
1 1 3 1 0 3173 0 74 360 1
1 1 2 1 0 3083 2168 126 360 1
1 1 3 0 0 2666 2083 95 360 1
0 1 0 0 1 5500 0 105 360 0
0 1 0 0 0 2423 505 130 360 1
1 1 1 0 0 3875 0 67 360 1
1 1 0 1 0 3000 1666 100 480 0
0 0 1 0 0 4723 0 81 360 1
1 1 0 0 0 4750 2333 130 360 1
1 0 0 0 1 6822 0 141 360 1
1 0 0 1 0 6216 0 133 360 1
1 0 0 0 0 2500 0 96 480 1
1 0 1 0 0 3062 1987 111 180 0
1 1 0 0 0 4817 923 120 180 1
1 1 3 0 0 8750 4996 130 360 1
1 0 0 0 0 3069 0 71 480 1
1 1 2 0 0 5391 0 130 360 1
1 0 0 0 1 7167 0 128 360 1
1 1 2 0 0 4566 0 100 360 1
1 0 0 1 0 2346 1600 132 360 1
1 1 0 0 0 2333 2417 136 360 1
1 1 0 0 0 5488 0 125 360 1
1 1 2 1 0 1993 1625 113 180 1
1 1 2 0 0 3100 1400 113 360 1
0 0 0 0 0 3180 0 71 360 0
1 1 0 0 0 3033 1459 95 360 1
1 0 0 1 0 3902 1666 109 360 1
0 0 0 0 0 1500 1800 103 360 0
1 1 2 1 0 2889 0 45 180 0
1 0 0 1 0 2755 0 65 300 1
1 0 0 0 0 2500 20000 103 360 1
0 0 0 1 0 1963 0 53 360 1
0 0 0 0 0 4547 0 115 360 1
1 1 0 1 0 2167 2400 115 360 1
0 0 0 1 0 2213 0 66 360 1
0 0 1 1 1 3867 0 62 360 1
1 1 0 1 0 2253 2033 110 360 1
0 0 0 0 0 2995 0 60 360 1
1 1 0 0 0 1025 2773 112 360 1
1 1 0 0 0 3246 1417 138 360 1
1 1 0 0 0 5829 0 138 360 1
1 1 0 0 0 1820 1719 100 360 1
1 1 0 0 0 2666 4300 121 360 1
0 0 1 1 0 4606 0 81 360 1
1 1 2 0 0 5935 0 133 360 1
1 1 0 0 0 2920 16.120001 87 360 1
1 0 0 1 0 2717 0 60 180 1
0 0 1 0 1 8624 0 150 360 1
1 0 0 0 0 6500 0 105 360 0
1 1 0 0 0 2425 2340 143 360 1
1 0 0 0 0 3750 0 100 360 1
1 0 0 0 0 1926 1851 50 360 1
0 1 0 1 1 7142 0 138 360 1
1 0 3 1 0 4707 1993 148 360 1
1 1 1 0 1 3466 1210 130 360 1
1 1 2 1 0 4652 0 110 360 1
1 1 2 0 0 3340 1710 150 360 0
1 1 2 1 0 2309 1255 125 360 0
1 1 0 0 0 3948 1733 149 360 0
1 1 0 0 0 2483 2466 90 180 0
1 0 0 0 1 7085 0 84 360 1
1 1 2 0 0 3859 0 96 360 1
1 1 0 0 0 4301 0 118 360 1
1 0 2 0 0 4354 0 136 360 1
1 1 3 0 0 7740 0 128 180 1
1 0 0 0 0 4166 0 98 360 0
1 0 0 0 0 6000 0 140 360 1
1 1 3 1 0 2947 1664 70 180 0
1 1 0 0 0 4333 2451 110 360 1
1 1 1 1 0 2653 1500 113 180 0
1 1 3 0 0 4691 0 100 360 1
1 1 3 1 0 3095 0 113 360 1
1 1 0 0 0 2083 3150 128 360 1
1 1 1 1 0 1958 2436 131 360 1
1 0 2 0 0 3547 0 80 360 0
1 0 0 0 0 2435 0 75 360 1
1 0 0 1 0 3691 0 110 360 1
1 1 0 0 0 3597 2157 119 360 0
0 1 1 0 0 3326 913 105 84 1
1 1 0 1 0 2600 1700 107 360 1
1 1 1 0 1 2895 0 95 360 1
0 0 0 0 0 645 3683 113 480 1
0 0 0 0 0 3159 0 100 360 1
1 1 0 1 0 3814 1483 124 300 1
1 0 0 1 0 3598 1287 100 360 1
1 1 2 0 0 3283 2035 148 360 1
1 1 0 0 0 2130 6666 70 180 1
1 1 3 0 0 3466 3428 150 360 1
0 1 2 0 0 2031 1632 113 480 1
0 0 0 1 0 3400 0 95 360 1
1 1 2 1 0 2192 1742 45 360 1
1 0 0 0 0 2500 0 55 360 1
1 1 3 0 1 5677 1424 100 360 1
1 1 0 0 0 3775 0 110 360 1
1 0 1 1 0 2679 1302 94 360 1
1 0 0 1 0 6783 0 130 360 1
1 1 3 0 0 4281 0 100 360 1
1 0 2 0 0 3588 0 110 360 0
1 0 2 0 0 3617 0 107 360 1
1 1 0 1 0 2917 536 66 360 1
0 1 1 0 0 4608 2845 140 180 1
0 0 0 0 0 2138 0 99 360 0
1 1 1 1 0 2239 2524 128 360 1
1 0 0 1 0 3358 0 80 36 1
1 0 0 0 0 2526 1783 145 360 1
0 0 0 0 0 5000 0 103 360 0
1 1 0 0 0 2785 2016 110 360 1
1 1 0 0 0 3593 4266 132 180 0
1 1 1 0 0 5468 1032 26 360 1
1 1 2 1 0 3675 242 108 360 1
1 0 0 1 1 5800 0 132 360 1
1 0 0 0 0 3333 0 70 360 1
1 1 3 0 0 3400 2500 123 360 0
0 0 0 0 0 2378 0 9 360 1
1 1 0 0 0 3166 2064 104 360 0
1 1 3 0 0 6406 0 150 360 1
1 1 2 0 0 3159 461 108 84 1
1 0 0 0 0 3229 2739 110 360 1
1 1 1 0 0 1782 2232 107 360 1
1 0 0 0 0 1836 33837 90 360 1
0 1 0 0 0 3166 0 36 360 1
1 1 1 0 0 2787 1917 146 360 0
1 1 0 0 0 2297 1522 104 360 1
0 0 0 1 0 2165 0 70 360 1
1 1 2 0 1 2726 0 106 360 0
Property_Area
Loan_Status Cluster
Distance_to_Center
0 0 0 1.9621647
2 1 1 2.8047882
2 1 0 2.4266969
2 1 2 2.9774975
2 1 0 2.5030664
2 1 0 2.2742251
0 0 2 2.4037281
2 1 0 5.037018
2 1 2 2.3561577
2 0 2 3.1434417
0 0 0 2.8643846
2 0 0 4.4391675
1 0 0 3.2098453
1 1 0 1.5195052
2 1 0 2.3564402
2 0 2 3.5984209
2 0 2 2.0571111
0 0 1 1.9438933
1 1 0 1.3832692
1 1 2 2.9035138
1 1 2 2.2799489
2 0 2 1.9795574
2 1 2 2.7800412
1 1 0 1.6394561
2 1 0 3.1489928
2 1 0 2.727926
2 0 2 3.8429205
1 1 2 2.3391472
1 1 2 3.1484062
1 1 2 1.7666926
1 0 2 1.7157274
2 0 0 2.1726648
1 1 0 1.5249709
1 1 0 1.7339258
0 0 0 2.1823251
2 1 0 2.5940994
2 1 0 2.0836878
2 1 0 2.6021336
1 0 2 2.8930037
2 0 0 4.4948222
2 1 1 5.4549104
1 0 2 3.1391989
1 1 1 2.9932756
1 1 2 1.741251
2 0 2 2.6577405
2 0 1 3.3062983
1 1 2 1.6460814
2 1 0 2.9403188
1 1 2 2.1763426
1 1 0 1.556618
1 1 0 1.6492656
2 1 0 2.5060317
1 1 2 1.694898
1 1 2 4.8887592
1 1 2 2.9057849
1 1 0 2.716433
1 1 0 3.1205063
1 1 0 2.0647317
2 1 0 3.3705685
2 1 0 1.5337625
1 1 0 3.6256625
2 1 2 2.6444359
1 1 2 2.4212791
1 1 2 4.5755414
1 1 0 1.8481586
2 1 2 2.3054313
1 1 2 1.7318432
1 1 1 4.5041955
1 1 2 1.6941941
0 0 2 2.8612205
2 1 1 2.7358657
0 0 0 2.5987109
1 1 0 1.5335165
1 1 2 2.9118503
2 1 0 3.3894895
1 1 0 1.7726879
0 0 2 3.6137488
0 0 0 2.6954937
2 1 2 2.4820399
1 1 0 2.3657531
1 0 0 2.6142143
2 1 0 5.0730099
0 0 2 2.8787208
0 1 0 2.3060547
1 0 2 3.5152634
0 0 0 3.9429414
1 0 1 2.2503571
0 1 0 2.0166128
0 1 0 2.2300927
1 1 0 1.161765
2 0 2 3.9545036
1 1 0 3.0856229
1 1 2 2.433172
0 0 1 3.7192203
0 1 2 3.2039931
1 1 2 1.570894
0 1 2 2.1163153
1 1 0 1.9920352
2 1 0 2.2420412
1 1 0 2.1800056
1 1 2 2.537684
2 1 2 2.1044217
0 1 2 3.0235195
2 1 2 2.3890163
1 0 2 1.7338378
1 0 0 3.3137599
0 1 1 3.3068001
2 1 0 2.0625461
1 1 0 2.6995551
0 0 0 3.1422045
1 1 0 1.5534202
2 0 0 3.6302623
1 1 0 1.3889135
1 1 2 2.2936104
1 1 0 2.5003302
1 1 0 1.154038
1 1 0 1.3684749
0 1 2 2.2787685
1 1 0 1.2455821
0 1 0 2.85293
2 0 0 3.2598584
0 1 1 2.3176462
1 1 0 2.3214099
2 0 1 3.6458047
2 1 0 4.6175524
2 1 0 3.8663964
1 1 0 2.4269942
2 1 0 2.2247407
2 0 2 3.1178984
0 1 1 2.9840469
0 0 2 3.9156646
2 0 0 2.876058
1 1 2 2.1791327
0 1 2 3.3366603
1 1 1 2.0342747
1 1 0 2.0741716
2 1 2 2.2575905
2 1 2 3.0525578
0 1 2 2.2189117
1 1 0 2.0263815
1 1 0 1.6820803
1 1 0 1.0400158
2 1 0 2.0856338
1 1 0 1.4599639
2 1 0 3.1490546
2 1 2 2.7466568
0 1 2 2.1111317
1 0 1 3.0502204
0 1 0 2.0395651
1 1 2 1.7307847
0 1 0 2.2627677
1 0 0 2.9563194
2 1 0 1.9271035
2 1 0 3.1193082
2 0 0 1.8087978
2 0 0 3.6115082
0 1 2 2.5769377
2 1 0 1.9764668
0 1 2 2.520188
0 1 2 2.4334085
2 0 2 3.1787366
1 1 2 1.6513487
1 1 2 2.3739381
0 1 2 2.5395314
2 1 0 3.0276891
1 1 0 1.5414051
1 1 0 1.5795801
1 1 0 2.3914602
0 1 2 3.3430269
2 0 2 2.8925955
2 1 2 2.3555633
2 1 2 2.3092025
1 1 2 1.4301596
1 1 2 1.8380354
0 0 2 2.7648499
1 1 0 3.0180606
2 1 0 2.3668759
0 1 0 2.7454436
0 0 1 3.7715886
1 1 2 2.7416006
2 0 0 2.2003075
2 0 0 4.0152238
1 0 2 2.0422193
2 1 0 2.0900893
0 1 1 2.8737528
0 0 2 3.4081998
1 0 2 2.3375373
2 0 0 4.0791507
2 1 0 3.0116146
0 1 0 4.665586
2 0 2 2.7476637
2 1 0 2.367059
2 1 1 3.0146382
2 0 0 2.0397892
1 1 2 2.6472836
2 1 0 2.1409811
0 1 0 2.567554
1 1 0 3.1504431
2 1 0 1.7632887
2 0 2 3.1925551
2 1 0 1.8815043
0 1 2 2.627042
1 0 2 3.1065811
2 0 0 4.6521004
0 0 2 2.972022
1 1 0 7.6062904
1 1 2 2.9453201
1 1 2 1.825031
2 1 0 2.4988492
0 1 2 2.9843196
1 0 1 3.3246528
0 1 0 2.6368773
2 1 2 2.3998008
0 1 0 2.6443007
1 1 0 1.6809507
0 1 0 2.8132351
2 1 0 2.1358581
0 1 0 2.3386037
0 0 2 2.9524873
1 1 0 2.3663716
0 1 0 2.3032249
2 1 2 3.9681259
1 1 1 4.0128545
0 0 2 3.6329528
1 1 0 1.9255858
2 1 2 1.908046
1 1 2 2.3821706
0 1 1 3.7321849
1 1 0 3.6249909
0 1 1 2.0864089
0 1 0 2.6851626
0 0 0 3.3949733
0 0 0 3.5810843
0 0 0 3.4131448
0 1 0 3.9711981
1 1 1 2.5680408
1 1 0 1.6015673
2 1 0 1.9970551
0 1 0 3.0464811
2 1 0 4.4849343
1 0 2 2.7260593
0 1 2 2.9600228
2 0 0 4.585211
2 0 0 1.8830198
0 0 0 4.0221708
1 1 0 2.4639956
0 1 0 3.1121086
1 1 0 1.862222
0 1 0 2.604685
0 0 2 3.5807834
2 0 2 2.1534247
0 1 2 2.6111259
0 0 0 3.1514289
1 1 0 4.4987509
0 1 0 2.5722449
1 1 1 1.8405195
0 1 2 3.5345175
1 1 2 1.5683934
1 1 0 2.1005272
0 0 2 2.5626588
2 1 0 2.1653366
1 0 0 3.6526493
0 1 0 3.0295065
1 1 0 3.6549685
0 0 2 2.660544
1 1 0 3.1361185
1 1 2 2.0917399
0 1 1 2.8353227
1 1 0 1.5542669
1 1 2 2.4369933
1 1 2 3.356398
2 1 0 2.6337378
0 0 2 3.5666396
1 1 2 2.3771994
0 0 0 2.9944671
1 1 0 3.6538781
1 0 2 2.9219074
2 1 0 2.3292388
1 0 0 5.3572595
0 1 2 2.6215098
1 0 2 2.9701557
0 1 0 2.0654695
0 0 0 4.0300823
1 1 0 3.3376299
1 1 0 2.0878937
1 1 1 2.6399354
2 1 2 2.1041841
0 0 0 3.602973
2 0 2 3.6958981
2 0 0 3.008227
1 0 0 3.3202062
2 1 0 4.0914472
2 1 2 2.0921418
0 1 0 2.0807965
2 0 0 12.975724
1 1 2 3.1794574
0 0 0 3.2296071
2 1 0 1.9643005
1 1 2 2.6475939
1 0 1 3.3222863
Cluster
Distance_to_Center
0 1.9621647
1 2.8047882
0 2.4266969
2 2.9774975
0 2.5030664
0 2.2742251
2 2.4037281
0 5.037018
2 2.3561577
2 3.1434417
0 2.8643846
0 4.4391675
0 3.2098453
0 1.5195052
0 2.3564402
2 3.5984209
2 2.0571111
1 1.9438933
0 1.3832692
2 2.9035138
2 2.2799489
2 1.9795574
2 2.7800412
0 1.6394561
0 3.1489928
0 2.727926
2 3.8429205
2 2.3391472
2 3.1484062
2 1.7666926
2 1.7157274
0 2.1726648
0 1.5249709
0 1.7339258
0 2.1823251
0 2.5940994
0 2.0836878
0 2.6021336
2 2.8930037
0 4.4948222
1 5.4549104
2 3.1391989
1 2.9932756
2 1.741251
2 2.6577405
1 3.3062983
2 1.6460814
0 2.9403188
2 2.1763426
0 1.556618
0 1.6492656
0 2.5060317
2 1.694898
2 4.8887592
2 2.9057849
0 2.716433
0 3.1205063
0 2.0647317
0 3.3705685
0 1.5337625
0 3.6256625
2 2.6444359
2 2.4212791
2 4.5755414
0 1.8481586
2 2.3054313
2 1.7318432
1 4.5041955
2 1.6941941
2 2.8612205
1 2.7358657
0 2.5987109
0 1.5335165
2 2.9118503
0 3.3894895
0 1.7726879
2 3.6137488
0 2.6954937
2 2.4820399
0 2.3657531
0 2.6142143
0 5.0730099
2 2.8787208
0 2.3060547
2 3.5152634
0 3.9429414
1 2.2503571
0 2.0166128
0 2.2300927
0 1.161765
2 3.9545036
0 3.0856229
2 2.433172
1 3.7192203
2 3.2039931
2 1.570894
2 2.1163153
0 1.9920352
0 2.2420412
0 2.1800056
2 2.537684
2 2.1044217
2 3.0235195
2 2.3890163
2 1.7338378
0 3.3137599
1 3.3068001
0 2.0625461
0 2.6995551
0 3.1422045
0 1.5534202
0 3.6302623
0 1.3889135
2 2.2936104
0 2.5003302
0 1.154038
0 1.3684749
2 2.2787685
0 1.2455821
0 2.85293
0 3.2598584
1 2.3176462
0 2.3214099
1 3.6458047
0 4.6175524
0 3.8663964
0 2.4269942
0 2.2247407
2 3.1178984
1 2.9840469
2 3.9156646
0 2.876058
2 2.1791327
2 3.3366603
1 2.0342747
0 2.0741716
2 2.2575905
2 3.0525578
2 2.2189117
0 2.0263815
0 1.6820803
0 1.0400158
0 2.0856338
0 1.4599639
0 3.1490546
2 2.7466568
2 2.1111317
1 3.0502204
0 2.0395651
2 1.7307847
0 2.2627677
0 2.9563194
0 1.9271035
0 3.1193082
0 1.8087978
0 3.6115082
2 2.5769377
0 1.9764668
2 2.520188
2 2.4334085
2 3.1787366
2 1.6513487
2 2.3739381
2 2.5395314
0 3.0276891
0 1.5414051
0 1.5795801
0 2.3914602
2 3.3430269
2 2.8925955
2 2.3555633
2 2.3092025
2 1.4301596
2 1.8380354
2 2.7648499
0 3.0180606
0 2.3668759
0 2.7454436
1 3.7715886
2 2.7416006
0 2.2003075
0 4.0152238
2 2.0422193
0 2.0900893
1 2.8737528
2 3.4081998
2 2.3375373
0 4.0791507
0 3.0116146
0 4.665586
2 2.7476637
0 2.367059
1 3.0146382
0 2.0397892
2 2.6472836
0 2.1409811
0 2.567554
0 3.1504431
0 1.7632887
2 3.1925551
0 1.8815043
2 2.627042
2 3.1065811
0 4.6521004
2 2.972022
0 7.6062904
2 2.9453201
2 1.825031
0 2.4988492
2 2.9843196
1 3.3246528
0 2.6368773
2 2.3998008
0 2.6443007
0 1.6809507
0 2.8132351
0 2.1358581
0 2.3386037
2 2.9524873
0 2.3663716
0 2.3032249
2 3.9681259
1 4.0128545
2 3.6329528
0 1.9255858
2 1.908046
2 2.3821706
1 3.7321849
0 3.6249909
1 2.0864089
0 2.6851626
0 3.3949733
0 3.5810843
0 3.4131448
0 3.9711981
1 2.5680408
0 1.6015673
0 1.9970551
0 3.0464811
0 4.4849343
2 2.7260593
2 2.9600228
0 4.585211
0 1.8830198
0 4.0221708
0 2.4639956
0 3.1121086
0 1.862222
0 2.604685
2 3.5807834
2 2.1534247
2 2.6111259
0 3.1514289
0 4.4987509
0 2.5722449
1 1.8405195
2 3.5345175
2 1.5683934
0 2.1005272
2 2.5626588
0 2.1653366
0 3.6526493
0 3.0295065
0 3.6549685
2 2.660544
0 3.1361185
2 2.0917399
1 2.8353227
0 1.5542669
2 2.4369933
2 3.356398
0 2.6337378
2 3.5666396
2 2.3771994
0 2.9944671
0 3.6538781
2 2.9219074
0 2.3292388
0 5.3572595
2 2.6215098
2 2.9701557
0 2.0654695
0 4.0300823
0 3.3376299
0 2.0878937
1 2.6399354
2 2.1041841
0 3.602973
2 3.6958981
0 3.008227
0 3.3202062
0 4.0914472
2 2.0921418
0 2.0807965
0 12.975724
2 3.1794574
0 3.2296071
0 1.9643005
2 2.6475939
1 3.3222863
Cluster Gender Married DependentsEducation Self_Employed
ApplicantIncome
CoapplicantIncome
LoanAmount
Loan_Amount_Term
0 0.975 0.95625 1.03125 0.2875 1.11E-16 3489.1438 1756.4307 110.65 331.275
1 0.8148148 0.5925926 0.8888889 0.2962963 1 4669.8889 788.2963 104.81481 328.88889
2 0.539823 0.0973451 0.1238938 0.2123894 -6.94E-17 3477.5664 732.55752 96.477876 361.59292
Credit_History
Property_Area
0.8625 1.13125
0.8888889 0.8518519
0.8318584 1
 Gender Married DependentsEducationSelf Employed
Applicantincome
Coapplicantincome
Loanamount
Loan Amount Credit
Term History
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 1.8251051 -0.505593 0.4535959 0.2612073 -2.412091
-1.979402 -1.224745 0.3279367 1.6870548 3.1797973 0.1875082 -0.505593 -1.468808 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 1.6870548 -0.314485 0.5551181 -0.505593 0.5222532 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 1.6870548 -0.314485 -0.125742 1.2341506 0.6252391 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 0.87924 -0.505593 -1.94941 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.871154 -0.01128 0.6938964 0.2612073 -2.412091
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 0.1820722 -0.505593 -0.301634 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 -1.181006 0.6130106 0.3162813 0.2612073 0.4145781
0.5052031 -1.224745 0.3279367 1.6870548 -0.314485 -0.619739 0.0072316 -0.370292 0.2612073 0.4145781
0.5052031 0.8164966 2.3564113 -0.592749 -0.314485 -0.129819 0.4790933 0.6252391 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 -0.341143 -0.001434 0.5565818 0.2612073 -2.412091
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.988028 3.0313998 1.1058402 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 1.6870548 -0.314485 -0.918719 0.4885462 0.7968824 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -1.096748 -0.1129 -1.880752 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.240577 -0.505593 -2.567325 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 0.6855823 -0.505593 -1.091193 -2.422429 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 1.6674609 -0.505593 0.3506099 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 1.3983786 -0.505593 -2.086724 0.2612073 0.4145781
0.5052031 -1.224745 1.342174 -0.592749 -0.314485 -0.002072 -0.505593 0.1789667 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 3.1797973 -0.960169 -0.505593 -1.331494 -0.633338 -2.412091
0.5052031 0.8164966 -0.686301 -0.592749 3.1797973 -0.401619 -0.505593 -1.331494 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 0.004043 0.3439943 0.4879245 0.2612073 -2.412091
-1.979402 -1.224745 0.3279367 1.6870548 -0.314485 0.6896593 -0.505593 -0.816564 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.809319 0.3479331 0.3506099 0.2612073 0.4145781
-1.979402 0.8164966 -0.686301 -0.592749 -0.314485 -0.288822 -0.505593 -2.361353 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 0.413782 0.0576476 0.831211 0.2612073 0.4145781
0.5052031 -1.224745 0.3279367 -0.592749 -0.314485 -0.35949 0.2770356 0.2132953 -2.422429 -2.412091
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 -0.593238 -0.505593 -1.194179 0.2612073 0.4145781
-1.979402 -1.224745 0.3279367 -0.592749 3.1797973 3.4198933 -0.505593 1.5521127 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 0.1066476 0.1513897 0.1789667 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.055074 -0.505593 -0.988207 0.2612073 -2.412091
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 0.1080066 -0.505593 0.3849386 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 3.1797973 2.4298607 -0.505593 0.7968824 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 1.288979 -0.505593 0.6938964 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 1.8067585 -0.505593 0.7968824 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.34522 0.3483269 0.7282251 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.792332 0.4160733 1.3118121 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.950656 0.1805364 -2.052396 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 0.390679 -0.505593 0.3849386 0.2612073 -2.412091
-1.979402 -1.224745 -0.686301 1.6870548 -0.314485 -0.936386 -0.505593 -1.331494 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 -0.216115 0.2112586 -0.816564 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -1.20343 0.1714773 -0.16432 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.33163 0.0064439 -0.850893 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 4.1530746 -0.505593 0.247624 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.824268 -0.505593 -3.288227 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 1.6870548 -0.314485 -0.129819 -0.505593 -0.335963 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 0.1732387 -0.505593 0.2132953 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 1.6870548 -0.314485 0.431449 -0.095963 0.1789667 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 -0.659829 0.36999 1.5521127 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 -0.20932 0.2959416 1.4834554 0.2612073 0.4145781
0.5052031 0.8164966 2.3564113 -0.592749 3.1797973 1.4174046 0.0552843 -0.16432 0.2612073 0.4145781
0.5052031 0.8164966 1.342174 -0.592749 -0.314485 -0.265719 -0.229881 -1.194179 0.2612073 0.4145781
0.5052031 0.8164966 0.3279367 -0.592749 -0.314485 -0.366285 -0.099902 -0.16432 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 -0.314485 -0.741369 -0.505593 -0.301634 2.0502983 0.4145781
0.5052031 -1.224745 -0.686301 -0.592749 3.1797973 2.195433 -0.505593 1.2431548 0.2612073 0.4145781
0.5052031 0.8164966 -0.686301 -0.592749 -0.314485 0.833034 -0.142047 0.5222532 -2.422429 0.4145781
0.5052031 0.8164966 2.3564113 -0.592749 -0.314485 0.5102711 -0.431151 0.6595678 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 0.386602 -0.505593 -1.159851 0.2612073 0.4145781
-1.979402 -1.224745 -0.686301 -0.592749 -0.314485 -0.235821 -0.505593 -0.850893 0.2612073 0.4145781
0.5052031 -1.224745 -0.686301 1.6870548 -0.314485 0.0196715 -0.505593 -2.738969 -3.316975 0.4145781
PropertyActual
Area Loan
Predicted
Status Loan
Neighbor_1_Distance
Status Neighbor_2_Distance
Neighbor_3_Distance
Neighbor_4_Distance
Neighbor_5_Distance
-1.371652 0 0 0.4712961 1.0117793 2.0528046 2.8756864 2.9318692031668
-0.073559 0 1 3.1365992 3.5063135 3.5292363 3.8277443 3.83426550164787
-0.073559 1 1 2.2882062 2.294386 2.2954483 2.2994685 2.4503975364218
-0.073559 1 1 1.4878594 1.6328167 1.7607975 1.7838381 1.83840597311155
-1.371652 1 1 1.1974548 1.7987687 2.0514119 2.2777691 2.29385774562862
-1.371652 0 0 2.4497082 2.5410528 2.6304687 2.8990449 2.90933504833189
-0.073559 1 1 0.2078475 0.8005067 0.8295185 0.9078253 0.969086769386531
-1.371652 0 1 0.8735228 1.2308331 1.2368898 1.4959888 1.546525886548
-0.073559 1 1 1.2595197 1.6719284 1.7737346 1.9209479 1.93681859516909
-1.371652 0 0 1.3990443 1.4093456 2.0405653 2.2280804 2.89031028956836
-0.073559 0 0 1.4556264 1.5895414 1.7754973 1.9397368 2.00253936874401
-0.073559 1 0 3.0898766 3.2951901 3.3275886 3.7698818 3.83036430432231
1.2245347 1 1 1.0554981 1.0784302 1.1102321 1.3874036 1.57280800139037
-0.073559 1 1 1.5998263 1.8172804 1.9238766 1.9384592 1.96422993099261
1.2245347 1 1 1.042905 1.3653202 1.4311819 1.5213507 2.27347853541634
-0.073559 1 1 2.0761198 2.7119506 2.828713 2.9017858 3.02150139965478
-1.371652 0 0 2.3261424 2.4597042 2.8957517 2.9754491 3.19244879914545
1.2245347 1 1 1.440998 1.4990721 2.1253526 2.294747 2.57288603079746
-1.371652 0 0 1.0302362 2.3241348 2.4746124 2.5488664 2.55621412450828
-1.371652 0 0 2.3533214 3.4210762 3.8223463 3.8587555 4.21433672562952
1.2245347 1 1 1.9261089 2.5639502 2.5751926 2.884495 3.54230004793092
-1.371652 0 0 1.0702266 1.4831194 2.3040615 2.4156907 2.62577546143765
-1.371652 0 1 2.3680106 2.5731474 2.6197258 2.624666 2.89023623153312
-0.073559 1 1 0.3185769 0.3638657 0.3841652 0.6288595 0.714182131724302
-0.073559 1 1 2.1688267 2.3080932 2.4912633 2.501252 2.55413626711599
-1.371652 0 1 0.9148738 1.4383067 1.4870693 1.5229056 1.59717220898362
1.2245347 0 0 2.5517029 3.3600667 3.530001 3.5560667 3.6593950981148
-0.073559 1 1 0.5358129 0.8015469 0.9724462 1.1068688 1.13689686425827
-0.073559 1 1 3.6416593 3.6460207 3.6645452 4.0575216 4.11346733183321
-0.073559 1 1 0.629812 1.2159981 1.3027568 1.3549171 1.45539425341134
1.2245347 0 0 0.2823878 1.4252163 1.7825785 1.8892348 2.21634497140222
-0.073559 1 1 0.7474969 0.9946227 1.023736 1.0350798 1.07762959361572
1.2245347 1 1 1.8798347 1.992396 2.786435 3.2811724 3.34179084263266
-1.371652 1 1 0.5028404 1.3305023 1.4049966 1.4558536 1.58876215654454
-0.073559 1 1 1.0047745 1.3728539 1.4393424 1.7007564 1.79168948327513
1.2245347 1 1 0.7003992 1.1777316 1.6553223 1.6745626 1.99995817579221
-0.073559 1 1 0.591201 0.6488011 0.6876382 0.7540804 0.765151708121506
-0.073559 1 1 1.7131477 1.8923655 2.4396996 2.4580093 2.60533750091815
-0.073559 0 0 0.6925844 0.7213266 1.4965072 1.9578521 1.99587402379362
-1.371652 1 1 1.3057432 1.3831351 2.3141435 2.3835809 2.66651273025223
1.2245347 1 1 1.7335112 1.7578512 1.813825 1.8443293 2.13761086027274
1.2245347 1 1 0.3483471 0.3604594 0.8481221 1.0325619 1.16367212148272
1.2245347 1 1 0.5209003 0.9700615 0.9931703 1.328607 1.40166845838932
1.2245347 1 1 2.9597606 2.9944553 3.0715502 3.2111446 3.250548376734
1.2245347 0 1 1.7220348 1.8002602 1.9927867 2.1458686 2.8735816065735
-1.371652 0 1 1.7679961 2.1719307 2.5450962 2.5451503 2.57781509953114
-0.073559 1 1 0.2335358 0.2631768 0.4957273 0.600426 0.601784979011409
1.2245347 1 1 1.3887876 1.4173431 1.4587342 1.4914023 1.70216020201679
-0.073559 1 1 0.6718763 0.7411312 0.9147856 0.9655363 0.968939257781637
1.2245347 1 1 0.5232431 1.2335423 1.3014847 1.6408795 1.67537353713523
-1.371652 1 1 1.1216418 2.5637884 2.7275554 3.0143584 3.11725884126326
1.2245347 1 1 1.1513784 1.3895757 1.4135697 1.4523351 1.50319655356868
1.2245347 1 1 1.0255587 1.0425243 1.1180959 1.1197049 1.16115387062786
-0.073559 0 0 1.6034552 1.6574256 1.8146432 2.1269036 2.17311912419414
-1.371652 1 1 1.7749367 2.1370703 2.3549495 2.7313489 3.1587915253265
1.2245347 1 1 2.6882809 2.7073577 2.7316151 2.762291 2.76320769971241
-0.073559 1 1 0.8605641 1.1106008 1.2318725 1.452521 1.51702352538799
-0.073559 1 1 0.9268825 0.9552702 1.1370463 1.2057059 1.40827812744362
1.2245347 1 1 0.674343 0.7071136 1.2596002 1.3241121 1.46961374601731
-0.073559 1 1 2.0749357 2.2726503 3.3343594 3.8290124 4.00971386020892
Predicted Loan Status (LogReg)
0
1
1
1
1
0
1
1
1
0
0
0
1
1
1
1
0
1
0
0
1
0
1
1
1
1
0
1
1
1
0
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
 Feature Coefficient
Intercept 0.8502285
Gender 0.0991419
Married 0.1307812
Dependent -0.00116
Education -0.163963
Self_Emplo -0.148074
ApplicantI -0.103691
Coapplican -0.118952
LoanAmoun0.2464481
Loan_Amou-0.051706
Credit_Hist1.4171666
Property_A -0.139357
 Model Accuracy (%)
KNN Classif88.333333
Logistic Re 86.666667