BAD int64 | LOAN int64 | MORTDUE float64 | VALUE float64 | REASON string | JOB string | YOJ float64 | DEROG float64 | DELINQ float64 | CLAGE float64 | NINQ float64 | CLNO float64 | DEBTINC float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1,100 | 25,860 | 39,025 | HomeImp | Other | 10.5 | 0 | 0 | 94.366667 | 1 | 9 | null |
1 | 1,300 | 70,053 | 68,400 | HomeImp | Other | 7 | 0 | 2 | 121.833333 | 0 | 14 | null |
1 | 1,500 | 13,500 | 16,700 | HomeImp | Other | 4 | 0 | 0 | 149.466667 | 1 | 10 | null |
1 | 1,500 | null | null | null | null | null | null | null | null | null | null | null |
0 | 1,700 | 97,800 | 112,000 | HomeImp | Office | 3 | 0 | 0 | 93.333333 | 0 | 14 | null |
1 | 1,700 | 30,548 | 40,320 | HomeImp | Other | 9 | 0 | 0 | 101.466002 | 1 | 8 | 37.113614 |
1 | 1,800 | 48,649 | 57,037 | HomeImp | Other | 5 | 3 | 2 | 77.1 | 1 | 17 | null |
1 | 1,800 | 28,502 | 43,034 | HomeImp | Other | 11 | 0 | 0 | 88.76603 | 0 | 8 | 36.884894 |
1 | 2,000 | 32,700 | 46,740 | HomeImp | Other | 3 | 0 | 2 | 216.933333 | 1 | 12 | null |
1 | 2,000 | null | 62,250 | HomeImp | Sales | 16 | 0 | 0 | 115.8 | 0 | 13 | null |
1 | 2,000 | 22,608 | null | null | null | 18 | null | null | null | null | null | null |
1 | 2,000 | 20,627 | 29,800 | HomeImp | Office | 11 | 0 | 1 | 122.533333 | 1 | 9 | null |
1 | 2,000 | 45,000 | 55,000 | HomeImp | Other | 3 | 0 | 0 | 86.066667 | 2 | 25 | null |
0 | 2,000 | 64,536 | 87,400 | null | Mgr | 2.5 | 0 | 0 | 147.133333 | 0 | 24 | null |
1 | 2,100 | 71,000 | 83,850 | HomeImp | Other | 8 | 0 | 1 | 123 | 0 | 16 | null |
1 | 2,200 | 24,280 | 34,687 | HomeImp | Other | null | 0 | 1 | 300.866667 | 0 | 8 | null |
1 | 2,200 | 90,957 | 102,600 | HomeImp | Mgr | 7 | 2 | 6 | 122.9 | 1 | 22 | null |
1 | 2,200 | 23,030 | null | null | null | 19 | null | null | null | null | null | 3.711312 |
1 | 2,300 | 28,192 | 40,150 | HomeImp | Other | 4.5 | 0 | 0 | 54.6 | 1 | 16 | null |
0 | 2,300 | 102,370 | 120,953 | HomeImp | Office | 2 | 0 | 0 | 90.992533 | 0 | 13 | 31.588503 |
1 | 2,300 | 37,626 | 46,200 | HomeImp | Other | 3 | 0 | 1 | 122.266667 | 1 | 14 | null |
1 | 2,400 | 50,000 | 73,395 | HomeImp | ProfExe | 5 | 1 | 0 | null | 1 | 0 | null |
1 | 2,400 | 28,000 | 40,800 | HomeImp | Mgr | 12 | 0 | 0 | 67.2 | 2 | 22 | null |
1 | 2,400 | 18,000 | null | HomeImp | Mgr | 22 | null | 2 | 121.733333 | 0 | 10 | null |
1 | 2,400 | null | 17,180 | HomeImp | Other | null | 0 | 0 | 14.566667 | 3 | 4 | null |
1 | 2,400 | 34,863 | 47,471 | HomeImp | Mgr | 12 | 0 | 0 | 70.49108 | 1 | 21 | 38.263601 |
0 | 2,400 | 98,449 | 117,195 | HomeImp | Office | 4 | 0 | 0 | 93.811775 | 0 | 13 | 29.681827 |
1 | 2,500 | 15,000 | 20,200 | HomeImp | null | 18 | 0 | 0 | 136.066667 | 1 | 19 | null |
1 | 2,500 | 25,116 | 36,350 | HomeImp | Other | 10 | 1 | 2 | 276.966667 | 0 | 9 | null |
0 | 2,500 | 7,229 | 44,516 | HomeImp | Self | null | 0 | 0 | 208 | 0 | 12 | null |
0 | 2,500 | 71,408 | 78,600 | HomeImp | ProfExe | 8 | 0 | 0 | 255.733333 | 0 | 12 | null |
1 | 2,800 | 50,795 | 63,100 | HomeImp | Self | 26 | 2 | 15 | 145.633333 | 3 | 45 | null |
1 | 2,800 | 4,000 | 60,850 | HomeImp | Other | 16 | 4 | 0 | 112.633333 | 2 | 9 | null |
1 | 2,900 | 78,600 | 113,000 | DebtCon | ProfExe | 6 | 1 | 0 | 165.333333 | 2 | 26 | null |
0 | 2,900 | 103,949 | 112,505 | HomeImp | Office | 1 | 0 | 0 | 96.10233 | 0 | 13 | 30.051136 |
0 | 2,900 | 104,373 | 120,702 | HomeImp | Office | 2 | 0 | 0 | 101.540298 | 0 | 13 | 29.915859 |
1 | 2,900 | 7,750 | 67,996 | HomeImp | Other | 16 | 3 | 0 | 122.204663 | 2 | 8 | 36.211348 |
1 | 2,900 | 61,962 | 70,915 | DebtCon | Mgr | 2 | 0 | 0 | 282.801659 | 3 | 37 | 49.206396 |
0 | 3,000 | 104,570 | 121,729 | HomeImp | Office | 2 | 0 | 0 | 85.884372 | 0 | 14 | 32.059783 |
1 | 3,000 | 7,000 | 20,300 | HomeImp | Other | 3 | 0 | 0 | 50.8 | 5 | 9 | null |
1 | 3,000 | null | 8,800 | HomeImp | Other | 2 | 0 | 1 | 77.766667 | 0 | 3 | null |
1 | 3,000 | null | 33,000 | HomeImp | Other | 1 | 0 | 1 | 23.3 | 1 | 2 | null |
1 | 3,000 | 119,826 | 193,500 | HomeImp | Other | 8 | 0 | 0 | 130.033358 | 0 | 27 | null |
1 | 3,000 | 20,000 | 29,750 | DebtCon | Other | 2 | 0 | 0 | 187.066667 | 0 | 12 | null |
1 | 3,000 | null | 14,500 | HomeImp | Other | 3 | 0 | 0 | 9.3 | 14 | 2 | null |
1 | 3,000 | null | 14,100 | HomeImp | Other | 1 | 0 | 0 | 104.2 | 0 | 19 | null |
1 | 3,000 | 47,000 | 82,700 | HomeImp | ProfExe | 10 | 0 | 1 | 262.166667 | 5 | 26 | null |
1 | 3,000 | 34,542 | 45,900 | HomeImp | Mgr | 8.5 | 0 | 2 | 62.366667 | 0 | 10 | null |
0 | 3,000 | 58,000 | 71,500 | HomeImp | Mgr | 10 | null | 2 | 211.933333 | 0 | 25 | null |
0 | 3,000 | 47,000 | 56,400 | HomeImp | Office | 21 | 0 | 0 | 201.866667 | 0 | 20 | null |
1 | 3,100 | 39,589 | 36,100 | HomeImp | Other | 1.5 | 0 | 0 | 153.166667 | 1 | 14 | null |
0 | 3,100 | null | 70,400 | null | null | null | null | null | null | null | null | null |
0 | 3,200 | 67,848 | 74,566 | HomeImp | Mgr | 10 | null | 1 | 206.426602 | 0 | 25 | 40.115677 |
1 | 3,200 | 48,603 | 61,000 | HomeImp | ProfExe | 28 | 0 | 4 | 122.033333 | 1 | 25 | null |
1 | 3,200 | 27,200 | 40,834 | HomeImp | Other | null | 0 | 0 | 298.131564 | 0 | 7 | 35.553539 |
1 | 3,200 | 54,000 | 64,850 | HomeImp | Other | 1 | 0 | 0 | 121.866667 | 3 | 21 | null |
0 | 3,200 | 74,864 | 87,266 | HomeImp | ProfExe | 7 | 0 | 0 | 250.631269 | 0 | 12 | 42.909997 |
1 | 3,200 | 23,159 | null | HomeImp | Mgr | 20 | null | 2 | 117.805748 | 0 | 9 | 0.524499 |
1 | 3,300 | 126,541 | 134,527 | HomeImp | Sales | 9 | 1 | 0 | 139 | 0 | 36 | null |
1 | 3,300 | 130,518 | 164,317 | DebtCon | Other | 9 | 0 | 6 | 192.289149 | 0 | 33 | 35.730559 |
1 | 3,400 | 37,000 | 52,000 | HomeImp | Office | 2 | 0 | 1 | 183.299916 | 0 | 6 | null |
1 | 3,500 | 23,200 | 38,666 | HomeImp | Other | 11 | 0 | 0 | 162.366667 | 0 | 14 | null |
1 | 3,500 | 19,400 | 20,494 | HomeImp | Other | 5 | 0 | 0 | 95.933333 | 0 | 9 | null |
1 | 3,600 | 61,584 | 61,800 | HomeImp | ProfExe | 10 | null | null | null | null | null | null |
1 | 3,600 | 41,900 | 52,490 | HomeImp | Mgr | 3 | 0 | 0 | 72.033333 | 2 | 4 | null |
0 | 3,600 | 83,700 | 111,800 | HomeImp | ProfExe | 6 | 0 | 0 | 192.733333 | 1 | 28 | null |
0 | 3,600 | 61,327 | 76,484 | HomeImp | Mgr | 9 | null | 2 | 202.510775 | 0 | 25 | 41.51639 |
0 | 3,600 | 100,693 | 114,743 | HomeImp | Office | 6 | 0 | 0 | 88.470452 | 0 | 14 | 29.393543 |
1 | 3,600 | 48,507 | 61,000 | DebtCon | Office | 13 | 1 | 4 | 97.4 | 0 | 17 | null |
0 | 3,600 | 52,337 | 63,989 | HomeImp | Office | 20 | 0 | 0 | 204.272499 | 0 | 20 | 20.470916 |
1 | 3,700 | 17,857 | 21,144 | HomeImp | Other | 5 | 0 | 0 | 129.717323 | 1 | 9 | 26.634348 |
1 | 3,800 | 19,135 | 97,692 | HomeImp | Mgr | 1.6 | 1 | 6 | 252.633333 | 1 | 25 | null |
0 | 3,800 | 51,180 | 63,459 | HomeImp | Office | 20 | 0 | 0 | 203.751534 | 0 | 20 | 20.067042 |
0 | 3,800 | null | 73,189 | null | null | null | null | null | null | null | null | 22.253949 |
0 | 3,800 | 11,543 | 46,045 | HomeImp | Self | null | 0 | 0 | 204.647992 | 0 | 11 | 42.173166 |
1 | 3,900 | 29,896 | 45,960 | HomeImp | Other | 11 | 0 | 0 | 146.123242 | 0 | 14 | 24.478881 |
1 | 3,900 | 14,500 | 22,092 | HomeImp | Other | 3.5 | 0 | 1 | 150.3 | 5 | 8 | null |
0 | 3,900 | 52,825 | 63,000 | DebtCon | ProfExe | 8 | 0 | 4 | 171.666667 | 1 | 31 | null |
0 | 3,900 | 102,143 | 118,742 | HomeImp | Office | 2 | 0 | 0 | 85.277366 | 0 | 13 | 29.343921 |
1 | 3,900 | 21,200 | 39,000 | DebtCon | Mgr | 4 | 0 | 1 | 86.566667 | 2 | 14 | null |
0 | 4,000 | 105,164 | 112,774 | HomeImp | Office | 1 | 0 | 0 | 94.724874 | 0 | 13 | 29.390928 |
0 | 4,000 | 54,543 | 61,777 | HomeImp | Office | 21 | 0 | 0 | 205.58668 | 0 | 19 | 21.806563 |
1 | 4,000 | null | 80,609 | HomeImp | Other | 1.5 | 0 | 2 | 126.533333 | 3 | 12 | null |
1 | 4,000 | 26,572 | 31,960 | HomeImp | Office | 11 | 0 | 0 | 117.795104 | 0 | 8 | 41.286492 |
1 | 4,000 | 17,000 | 52,012 | HomeImp | ProfExe | 22 | 3 | 1 | 85.333333 | 1 | 9 | null |
1 | 4,000 | 29,562 | 37,200 | DebtCon | Other | 6 | 0 | 0 | 92.133333 | 1 | 26 | null |
1 | 4,000 | 41,700 | 76,725 | HomeImp | Other | 0.5 | 0 | 3 | 136.133333 | 0 | 15 | null |
1 | 4,000 | 58,000 | 69,440 | HomeImp | Other | 3.5 | 0 | 1 | 168.666667 | 0 | 18 | null |
1 | 4,000 | 5,700 | 18,000 | DebtCon | Other | null | 0 | 0 | 12.2 | 0 | 17 | null |
1 | 4,000 | 45,000 | 58,350 | HomeImp | Mgr | 3.5 | 0 | 0 | 162 | 3 | 16 | null |
1 | 4,000 | 7,000 | 16,020 | HomeImp | Other | 18 | 0 | 1 | 85.8 | 2 | 23 | null |
0 | 4,000 | 66,000 | 79,050 | HomeImp | Other | 1.8 | 2 | 0 | 279 | 1 | 6 | null |
0 | 4,000 | null | 45,760 | HomeImp | null | 0 | 0 | 0 | null | 0 | 0 | null |
0 | 4,000 | 62,000 | 78,000 | HomeImp | Other | 4 | 0 | 0 | 109.566667 | 0 | 15 | null |
0 | 4,000 | 64,240 | 63,990 | HomeImp | Sales | 5 | 2 | 0 | 160.3 | 1 | 23 | null |
1 | 4,000 | 74,000 | 93,000 | HomeImp | ProfExe | 2.6 | 1 | 3 | 186.633333 | null | 9 | null |
1 | 4,000 | 55,000 | 59,000 | DebtCon | Other | 12 | 2 | 0 | 146.1 | 0 | 22 | null |
0 | 4,000 | 67,625 | 80,698 | HomeImp | Mgr | 11 | null | 1 | 212.349304 | 0 | 25 | 39.128718 |
0 | 4,000 | 67,533 | 71,865 | HomeImp | Mgr | 10 | null | 2 | 227.792988 | 0 | 25 | 39.166329 |
1 | 4,100 | null | 19,132 | HomeImp | Other | 0 | 0 | 0 | 100.774652 | 0 | 19 | 33.84092 |
End of preview. Expand in Data Studio
HMEQ_Data
Predict clients who default on their loan
Dataset Info
- Source: Kaggle
- Original Size: 0.14 MB
- Kaggle Downloads: 9,573
- Files: 1
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hmeq.csv
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