Age
int64 18
69
| Gender
stringclasses 3
values | Education Level
stringclasses 4
values | Marital Status
stringclasses 4
values | Income
float64 20k
120k
⌀ | Credit Score
float64 600
799
⌀ | Loan Amount
float64 5k
50k
⌀ | Loan Purpose
stringclasses 4
values | Employment Status
stringclasses 3
values | Years at Current Job
int64 0
19
| Payment History
stringclasses 4
values | Debt-to-Income Ratio
float64 0.1
0.6
| Assets Value
float64 20.1k
300k
⌀ | Number of Dependents
float64 0
4
⌀ | City
stringlengths 6
23
| State
stringclasses 59
values | Country
stringclasses 243
values | Previous Defaults
float64 0
4
⌀ | Marital Status Change
int64 0
2
| Risk Rating
stringclasses 3
values |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
64 | Non-binary | Bachelor's | Single | 89,086 | 794 | 7,698 | Home | Self-employed | 8 | Fair | 0.342202 | 33,371 | 0 | North Brian | PW | Antigua and Barbuda | 0 | 0 | Medium |
36 | Female | PhD | Widowed | 51,989 | 701 | 40,864 | Business | Unemployed | 9 | Poor | 0.17272 | 53,090 | 2 | Vanessaview | MT | Luxembourg | 2 | 1 | Medium |
68 | Non-binary | PhD | Single | 84,587 | null | null | Auto | Self-employed | 18 | Poor | 0.432212 | 171,569 | null | Diazhaven | TX | Congo | null | 0 | Low |
40 | Male | Master's | Married | null | 770 | null | Business | Self-employed | 17 | Good | 0.177183 | 29,091 | null | Paulland | NV | Germany | 1 | 0 | Medium |
33 | Non-binary | High School | Married | null | 678 | 32,679 | Business | Unemployed | 6 | Poor | 0.209577 | null | 2 | South Sarahland | ME | Palestinian Territory | 1 | 2 | Medium |
25 | Male | Bachelor's | Married | 66,266 | null | null | Personal | Unemployed | 17 | Excellent | 0.129692 | 21,390 | 4 | Burnettborough | ID | Algeria | null | 1 | Medium |
58 | Non-binary | PhD | Married | 116,917 | null | 33,340 | Home | Unemployed | 0 | Good | 0.135164 | 107,853 | 3 | Fordchester | RI | Guernsey | null | 2 | Low |
64 | Female | Master's | Married | 112,407 | 684 | 20,503 | Auto | Employed | 17 | Good | 0.221397 | 221,056 | 2 | Mooreborough | SC | Thailand | 1 | 1 | Low |
43 | Male | Bachelor's | Divorced | 63,769 | 651 | 40,865 | Home | Self-employed | 16 | Good | 0.458144 | 29,507 | null | Burnschester | OR | Saint Martin | 2 | 2 | Low |
53 | Non-binary | Bachelor's | Single | 59,536 | 745 | 19,166 | Home | Unemployed | 19 | Poor | 0.112478 | 237,895 | 1 | South Codyland | MP | Tajikistan | 4 | 0 | Low |
52 | Non-binary | High School | Divorced | 118,322 | 671 | null | Home | Employed | 3 | Poor | 0.16238 | 137,021 | 3 | Garzaburgh | VT | Aruba | 4 | 2 | Low |
41 | Non-binary | High School | Single | 86,851 | null | 30,808 | Home | Employed | 2 | Fair | 0.364878 | 36,821 | 3 | New Jacob | GA | United States Minor Outlying Islands | null | 0 | Medium |
35 | Non-binary | Bachelor's | Single | null | null | 31,039 | Business | Self-employed | 19 | Excellent | 0.481252 | 146,975 | 1 | Timothyfurt | NM | Belgium | 1 | 2 | Low |
60 | Non-binary | High School | Divorced | 81,354 | null | 46,198 | Auto | Self-employed | 12 | Excellent | 0.478697 | 173,203 | 0 | Lake Charles | IN | Mozambique | null | 1 | Medium |
48 | Non-binary | High School | Widowed | 21,573 | 757 | 47,969 | Business | Employed | 6 | Poor | 0.233311 | 140,702 | 0 | Pattersonstad | KY | Mayotte | null | 1 | Medium |
61 | Non-binary | High School | Divorced | 33,860 | 630 | 20,505 | Business | Self-employed | 2 | Fair | 0.108685 | 164,817 | 0 | Jocelynborough | NY | Cameroon | 0 | 2 | Medium |
54 | Female | High School | Divorced | null | null | null | Auto | Unemployed | 4 | Excellent | 0.158351 | 131,508 | 1 | Brockburgh | KY | Northern Mariana Islands | null | 0 | Low |
18 | Non-binary | Master's | Married | 39,965 | 612 | 32,359 | Personal | Self-employed | 11 | Poor | 0.338384 | 163,469 | 1 | Emmaburgh | PA | Guam | 2 | 2 | Medium |
55 | Male | High School | Married | 26,611 | null | 44,756 | Home | Self-employed | 14 | Fair | 0.3764 | 158,463 | 4 | New Daniel | WV | New Caledonia | 1 | 2 | Low |
24 | Male | High School | Widowed | 75,598 | 630 | 7,519 | Home | Unemployed | 6 | Poor | 0.506312 | 244,860 | 2 | East Geraldfurt | MP | Rwanda | 1 | 0 | Low |
18 | Female | Bachelor's | Widowed | 91,819 | 653 | 46,360 | Home | Self-employed | 11 | Excellent | 0.505514 | 155,063 | 3 | Mitchellborough | CO | Cuba | 1 | 0 | Low |
22 | Male | Master's | Single | 37,310 | 739 | null | Home | Unemployed | 7 | Excellent | 0.404724 | null | 3 | Port Deniseburgh | ID | Saint Vincent and the Grenadines | 3 | 2 | Low |
56 | Non-binary | Bachelor's | Widowed | 87,593 | 748 | null | Auto | Self-employed | 13 | Poor | 0.510466 | 147,707 | null | Lake Markmouth | NH | Togo | 0 | 2 | Low |
18 | Female | Bachelor's | Widowed | 83,436 | 688 | 36,568 | Business | Employed | 13 | Fair | 0.180272 | 153,571 | 2 | Marisaview | VT | North Macedonia | 3 | 2 | Medium |
27 | Female | High School | Married | 54,024 | 638 | 15,983 | Auto | Employed | 1 | Poor | 0.167921 | 161,505 | null | Kellytown | UT | Argentina | null | 0 | Medium |
43 | Male | Bachelor's | Widowed | 54,256 | 786 | 11,162 | Home | Employed | 17 | Poor | 0.528183 | 113,184 | 2 | Hernandezville | MA | Saint Barthelemy | 0 | 0 | Low |
67 | Female | High School | Married | 95,207 | 649 | 13,705 | Auto | Self-employed | 17 | Excellent | 0.322634 | 29,689 | 1 | East Jonathan | AR | Cameroon | 4 | 2 | Low |
31 | Non-binary | High School | Widowed | null | 738 | 36,316 | Business | Unemployed | 4 | Poor | 0.109967 | 81,894 | 3 | East Keithview | AR | Cocos (Keeling) Islands | 3 | 1 | Low |
42 | Non-binary | PhD | Widowed | null | 681 | 26,280 | Home | Unemployed | 16 | Excellent | 0.354057 | 78,965 | 2 | West Audrey | IN | Serbia | 3 | 2 | Medium |
53 | Non-binary | Bachelor's | Widowed | null | 653 | 26,486 | Personal | Unemployed | 15 | Poor | 0.361182 | 206,550 | 0 | Rosechester | CT | Bulgaria | null | 2 | Low |
53 | Female | Master's | Single | 107,440 | null | 40,225 | Auto | Self-employed | 10 | Excellent | 0.339739 | 289,260 | 2 | Mccormickborough | IL | Nauru | 3 | 1 | Low |
43 | Non-binary | Master's | Married | 51,177 | 618 | 10,765 | Auto | Self-employed | 4 | Excellent | 0.388946 | 74,939 | null | Ricetown | NM | Puerto Rico | 0 | 0 | Low |
62 | Non-binary | Master's | Single | 57,780 | 706 | null | Business | Unemployed | 8 | Good | 0.420141 | 154,450 | 1 | New Valerieton | GU | Saudi Arabia | 2 | 0 | Low |
21 | Male | High School | Married | 46,465 | null | 20,095 | Personal | Self-employed | 5 | Good | 0.262286 | 201,213 | null | Lake Allisonmouth | AK | Kiribati | 2 | 1 | Low |
30 | Male | High School | Married | null | 719 | 48,647 | Personal | Unemployed | 7 | Fair | 0.378146 | 267,778 | 3 | Adamside | MP | Nepal | 0 | 1 | Low |
50 | Non-binary | Master's | Divorced | 89,561 | 668 | null | Home | Self-employed | 18 | Fair | 0.485948 | 168,030 | 4 | Petersenchester | AL | Yemen | 4 | 1 | Medium |
18 | Female | High School | Single | 103,391 | 655 | 16,659 | Home | Unemployed | 16 | Poor | 0.29202 | 219,512 | 0 | Craigville | PW | Rwanda | 3 | 1 | High |
44 | Male | High School | Single | 44,668 | 707 | 12,930 | Home | Unemployed | 13 | Fair | 0.571459 | 267,676 | 2 | South Jane | NE | Paraguay | 0 | 1 | Low |
36 | Non-binary | Master's | Single | 43,354 | 612 | 16,475 | Personal | Self-employed | 1 | Good | 0.400311 | 29,532 | null | Curtisborough | MP | Kuwait | null | 1 | Low |
36 | Female | Master's | Single | 105,695 | 790 | 22,144 | Home | Unemployed | 17 | Good | 0.277703 | 74,249 | null | North Bridgetbury | ID | Cyprus | 2 | 1 | Low |
38 | Non-binary | PhD | Widowed | 92,179 | 615 | 22,546 | Home | Unemployed | 0 | Poor | 0.366882 | 216,296 | 2 | New Calebhaven | TN | Croatia | 4 | 2 | Low |
22 | Male | Bachelor's | Married | 47,973 | 639 | 31,266 | Auto | Self-employed | 6 | Good | 0.580615 | 249,899 | null | West Taylorport | TN | Bosnia and Herzegovina | 2 | 2 | Low |
29 | Non-binary | PhD | Married | null | 606 | 20,029 | Personal | Self-employed | 4 | Good | 0.133073 | 156,552 | 2 | North Ariana | GA | Grenada | 1 | 1 | Low |
38 | Male | High School | Married | 59,305 | 797 | 35,495 | Auto | Self-employed | 6 | Poor | 0.420784 | 124,669 | 2 | Micheleville | DE | Jamaica | 1 | 1 | Low |
21 | Female | Master's | Single | 115,148 | 769 | 40,868 | Personal | Unemployed | 10 | Fair | 0.441857 | 124,984 | 4 | Villarrealville | NV | Suriname | 1 | 1 | Low |
61 | Male | Bachelor's | Married | 86,421 | 602 | 6,969 | Business | Unemployed | 5 | Good | 0.202836 | 53,162 | null | Pattersonton | MN | Zimbabwe | null | 1 | Medium |
64 | Non-binary | PhD | Widowed | null | 716 | 36,497 | Auto | Self-employed | 3 | Fair | 0.580464 | null | 3 | Brockmouth | CO | Svalbard & Jan Mayen Islands | 2 | 2 | Medium |
65 | Male | Bachelor's | Married | 115,675 | null | 17,737 | Home | Unemployed | 1 | Excellent | 0.150962 | 84,992 | 1 | Tonyburgh | NE | Tanzania | 1 | 2 | High |
32 | Non-binary | Master's | Widowed | null | 672 | 24,675 | Business | Self-employed | 7 | Fair | 0.123615 | 207,668 | 3 | North Christy | IA | Gibraltar | 0 | 1 | Low |
46 | Non-binary | Master's | Widowed | 74,679 | 738 | 35,232 | Auto | Self-employed | 8 | Poor | 0.41573 | 207,215 | 0 | East Johnmouth | FM | Congo | null | 1 | Low |
46 | Male | PhD | Widowed | 92,795 | 763 | 25,467 | Home | Employed | 12 | Excellent | 0.324834 | null | null | Jameshaven | FL | Libyan Arab Jamahiriya | 3 | 1 | Low |
20 | Female | Bachelor's | Widowed | 45,333 | null | 23,524 | Home | Employed | 11 | Fair | 0.137224 | 92,814 | null | Melissaburgh | RI | Jersey | 3 | 2 | Low |
18 | Female | PhD | Widowed | null | 672 | 14,953 | Business | Employed | 19 | Fair | 0.181344 | 244,617 | 0 | South Codyside | DE | Luxembourg | 1 | 1 | Medium |
30 | Female | High School | Divorced | 39,928 | 699 | 16,936 | Auto | Unemployed | 2 | Fair | 0.312279 | 281,975 | 1 | Stewartland | TX | Marshall Islands | 4 | 1 | Low |
68 | Female | Master's | Single | 52,121 | 789 | 44,980 | Auto | Employed | 6 | Poor | 0.188131 | 244,624 | 2 | Butlerborough | TX | France | 2 | 1 | Low |
20 | Male | High School | Single | 92,497 | 630 | 20,772 | Auto | Unemployed | 5 | Excellent | 0.124451 | 220,809 | null | West Gregoryland | VA | Azerbaijan | 3 | 0 | Low |
67 | Non-binary | PhD | Married | 28,048 | 686 | null | Home | Employed | 10 | Fair | 0.442202 | 217,607 | null | East Kellybury | FM | Syrian Arab Republic | 1 | 1 | Medium |
21 | Female | Master's | Widowed | 54,227 | 682 | 23,780 | Personal | Employed | 3 | Poor | 0.182902 | 203,745 | 2 | Devinstad | NY | Uganda | 2 | 2 | Low |
61 | Male | PhD | Married | 109,147 | 721 | 30,156 | Personal | Self-employed | 14 | Poor | 0.375729 | 164,222 | 1 | Ramirezland | AK | French Guiana | 4 | 2 | Low |
52 | Female | High School | Widowed | 53,677 | null | 22,506 | Business | Employed | 14 | Fair | 0.23985 | 197,558 | 4 | Vanessaside | WA | Guinea-Bissau | null | 2 | Medium |
26 | Non-binary | PhD | Widowed | 106,111 | 668 | null | Business | Employed | 6 | Excellent | 0.182763 | 212,534 | 0 | Port Zachary | AZ | Liberia | 1 | 2 | Medium |
25 | Female | Bachelor's | Single | null | 759 | 30,063 | Personal | Self-employed | 4 | Poor | 0.112891 | 251,924 | 1 | Williamsview | MN | Vanuatu | 0 | 0 | Low |
48 | Non-binary | High School | Single | 52,089 | 799 | 32,863 | Auto | Employed | 17 | Excellent | 0.418482 | 80,718 | 4 | Lake Michellefort | WA | Puerto Rico | null | 2 | Low |
52 | Female | Bachelor's | Single | 74,086 | 771 | 8,557 | Business | Self-employed | 3 | Fair | 0.262634 | 239,275 | 0 | Simpsonfort | WI | Croatia | 0 | 0 | Medium |
48 | Male | Master's | Widowed | 53,701 | 647 | 26,997 | Personal | Self-employed | 4 | Excellent | 0.136262 | 299,014 | 1 | Carolburgh | VI | Slovenia | 2 | 1 | Low |
52 | Non-binary | Bachelor's | Widowed | 94,095 | 760 | 24,985 | Auto | Employed | 7 | Fair | 0.310628 | 83,881 | null | Gordonfurt | CA | Panama | 3 | 0 | Low |
22 | Female | High School | Widowed | 39,589 | 643 | 6,369 | Business | Employed | 7 | Good | 0.532345 | 249,089 | 1 | Bakerchester | RI | South Africa | null | 0 | Low |
42 | Male | High School | Divorced | 69,573 | 604 | 36,281 | Business | Unemployed | 12 | Poor | 0.533855 | 220,136 | 0 | Lake Taylormouth | KY | Paraguay | 4 | 1 | Medium |
48 | Non-binary | High School | Single | 80,526 | null | 26,049 | Business | Self-employed | 16 | Excellent | 0.180643 | null | 4 | East Anne | DE | Lebanon | null | 2 | Low |
32 | Female | Bachelor's | Widowed | 44,520 | 729 | 32,744 | Personal | Unemployed | 5 | Good | 0.493905 | null | null | Mooreborough | RI | Guinea-Bissau | null | 0 | Medium |
21 | Female | High School | Divorced | 99,149 | 673 | 18,384 | Auto | Unemployed | 0 | Fair | 0.188577 | 146,941 | 0 | Martintown | WI | Western Sahara | 2 | 2 | Medium |
63 | Male | Master's | Single | 106,649 | 645 | 29,395 | Auto | Self-employed | 6 | Poor | 0.266261 | 152,983 | 1 | Kevinmouth | NC | Niue | 4 | 0 | Medium |
59 | Male | PhD | Divorced | 93,185 | 673 | 21,212 | Business | Unemployed | 18 | Fair | 0.224023 | 136,026 | 1 | South Wendystad | VI | Norfolk Island | 3 | 0 | Low |
30 | Male | High School | Divorced | 107,630 | 657 | 27,776 | Personal | Self-employed | 18 | Poor | 0.515892 | 143,800 | 4 | Lake Martin | UT | Jordan | 1 | 1 | Medium |
32 | Female | Master's | Married | 111,733 | 665 | null | Personal | Unemployed | 15 | Excellent | 0.15258 | 194,435 | 3 | Larryland | AK | Bolivia | 3 | 2 | Medium |
39 | Non-binary | Bachelor's | Widowed | 92,776 | 770 | 24,945 | Auto | Employed | 11 | Fair | 0.30015 | 292,413 | 1 | Lake Meghanberg | WY | French Guiana | 2 | 2 | Low |
25 | Non-binary | PhD | Widowed | 30,607 | 702 | 46,794 | Business | Employed | 9 | Good | 0.384621 | 200,485 | null | Michaelview | FM | Chile | null | 0 | Low |
27 | Female | Bachelor's | Widowed | null | null | null | Personal | Employed | 13 | Good | 0.235957 | 41,651 | 0 | Martinbury | AL | Andorra | null | 0 | Low |
62 | Male | High School | Married | 27,712 | 791 | 10,588 | Personal | Unemployed | 0 | Excellent | 0.424958 | null | null | West Penny | GU | Bahamas | 2 | 0 | Low |
24 | Non-binary | Bachelor's | Married | 104,046 | 644 | 41,595 | Business | Self-employed | 6 | Fair | 0.412185 | 241,007 | 0 | New Hollyview | TX | Ukraine | 4 | 2 | Low |
61 | Non-binary | Master's | Divorced | null | 672 | 45,455 | Auto | Self-employed | 12 | Excellent | 0.552445 | 151,975 | 0 | East Vanessa | GU | Cambodia | null | 2 | High |
40 | Female | High School | Single | null | null | 8,340 | Auto | Unemployed | 11 | Poor | 0.226442 | 111,065 | 1 | Danielport | GA | Saint Martin | 0 | 0 | Low |
62 | Non-binary | Bachelor's | Divorced | 105,548 | 609 | 13,275 | Personal | Self-employed | 10 | Good | 0.578413 | null | 1 | Rodriguezport | ND | Mauritius | 2 | 0 | Low |
64 | Male | Bachelor's | Married | 119,969 | 647 | 19,065 | Personal | Self-employed | 10 | Poor | 0.594951 | 224,716 | null | North Thomasstad | NJ | Syrian Arab Republic | 2 | 1 | Low |
45 | Female | PhD | Single | 83,220 | 660 | 12,973 | Home | Self-employed | 12 | Good | 0.120679 | 204,886 | 3 | Port Philipmouth | MI | Djibouti | 2 | 0 | Low |
37 | Female | Master's | Widowed | 63,341 | 643 | 33,999 | Business | Self-employed | 17 | Fair | 0.26249 | 71,710 | 3 | Jonesstad | VI | Uganda | 1 | 2 | Medium |
31 | Female | Master's | Widowed | null | 756 | 34,656 | Auto | Unemployed | 3 | Excellent | 0.357666 | 119,647 | 2 | South Garrett | CA | China | 4 | 0 | Medium |
67 | Male | Master's | Single | 101,658 | 769 | 38,901 | Auto | Employed | 3 | Excellent | 0.579164 | 266,657 | null | Port Tracy | MS | Trinidad and Tobago | 3 | 1 | Medium |
58 | Female | High School | Divorced | 103,094 | 691 | 12,028 | Personal | Employed | 6 | Fair | 0.54978 | 207,924 | 3 | West Cindyfort | IL | Georgia | 1 | 0 | Medium |
52 | Female | Master's | Married | 30,372 | 643 | 28,451 | Home | Self-employed | 4 | Excellent | 0.415012 | 189,136 | 3 | Lake Denise | WY | Aruba | 3 | 0 | Low |
34 | Male | Master's | Married | 76,922 | 660 | 44,423 | Home | Unemployed | 12 | Excellent | 0.333239 | 271,598 | null | Lake Samuelfurt | CO | Brunei Darussalam | 2 | 1 | Low |
58 | Non-binary | Bachelor's | Single | 56,492 | 745 | 17,464 | Home | Unemployed | 12 | Good | 0.17468 | 75,411 | null | Matthewborough | SD | Cameroon | 2 | 2 | Low |
25 | Female | High School | Divorced | 50,806 | null | 27,605 | Auto | Unemployed | 12 | Fair | 0.313593 | 80,578 | 4 | South Justin | KS | Latvia | 3 | 0 | Low |
57 | Male | High School | Married | null | 705 | 44,438 | Home | Employed | 12 | Fair | 0.58695 | null | 2 | Kylebury | NM | Monaco | 4 | 2 | Low |
67 | Female | High School | Divorced | 95,998 | 748 | 47,430 | Personal | Employed | 3 | Good | 0.190274 | 273,263 | 2 | Lake Charles | UT | Turkey | 0 | 0 | High |
51 | Male | Bachelor's | Married | 22,766 | 774 | 44,307 | Home | Unemployed | 16 | Poor | 0.267093 | 212,794 | 2 | Port Tammy | TX | Somalia | 1 | 2 | Medium |
28 | Female | PhD | Widowed | 94,967 | 620 | 20,386 | Home | Unemployed | 12 | Excellent | 0.183438 | 181,280 | 4 | Littlemouth | GA | North Macedonia | 4 | 1 | Low |
49 | Male | Master's | Widowed | 66,901 | 729 | 6,725 | Personal | Employed | 7 | Fair | 0.111682 | 71,557 | 2 | East Tamitown | KY | Slovakia (Slovak Republic) | 2 | 1 | Low |
68 | Female | Bachelor's | Single | null | 743 | 9,407 | Home | Employed | 10 | Good | 0.231091 | null | 4 | Allentown | OH | Sweden | 1 | 0 | Low |
61 | Male | PhD | Divorced | 41,777 | null | 32,485 | Business | Unemployed | 13 | Poor | 0.564104 | 280,170 | 0 | East Kimberlymouth | GA | Egypt | 1 | 0 | Medium |
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