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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
26 | Male | Master's | Single | 54,173 | 693 | 48,877 | Auto | Employed | 17 | Good | 0.456494 | 151,445 | null | Martinezborough | GU | Suriname | null | 1 | Medium |
47 | Male | High School | Widowed | 61,534 | 703 | null | Auto | Employed | 5 | Poor | 0.482911 | 208,911 | 1 | Chelseyfurt | AK | Anguilla | 4 | 2 | High |
60 | Male | Bachelor's | Widowed | 29,432 | 608 | 47,656 | Personal | Employed | 0 | Excellent | 0.230891 | 257,698 | 3 | West Bryan | LA | Saint Pierre and Miquelon | null | 1 | Low |
30 | Non-binary | High School | Single | 67,403 | 645 | 5,919 | Auto | Employed | 11 | Good | 0.505231 | 158,265 | 3 | Allenton | PA | Botswana | 3 | 2 | Low |
20 | Male | High School | Married | 50,580 | null | 30,561 | Business | Unemployed | 5 | Excellent | 0.102114 | 99,741 | null | Ginatown | KS | Switzerland | 4 | 0 | Medium |
49 | Non-binary | PhD | Single | 85,464 | 668 | 20,361 | Auto | Employed | 15 | Excellent | 0.28974 | null | 2 | New Rodney | MO | Bulgaria | 2 | 0 | Low |
43 | Female | Bachelor's | Single | 112,756 | 610 | 21,140 | Business | Unemployed | 16 | Fair | 0.224447 | 64,604 | 2 | Lake Robert | OH | Vanuatu | 3 | 0 | Low |
62 | Male | Master's | Widowed | 98,101 | 606 | 22,766 | Personal | Unemployed | 19 | Good | 0.448469 | 265,628 | 2 | North Luisborough | MH | Greece | 1 | 1 | Low |
46 | Non-binary | Master's | Divorced | 90,123 | null | 36,394 | Auto | Self-employed | 4 | Excellent | 0.16393 | 257,135 | null | East Christopher | MD | Jersey | 0 | 2 | Medium |
48 | Female | Master's | Single | 57,436 | 700 | null | Home | Self-employed | 16 | Good | 0.518874 | 129,199 | null | West Mike | NH | Myanmar | null | 1 | Low |
34 | Female | PhD | Single | 100,946 | 798 | 19,279 | Auto | Employed | 0 | Good | 0.590139 | 163,731 | 3 | Lake Davidport | PR | Cyprus | 3 | 2 | Low |
67 | Female | High School | Married | 59,492 | 693 | 10,024 | Personal | Self-employed | 18 | Poor | 0.334459 | 171,221 | null | West Denise | RI | Niger | 2 | 0 | Low |
46 | Female | PhD | Widowed | 106,424 | 727 | 24,873 | Personal | Unemployed | 0 | Poor | 0.223794 | 141,289 | 2 | East Monica | NY | United Kingdom | 2 | 1 | Medium |
25 | Female | Master's | Married | 37,077 | 668 | 23,098 | Auto | Employed | 15 | Excellent | 0.145931 | 105,074 | 4 | Lake Amanda | OH | Peru | 0 | 0 | Low |
50 | Female | Master's | Married | null | 618 | null | Business | Employed | 1 | Excellent | 0.469919 | 297,401 | 0 | Nancyfurt | SC | Kuwait | 3 | 0 | Low |
39 | Non-binary | Master's | Divorced | 48,670 | 607 | 46,946 | Auto | Self-employed | 18 | Good | 0.469359 | 149,892 | 1 | Randallborough | FM | Nauru | 2 | 1 | Low |
34 | Female | PhD | Widowed | null | 630 | 13,679 | Business | Employed | 4 | Good | 0.507799 | 109,273 | 2 | Port Patricia | FL | Jordan | null | 2 | Low |
58 | Female | Master's | Married | 101,227 | 699 | 34,225 | Business | Self-employed | 4 | Fair | 0.59131 | 213,215 | 0 | North James | AS | Mongolia | 2 | 1 | Low |
23 | Non-binary | Master's | Widowed | 72,253 | 691 | 14,286 | Personal | Unemployed | 19 | Excellent | 0.22758 | 278,959 | null | New Ashley | AK | Vietnam | 0 | 1 | Low |
42 | Female | Bachelor's | Divorced | 76,093 | 763 | 19,567 | Auto | Unemployed | 19 | Poor | 0.270013 | 109,546 | 3 | Perrymouth | PW | Cote d'Ivoire | 2 | 1 | High |
62 | Male | High School | Married | 76,063 | 601 | 22,327 | Personal | Self-employed | 1 | Poor | 0.331868 | 204,084 | 2 | Lopezport | WA | Kazakhstan | 3 | 2 | Low |
30 | Non-binary | Master's | Single | 106,732 | null | 48,003 | Auto | Employed | 2 | Poor | 0.362806 | 46,223 | 4 | Zamoratown | MS | Monaco | null | 1 | Low |
45 | Male | Master's | Widowed | 63,923 | 769 | 11,242 | Personal | Employed | 15 | Poor | 0.402409 | 126,235 | null | Edwardsside | HI | Cameroon | 2 | 2 | Low |
60 | Female | Master's | Single | 103,162 | null | 9,377 | Personal | Self-employed | 3 | Poor | 0.115001 | null | 3 | Mirandaborough | MA | Haiti | 0 | 1 | Medium |
65 | Female | High School | Single | 28,727 | 674 | 43,413 | Personal | Employed | 6 | Fair | 0.176264 | 44,412 | null | Dayland | RI | Mauritania | 4 | 1 | Medium |
45 | Female | Bachelor's | Divorced | 90,453 | 619 | 24,590 | Personal | Unemployed | 4 | Excellent | 0.314918 | null | 3 | Kennethberg | AL | Bhutan | 4 | 0 | Low |
40 | Non-binary | Bachelor's | Widowed | 70,805 | null | 12,235 | Business | Employed | 2 | Fair | 0.331393 | 231,260 | 2 | Port Josephchester | FL | Estonia | 0 | 2 | Low |
48 | Male | High School | Widowed | 109,938 | 655 | null | Personal | Unemployed | 6 | Excellent | 0.358996 | 83,050 | 4 | Drewfurt | LA | Gibraltar | 3 | 1 | Medium |
42 | Female | High School | Widowed | 41,863 | 778 | 25,562 | Auto | Self-employed | 5 | Good | 0.36946 | null | 0 | East Johnny | IN | Vanuatu | 3 | 1 | Medium |
63 | Male | High School | Married | 35,779 | 788 | 33,823 | Personal | Self-employed | 8 | Poor | 0.540871 | 67,322 | null | Dixonview | KY | Nauru | 2 | 0 | Low |
25 | Non-binary | Bachelor's | Married | 93,947 | 756 | 48,240 | Home | Unemployed | 19 | Excellent | 0.552644 | 231,716 | 1 | Loriside | OK | El Salvador | null | 0 | Low |
31 | Female | Bachelor's | Widowed | 50,484 | 736 | 21,733 | Home | Unemployed | 19 | Poor | 0.210086 | 78,437 | 1 | North Rachelmouth | MH | Switzerland | 0 | 2 | Low |
34 | Non-binary | PhD | Widowed | 39,374 | null | 5,223 | Home | Employed | 5 | Poor | 0.162067 | 51,638 | 4 | West Davidmouth | PR | Gambia | 4 | 2 | Medium |
53 | Male | Bachelor's | Widowed | 69,438 | null | 24,817 | Home | Employed | 14 | Fair | 0.497956 | 247,999 | 0 | Raymondborough | PW | France | 3 | 1 | Low |
42 | Male | PhD | Widowed | 51,661 | 661 | 47,057 | Home | Unemployed | 16 | Poor | 0.423525 | 125,559 | 2 | East Ashleyborough | DE | Paraguay | null | 0 | Low |
38 | Male | PhD | Widowed | 45,960 | 643 | 5,138 | Business | Employed | 6 | Fair | 0.104505 | null | 3 | West Roberto | NH | Trinidad and Tobago | null | 2 | High |
41 | Male | High School | Widowed | 99,756 | 654 | 23,446 | Business | Self-employed | 4 | Poor | 0.44137 | 288,041 | 2 | Jasonside | ND | Togo | 1 | 1 | Medium |
23 | Female | Master's | Married | 92,631 | 782 | 27,542 | Auto | Self-employed | 9 | Fair | 0.362689 | 229,326 | 0 | North Jeffberg | NM | Rwanda | 1 | 0 | Medium |
62 | Non-binary | Master's | Married | 32,521 | 744 | 18,303 | Home | Employed | 19 | Excellent | 0.564671 | 109,335 | 1 | East Charlesside | MO | Czech Republic | 3 | 2 | High |
20 | Non-binary | PhD | Divorced | 99,783 | 746 | 44,373 | Business | Unemployed | 5 | Excellent | 0.542397 | 280,776 | 1 | Johnsonborough | NE | Hungary | 3 | 2 | High |
40 | Female | PhD | Married | 40,661 | null | 27,608 | Auto | Unemployed | 19 | Excellent | 0.210403 | 199,637 | 2 | North Amanda | AS | Libyan Arab Jamahiriya | 4 | 1 | High |
28 | Male | Master's | Married | 110,470 | 797 | 45,210 | Home | Unemployed | 8 | Fair | 0.457899 | 244,348 | 1 | South Stevenstad | WY | China | 0 | 1 | Medium |
23 | Male | High School | Widowed | 91,834 | 611 | 38,267 | Auto | Unemployed | 8 | Fair | 0.534874 | 38,715 | 2 | Ashleyhaven | IA | Guinea | 3 | 0 | Low |
49 | Female | PhD | Divorced | 75,372 | 671 | 22,270 | Business | Unemployed | 2 | Good | 0.511264 | 256,522 | 1 | Christopherport | WI | Pitcairn Islands | 3 | 1 | Low |
32 | Non-binary | High School | Single | 56,308 | 636 | 15,390 | Home | Employed | 8 | Fair | 0.139375 | 263,488 | 1 | New Kristinaberg | GA | Korea | 3 | 2 | Low |
59 | Male | PhD | Single | 51,275 | null | 35,906 | Home | Unemployed | 16 | Good | 0.511899 | 28,069 | 0 | New Veronica | AS | Tokelau | 0 | 1 | Low |
35 | Male | Master's | Single | 61,704 | null | 15,196 | Personal | Unemployed | 11 | Poor | 0.269477 | 263,795 | 1 | Port Eric | SD | Pakistan | 0 | 2 | Medium |
52 | Non-binary | Master's | Widowed | 53,012 | 681 | 43,715 | Business | Employed | 3 | Excellent | 0.288276 | 209,640 | 1 | Port Daniel | IL | Equatorial Guinea | 3 | 2 | Low |
21 | Female | Master's | Single | 84,372 | 717 | null | Business | Employed | 11 | Poor | 0.56432 | 139,960 | 0 | Davisland | FM | Canada | 4 | 2 | Medium |
59 | Non-binary | PhD | Divorced | 54,482 | 733 | 35,748 | Business | Self-employed | 12 | Poor | 0.188123 | 84,663 | 3 | Lake Stevenview | CA | Canada | 3 | 0 | High |
18 | Non-binary | Master's | Married | null | null | 26,464 | Home | Unemployed | 9 | Excellent | 0.175492 | 198,621 | 4 | New Tara | ND | Dominican Republic | 0 | 2 | Low |
55 | Female | High School | Widowed | 33,944 | 701 | null | Personal | Employed | 0 | Poor | 0.143466 | 286,381 | 3 | New Chelseaview | OK | Reunion | 2 | 0 | Low |
27 | Non-binary | High School | Single | 107,469 | 797 | null | Home | Self-employed | 19 | Good | 0.460375 | null | 3 | New Jasonhaven | AL | Sao Tome and Principe | null | 0 | Medium |
37 | Non-binary | Bachelor's | Divorced | null | 660 | 41,996 | Home | Unemployed | 17 | Good | 0.326726 | 201,002 | 0 | West Summershire | OH | Equatorial Guinea | 1 | 1 | Low |
19 | Male | Master's | Widowed | null | 602 | null | Home | Employed | 14 | Fair | 0.134772 | null | 3 | Port Matthew | LA | Saint Lucia | 4 | 0 | Low |
59 | Non-binary | Bachelor's | Married | 75,412 | 663 | 42,806 | Personal | Unemployed | 13 | Good | 0.403468 | 38,788 | null | Snyderburgh | WI | Macao | 3 | 2 | Low |
56 | Male | Master's | Married | null | null | 5,810 | Personal | Unemployed | 9 | Poor | 0.416273 | 139,919 | 4 | South Douglas | PW | Qatar | 1 | 2 | Medium |
52 | Non-binary | High School | Widowed | null | 745 | 27,120 | Home | Unemployed | 0 | Fair | 0.425853 | 109,867 | 0 | Stanleymouth | WA | Guyana | 0 | 1 | Low |
44 | Female | Master's | Divorced | null | null | 26,426 | Auto | Employed | 18 | Excellent | 0.212221 | 113,523 | 1 | Buckville | OK | Iceland | 3 | 0 | Medium |
35 | Male | High School | Single | 97,150 | 618 | null | Business | Self-employed | 7 | Poor | 0.465039 | 113,200 | 0 | Cardenasville | VA | Guernsey | 4 | 2 | Medium |
61 | Male | High School | Single | 24,983 | 746 | null | Home | Self-employed | 1 | Good | 0.418512 | null | 3 | Tylerstad | NE | Jordan | null | 2 | Low |
37 | Non-binary | Bachelor's | Married | 98,872 | 714 | 37,954 | Home | Unemployed | 11 | Poor | 0.345819 | 292,705 | 0 | Gordonfort | CT | Korea | 1 | 1 | Medium |
66 | Female | Master's | Married | 65,211 | 753 | 45,874 | Business | Self-employed | 12 | Good | 0.405729 | 24,740 | 2 | East Michaelbury | MP | Switzerland | 4 | 1 | Low |
34 | Non-binary | Bachelor's | Widowed | 23,608 | 787 | 13,223 | Auto | Unemployed | 15 | Good | 0.295061 | 195,019 | 3 | Christineberg | WI | Costa Rica | 0 | 0 | Medium |
39 | Male | Master's | Widowed | 92,781 | 746 | 21,448 | Home | Unemployed | 12 | Good | 0.40828 | null | null | Nelsonbury | KY | Burkina Faso | 3 | 1 | Low |
54 | Non-binary | Bachelor's | Single | null | 679 | 18,029 | Personal | Self-employed | 13 | Good | 0.458082 | null | 3 | Xavierstad | TX | Armenia | 3 | 1 | Medium |
26 | Non-binary | Master's | Single | 111,786 | 651 | 23,165 | Auto | Employed | 12 | Poor | 0.352645 | 62,808 | 3 | Wilsonmouth | TX | Australia | null | 1 | Low |
31 | Female | PhD | Married | 23,389 | 746 | 29,569 | Business | Self-employed | 7 | Good | 0.493573 | 256,573 | 0 | South Richard | MT | Sudan | 4 | 0 | Low |
39 | Male | High School | Divorced | 86,025 | 636 | 32,406 | Personal | Self-employed | 6 | Good | 0.455981 | 272,083 | 2 | New Spencer | VA | Mongolia | null | 2 | Medium |
44 | Non-binary | High School | Married | 33,669 | 713 | 9,925 | Business | Unemployed | 16 | Good | 0.412747 | 91,803 | 2 | Andrewsland | VA | Reunion | 0 | 1 | Low |
57 | Male | Master's | Widowed | 92,928 | 680 | 30,104 | Business | Self-employed | 8 | Good | 0.516134 | 20,104 | 1 | Hendricksmouth | SC | Czech Republic | 2 | 0 | High |
56 | Male | High School | Widowed | null | 653 | null | Personal | Employed | 12 | Excellent | 0.204926 | 102,832 | 0 | Lake Dennis | IA | Slovakia (Slovak Republic) | null | 0 | Low |
41 | Male | Master's | Widowed | 43,267 | 694 | 27,014 | Business | Employed | 10 | Good | 0.499018 | 48,964 | null | South Laura | WV | Cambodia | null | 1 | Low |
20 | Non-binary | High School | Single | 82,607 | 651 | 23,297 | Personal | Unemployed | 5 | Good | 0.421014 | 85,412 | 1 | Rothbury | HI | Jersey | 0 | 1 | Medium |
57 | Male | PhD | Married | 88,774 | 707 | 43,887 | Auto | Employed | 17 | Excellent | 0.305043 | 197,151 | 2 | Port Adrian | AR | Portugal | null | 2 | Low |
43 | Female | High School | Divorced | 74,512 | 690 | 22,673 | Home | Self-employed | 12 | Fair | 0.207282 | 243,930 | null | Yeseniaport | MO | Panama | 4 | 2 | Low |
64 | Non-binary | Bachelor's | Single | 62,082 | 684 | 10,742 | Home | Unemployed | 19 | Good | 0.193978 | 289,476 | 1 | South Russellchester | DC | Nepal | 4 | 2 | Low |
27 | Non-binary | PhD | Single | 74,021 | 725 | 15,231 | Home | Employed | 14 | Poor | 0.415752 | 191,714 | 4 | Weaverfort | SD | Cook Islands | 0 | 1 | Low |
41 | Non-binary | High School | Married | 111,628 | 718 | 29,042 | Business | Employed | 13 | Fair | 0.324837 | 73,382 | 1 | Port Scott | ME | Dominica | 4 | 0 | Low |
52 | Female | Bachelor's | Widowed | 38,006 | 680 | null | Business | Self-employed | 19 | Fair | 0.188463 | 203,453 | 3 | Gutierrezton | IL | Bahrain | 0 | 0 | Low |
19 | Male | Bachelor's | Single | 39,171 | 796 | 48,422 | Auto | Unemployed | 12 | Good | 0.552656 | 207,100 | 0 | Leeport | SD | Afghanistan | 3 | 1 | Low |
37 | Non-binary | High School | Divorced | 24,901 | 755 | 37,256 | Business | Unemployed | 18 | Fair | 0.149732 | 55,744 | 4 | Lake Valerieberg | TN | Nauru | 4 | 2 | Low |
67 | Non-binary | PhD | Married | 30,248 | 776 | 33,874 | Personal | Self-employed | 8 | Excellent | 0.513874 | 226,636 | 0 | North Brenda | CT | Albania | 2 | 2 | Low |
51 | Non-binary | PhD | Married | 73,276 | null | null | Personal | Self-employed | 12 | Poor | 0.379549 | 282,731 | 4 | North Lori | NC | Slovakia (Slovak Republic) | 3 | 1 | Medium |
32 | Non-binary | Bachelor's | Widowed | 106,363 | 697 | 27,438 | Personal | Employed | 10 | Excellent | 0.332643 | 198,773 | 1 | South Calebton | NH | Burundi | 0 | 0 | Low |
61 | Male | Bachelor's | Divorced | 22,991 | 673 | 15,094 | Home | Self-employed | 12 | Fair | 0.478151 | 20,709 | 4 | Lake Pamela | TN | Romania | 0 | 1 | High |
32 | Female | Bachelor's | Married | 70,799 | 662 | 21,436 | Auto | Unemployed | 17 | Excellent | 0.403153 | null | null | West Laurenhaven | MP | British Indian Ocean Territory (Chagos Archipelago) | 0 | 2 | Low |
65 | Male | High School | Married | null | 703 | null | Home | Unemployed | 0 | Excellent | 0.181467 | 260,337 | 3 | North Teresachester | ME | Kuwait | 3 | 0 | Low |
50 | Male | Master's | Single | 62,836 | 729 | 47,615 | Auto | Employed | 4 | Poor | 0.262964 | 110,577 | 3 | Lake Kathleenton | NC | Grenada | 2 | 2 | High |
52 | Non-binary | Master's | Divorced | 59,460 | 745 | null | Business | Unemployed | 18 | Good | 0.153648 | 290,367 | 0 | Christopherstad | LA | United Kingdom | 0 | 1 | Medium |
24 | Non-binary | Master's | Divorced | 46,234 | 768 | null | Business | Unemployed | 19 | Good | 0.401621 | 182,837 | 1 | Tuckerton | SC | Belize | null | 2 | Low |
66 | Female | High School | Divorced | null | 601 | 17,118 | Business | Employed | 6 | Excellent | 0.452053 | 294,869 | null | Charlesbury | VT | United Arab Emirates | 2 | 0 | Medium |
53 | Female | PhD | Single | 38,680 | 739 | 33,718 | Personal | Unemployed | 11 | Good | 0.54328 | 82,348 | 4 | Dunlapshire | KY | Djibouti | 1 | 2 | Low |
33 | Male | PhD | Married | 105,077 | 738 | 36,193 | Business | Self-employed | 9 | Excellent | 0.262682 | null | 4 | Gonzalesfurt | VT | Grenada | 3 | 2 | Medium |
53 | Non-binary | PhD | Widowed | null | 612 | 29,667 | Home | Employed | 13 | Excellent | 0.357508 | null | null | Jodystad | GA | Georgia | 1 | 0 | Low |
43 | Female | PhD | Widowed | 73,105 | 787 | 35,090 | Business | Unemployed | 17 | Excellent | 0.515756 | 84,531 | 4 | Nicholsonside | MS | Maldives | 1 | 1 | Medium |
40 | Male | PhD | Married | 114,161 | 671 | 40,862 | Auto | Employed | 2 | Good | 0.443767 | 28,331 | 0 | Lake Cindy | AR | United States Minor Outlying Islands | null | 0 | High |
26 | Non-binary | Bachelor's | Divorced | 40,271 | 638 | null | Auto | Unemployed | 7 | Excellent | 0.226181 | null | 1 | New Charles | GU | Luxembourg | 0 | 0 | Medium |
42 | Non-binary | Bachelor's | Single | null | 610 | 20,400 | Business | Employed | 9 | Good | 0.282015 | null | null | New Kennethchester | OR | Western Sahara | 1 | 2 | Low |
18 | Non-binary | Master's | Married | 29,514 | 768 | 41,301 | Personal | Employed | 1 | Excellent | 0.18458 | 202,982 | 2 | East Darleneville | TN | Morocco | 1 | 0 | High |
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