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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
25 | Male | Master's | Married | null | 725 | 15,494 | Business | Employed | 16 | Excellent | 0.375594 | 234,434 | null | North Tracyview | CO | Dominica | 0 | 1 | Low |
18 | Female | Bachelor's | Single | 108,567 | 660 | null | Home | Employed | 4 | Poor | 0.123235 | 184,135 | 3 | West Jonathanland | DE | Bulgaria | null | 1 | Low |
25 | Male | PhD | Widowed | 39,564 | 610 | 44,606 | Auto | Employed | 16 | Fair | 0.570679 | 276,370 | 0 | Kathyshire | NJ | Bahrain | 1 | 0 | High |
22 | Female | Master's | Single | null | 664 | 16,158 | Auto | Employed | 2 | Poor | 0.569865 | 146,691 | 4 | Christinemouth | MS | Portugal | 1 | 1 | High |
25 | Male | High School | Married | null | 646 | 9,226 | Business | Self-employed | 15 | Poor | 0.557797 | 143,015 | 2 | North Anthonyfurt | MO | Djibouti | 1 | 2 | Medium |
43 | Male | Bachelor's | Divorced | 94,248 | 742 | 19,202 | Business | Employed | 19 | Poor | 0.476916 | 213,838 | 4 | Sharpland | LA | Nauru | 0 | 0 | Low |
24 | Non-binary | Master's | Widowed | 85,875 | null | 6,268 | Home | Employed | 17 | Fair | 0.216403 | 26,567 | 2 | West Andrew | VI | Mongolia | 0 | 1 | Low |
54 | Male | Bachelor's | Married | 40,239 | 777 | null | Business | Employed | 9 | Fair | 0.232931 | null | 4 | Holmesmouth | GA | Ghana | 1 | 2 | Low |
56 | Non-binary | PhD | Divorced | 88,345 | 784 | 16,841 | Personal | Self-employed | 1 | Good | 0.206919 | 246,057 | 3 | Taylorburgh | NJ | Croatia | 4 | 1 | Medium |
47 | Non-binary | High School | Divorced | 68,005 | null | 13,346 | Personal | Self-employed | 17 | Poor | 0.127656 | 184,056 | 3 | Kennethville | CO | Faroe Islands | 3 | 0 | Low |
38 | Male | High School | Single | 42,797 | 684 | 40,775 | Auto | Unemployed | 3 | Poor | 0.32535 | 82,290 | 2 | Mccormickville | MP | Greece | 2 | 1 | Low |
51 | Male | PhD | Divorced | 86,299 | null | 48,367 | Home | Employed | 5 | Good | 0.534108 | null | 1 | South Daniel | IL | Turkey | 4 | 0 | Low |
45 | Male | High School | Divorced | null | 783 | 39,374 | Business | Self-employed | 14 | Poor | 0.433428 | 44,651 | null | East Allenfort | WI | Svalbard & Jan Mayen Islands | 2 | 1 | Low |
65 | Female | PhD | Divorced | 52,640 | 704 | 19,060 | Auto | Self-employed | 17 | Poor | 0.398794 | null | 1 | Rosalesbury | TN | Zambia | 3 | 2 | Medium |
62 | Female | Master's | Single | 78,900 | 603 | 12,020 | Personal | Unemployed | 11 | Fair | 0.153595 | 143,561 | 3 | Maryburgh | DE | Lithuania | 4 | 2 | Low |
35 | Non-binary | PhD | Married | 91,727 | 777 | 45,814 | Auto | Self-employed | 15 | Good | 0.551681 | 270,058 | null | East Lacey | ME | Bermuda | 0 | 2 | Low |
36 | Non-binary | Bachelor's | Single | 36,090 | 633 | 42,594 | Business | Unemployed | 0 | Good | 0.263916 | 294,226 | 4 | Jamesstad | OH | Holy See (Vatican City State) | null | 0 | Medium |
67 | Female | PhD | Widowed | null | 637 | 33,313 | Auto | Self-employed | 16 | Poor | 0.583729 | 246,015 | 1 | East Samuel | PA | Bolivia | 3 | 0 | Medium |
58 | Male | PhD | Divorced | 75,162 | 675 | 25,168 | Business | Employed | 0 | Fair | 0.25909 | 298,413 | null | West Sarahhaven | MN | Cape Verde | 1 | 2 | High |
63 | Female | Bachelor's | Divorced | 42,766 | null | null | Business | Self-employed | 7 | Excellent | 0.440697 | 34,058 | 4 | Burgessbury | NM | Syrian Arab Republic | 3 | 1 | Low |
56 | Female | High School | Married | 64,514 | 724 | 27,346 | Personal | Self-employed | 14 | Poor | 0.288852 | 257,013 | 1 | Harrischester | MT | Niger | 3 | 2 | Medium |
61 | Non-binary | Bachelor's | Married | 79,819 | null | null | Personal | Self-employed | 14 | Good | 0.243674 | 56,626 | 1 | Thompsonmouth | ID | Reunion | 3 | 1 | Low |
61 | Non-binary | Master's | Married | null | 783 | 23,193 | Business | Unemployed | 16 | Good | 0.365035 | 187,088 | 2 | North Troy | VI | Western Sahara | 2 | 1 | Medium |
42 | Male | Bachelor's | Single | 62,351 | 687 | null | Business | Unemployed | 2 | Good | 0.430623 | 172,036 | 3 | East Olivia | NC | Nicaragua | 0 | 2 | Low |
35 | Non-binary | PhD | Single | 93,567 | 727 | 31,399 | Business | Unemployed | 1 | Excellent | 0.425642 | 133,862 | 3 | East Brandon | OR | Maldives | 0 | 1 | Low |
53 | Non-binary | High School | Married | 40,193 | null | 5,349 | Business | Employed | 14 | Poor | 0.499383 | 29,344 | 3 | West Emily | MA | Yemen | 0 | 1 | Low |
56 | Female | Bachelor's | Widowed | 38,201 | null | 35,444 | Personal | Unemployed | 10 | Poor | 0.349371 | 58,588 | 3 | Robertport | TN | Central African Republic | 2 | 2 | Low |
22 | Male | High School | Single | 71,715 | 694 | 38,920 | Home | Self-employed | 19 | Excellent | 0.370043 | 46,005 | 4 | Lake Carolynhaven | WI | Slovakia (Slovak Republic) | null | 2 | Low |
36 | Female | High School | Married | 57,962 | 649 | 28,965 | Auto | Unemployed | 15 | Fair | 0.25253 | 178,655 | 3 | Nixonberg | PR | Nauru | null | 2 | Medium |
21 | Male | High School | Divorced | null | 736 | 10,097 | Home | Self-employed | 19 | Excellent | 0.346577 | 179,856 | 3 | Lake Blake | CT | Lithuania | 2 | 0 | Medium |
45 | Non-binary | Master's | Divorced | null | 643 | null | Business | Unemployed | 6 | Excellent | 0.266824 | 197,410 | 2 | Calebstad | IA | Liechtenstein | 0 | 1 | Medium |
23 | Non-binary | Master's | Widowed | 93,993 | null | 24,024 | Auto | Unemployed | 5 | Poor | 0.255725 | 145,935 | 4 | Jasonview | MA | Romania | 4 | 0 | Medium |
31 | Non-binary | Bachelor's | Divorced | 59,906 | 715 | null | Business | Unemployed | 0 | Good | 0.506359 | 168,387 | 2 | South Christopher | FM | Saint Helena | 4 | 0 | High |
66 | Non-binary | Master's | Divorced | 29,953 | 746 | 40,008 | Auto | Employed | 18 | Good | 0.555942 | 41,076 | 1 | Port Nataliebury | AR | Chile | 4 | 2 | Low |
57 | Non-binary | Master's | Divorced | 45,123 | 799 | 9,362 | Personal | Employed | 16 | Good | 0.250921 | null | 2 | North Amber | MN | Iran | 1 | 2 | Medium |
30 | Non-binary | Master's | Widowed | 68,533 | 668 | 46,860 | Business | Unemployed | 4 | Fair | 0.586484 | 56,327 | 1 | South Allisontown | NJ | Ireland | 2 | 1 | Medium |
41 | Male | Master's | Widowed | 90,009 | 618 | 23,839 | Business | Employed | 13 | Excellent | 0.291863 | 47,481 | 3 | Lake Ashley | OK | Luxembourg | 3 | 1 | Low |
62 | Male | PhD | Widowed | 25,888 | 780 | null | Personal | Employed | 4 | Poor | 0.352477 | 213,368 | 1 | Mariaberg | UT | United States of America | 1 | 0 | Low |
19 | Non-binary | Bachelor's | Married | 40,099 | 745 | null | Personal | Unemployed | 4 | Excellent | 0.41479 | 105,360 | 4 | Aaronchester | AK | Equatorial Guinea | null | 1 | Low |
43 | Female | Bachelor's | Married | 25,951 | 677 | 45,634 | Personal | Employed | 6 | Good | 0.116315 | 105,834 | 2 | Welchland | AZ | Congo | null | 1 | High |
46 | Female | Bachelor's | Widowed | 62,625 | 721 | 34,012 | Auto | Employed | 6 | Fair | 0.582286 | 217,229 | 3 | Lake Frank | AS | Spain | 2 | 0 | Medium |
66 | Non-binary | High School | Single | 24,787 | 651 | 12,353 | Home | Self-employed | 10 | Fair | 0.44684 | 127,291 | 4 | Kellychester | HI | Gibraltar | 1 | 2 | Low |
34 | Male | Master's | Married | 69,949 | 601 | 17,629 | Auto | Unemployed | 3 | Poor | 0.495031 | 124,530 | 2 | West Michaelshire | MA | Congo | null | 1 | Low |
62 | Non-binary | High School | Married | 35,032 | 774 | 15,146 | Personal | Self-employed | 18 | Poor | 0.343247 | 210,222 | 1 | North Kayla | MI | Cyprus | 1 | 1 | Low |
60 | Male | High School | Married | 73,374 | 722 | 14,743 | Personal | Employed | 15 | Excellent | 0.454981 | 267,163 | null | West Julie | AL | Tunisia | null | 2 | Low |
21 | Female | High School | Divorced | 72,448 | 624 | null | Auto | Employed | 14 | Fair | 0.520032 | 185,669 | null | North Nancy | SD | Cape Verde | 2 | 0 | Medium |
27 | Non-binary | High School | Single | 39,416 | 797 | 20,981 | Personal | Employed | 13 | Good | 0.439787 | 217,062 | 3 | Thomashaven | MO | Togo | 2 | 2 | Low |
25 | Female | PhD | Divorced | null | 707 | 21,907 | Home | Employed | 5 | Fair | 0.152987 | 101,704 | 1 | Taylorberg | DC | Sierra Leone | 1 | 2 | High |
59 | Female | High School | Married | null | 662 | 10,127 | Business | Unemployed | 18 | Poor | 0.103738 | 35,022 | 4 | West Angelaberg | OR | Canada | 2 | 0 | Low |
20 | Male | Master's | Widowed | 48,173 | 648 | null | Personal | Employed | 6 | Poor | 0.216635 | 27,172 | 3 | Lisaton | TN | Grenada | 0 | 1 | Low |
40 | Male | High School | Divorced | 28,584 | 670 | 45,944 | Personal | Employed | 19 | Poor | 0.465887 | 28,582 | 4 | Lake Nicholas | NC | Mauritania | 0 | 2 | Low |
21 | Non-binary | PhD | Widowed | 52,160 | 768 | 32,692 | Auto | Employed | 1 | Good | 0.532016 | 162,610 | 0 | Pricechester | CT | Haiti | 1 | 0 | Low |
24 | Male | High School | Married | 86,506 | 692 | 23,917 | Personal | Unemployed | 12 | Poor | 0.430338 | 139,947 | 1 | Ochoamouth | IA | Bulgaria | null | 1 | Medium |
18 | Non-binary | Master's | Widowed | 62,205 | 713 | 28,812 | Home | Unemployed | 3 | Good | 0.525962 | null | 4 | West Elizabeth | PR | Macao | null | 2 | Low |
31 | Female | Bachelor's | Married | 54,929 | 738 | null | Auto | Self-employed | 14 | Fair | 0.262267 | 98,192 | 0 | Port Rachel | UT | Pakistan | null | 0 | Low |
47 | Non-binary | PhD | Married | 32,907 | 607 | 11,126 | Home | Self-employed | 12 | Fair | 0.205893 | 263,399 | 0 | Chavezmouth | PA | Cuba | 4 | 1 | Low |
39 | Male | PhD | Widowed | null | 709 | 27,855 | Auto | Unemployed | 2 | Poor | 0.426639 | 101,117 | 3 | Lake Lee | WI | Madagascar | 1 | 0 | High |
60 | Non-binary | High School | Divorced | null | 624 | 12,676 | Business | Unemployed | 10 | Excellent | 0.102503 | 85,885 | 0 | Lake Whitneyport | NH | Saudi Arabia | 1 | 2 | Low |
38 | Male | PhD | Married | 118,597 | 787 | 15,890 | Business | Self-employed | 4 | Poor | 0.385739 | 228,889 | 4 | New Donald | ME | Norfolk Island | 4 | 2 | Low |
21 | Male | Bachelor's | Married | 34,629 | 780 | 33,365 | Business | Unemployed | 10 | Poor | 0.32315 | null | 1 | West Ian | MA | United Kingdom | 0 | 1 | Low |
54 | Non-binary | Master's | Widowed | 36,167 | 732 | 14,537 | Business | Employed | 3 | Poor | 0.390626 | 114,242 | 4 | Teresaview | WA | Switzerland | 0 | 0 | Low |
50 | Female | Bachelor's | Widowed | 91,094 | 682 | null | Business | Self-employed | 0 | Excellent | 0.542323 | 146,197 | 2 | Jessicaville | NC | Slovakia (Slovak Republic) | 2 | 1 | Low |
56 | Non-binary | Master's | Widowed | 69,757 | null | 36,092 | Business | Employed | 14 | Poor | 0.341668 | 209,014 | 3 | West Melissa | NM | Vanuatu | 1 | 2 | Low |
37 | Female | Master's | Divorced | null | null | 38,510 | Auto | Self-employed | 1 | Poor | 0.496299 | 96,421 | 1 | East Pamela | OK | Dominican Republic | null | 2 | High |
62 | Non-binary | PhD | Widowed | 60,799 | 653 | 16,653 | Home | Employed | 14 | Excellent | 0.229413 | 141,013 | 0 | Holmeshaven | AS | New Caledonia | 2 | 1 | Low |
37 | Non-binary | PhD | Married | 83,140 | 713 | 45,372 | Auto | Unemployed | 15 | Excellent | 0.13927 | null | 2 | New Stefanie | SC | Bhutan | 1 | 0 | Low |
19 | Male | High School | Single | 53,117 | 761 | 18,322 | Personal | Self-employed | 18 | Good | 0.439512 | null | 1 | Lake Robert | WA | Indonesia | 3 | 0 | High |
66 | Female | PhD | Widowed | 102,098 | 774 | 23,868 | Personal | Self-employed | 14 | Poor | 0.399475 | 138,041 | 4 | Port Vincentland | PR | Kenya | 4 | 2 | Medium |
67 | Non-binary | Master's | Widowed | 28,382 | 611 | 5,303 | Personal | Unemployed | 9 | Fair | 0.525447 | 105,398 | 1 | Joannton | WY | Niger | 1 | 1 | Low |
53 | Non-binary | PhD | Widowed | null | 774 | null | Auto | Employed | 7 | Poor | 0.480479 | null | 3 | Woodwardport | MA | Italy | 0 | 2 | Low |
32 | Male | PhD | Married | 103,360 | 792 | 21,921 | Personal | Employed | 0 | Poor | 0.569431 | 70,995 | 1 | Port Juanshire | KS | Zimbabwe | null | 2 | Low |
40 | Non-binary | High School | Married | 26,472 | 636 | 16,001 | Personal | Unemployed | 5 | Poor | 0.290856 | 251,097 | 4 | West Thomasmouth | LA | Falkland Islands (Malvinas) | 2 | 1 | Low |
47 | Male | High School | Widowed | 65,650 | 611 | 44,507 | Business | Self-employed | 18 | Good | 0.115542 | 20,233 | 4 | East Jason | PW | Spain | 3 | 1 | Low |
61 | Male | Master's | Widowed | 35,941 | 788 | 49,358 | Personal | Employed | 6 | Poor | 0.317185 | 218,344 | 0 | Jillianchester | SD | Gibraltar | 0 | 2 | High |
21 | Male | Bachelor's | Divorced | 50,750 | 725 | 38,337 | Personal | Self-employed | 4 | Poor | 0.477516 | 153,666 | 2 | North Loristad | MS | New Caledonia | 4 | 1 | Low |
50 | Female | PhD | Divorced | null | 693 | null | Personal | Employed | 7 | Good | 0.4135 | null | null | Alisonton | RI | Ethiopia | 3 | 2 | Low |
29 | Male | Master's | Single | 50,105 | 646 | 43,215 | Business | Employed | 9 | Excellent | 0.510258 | 135,453 | 2 | East Mary | IN | Liberia | 4 | 2 | Low |
54 | Female | Master's | Widowed | 56,417 | 646 | 30,638 | Personal | Unemployed | 17 | Excellent | 0.126341 | 79,219 | 4 | Charlesville | UT | Croatia | 2 | 2 | Medium |
37 | Non-binary | Bachelor's | Widowed | 76,531 | null | null | Personal | Self-employed | 12 | Good | 0.279217 | 206,104 | 1 | Andersonport | LA | Thailand | 4 | 2 | Low |
68 | Female | Master's | Married | 64,499 | 685 | 26,979 | Auto | Unemployed | 16 | Fair | 0.355125 | null | 1 | Emmaberg | NC | Chile | 2 | 1 | Low |
30 | Female | High School | Divorced | 41,037 | null | 31,162 | Personal | Unemployed | 2 | Poor | 0.557747 | 269,384 | 3 | Lake Dustinberg | NC | Netherlands | 3 | 2 | Medium |
20 | Female | Master's | Widowed | 43,453 | 620 | 32,213 | Auto | Self-employed | 11 | Poor | 0.51085 | 29,064 | 4 | Wilkersonmouth | WI | Slovenia | 1 | 0 | Low |
38 | Female | High School | Divorced | 56,176 | 687 | 22,008 | Home | Employed | 5 | Fair | 0.239811 | 172,384 | 0 | Lake Travis | MI | Ethiopia | null | 1 | Low |
40 | Female | High School | Divorced | 26,575 | 605 | 38,418 | Home | Self-employed | 0 | Fair | 0.136638 | 223,069 | null | New Roberttown | NC | Slovakia (Slovak Republic) | 0 | 1 | Medium |
64 | Non-binary | High School | Single | 29,895 | 672 | 31,811 | Business | Unemployed | 10 | Fair | 0.575319 | 33,934 | 2 | Vasquezside | GA | Jordan | 2 | 2 | Medium |
27 | Male | PhD | Married | 65,952 | 757 | 28,720 | Home | Unemployed | 9 | Poor | 0.365318 | 171,099 | 2 | Johnville | TX | Sudan | 0 | 1 | High |
59 | Female | Bachelor's | Single | 30,909 | 606 | null | Business | Self-employed | 17 | Poor | 0.409192 | null | 2 | Evansview | MS | Mozambique | 0 | 0 | Medium |
57 | Male | Bachelor's | Single | 68,484 | 665 | 25,502 | Personal | Self-employed | 17 | Fair | 0.586684 | 92,037 | 3 | North Jessica | AZ | Brunei Darussalam | 1 | 2 | Medium |
57 | Male | PhD | Divorced | 56,365 | 724 | 47,706 | Home | Employed | 12 | Poor | 0.547537 | 231,500 | 1 | Brownland | MD | Cayman Islands | 1 | 1 | Low |
30 | Female | Master's | Single | 73,294 | 753 | 17,134 | Business | Unemployed | 0 | Poor | 0.592269 | 133,903 | null | Hamiltonton | MD | Honduras | 3 | 0 | Low |
64 | Female | High School | Married | 105,669 | 672 | 25,679 | Home | Unemployed | 12 | Fair | 0.549716 | 128,139 | 1 | Davidland | WV | Philippines | 2 | 2 | Medium |
43 | Female | PhD | Widowed | 109,579 | 670 | 5,331 | Home | Unemployed | 12 | Excellent | 0.342272 | 224,385 | null | Lake Sarahhaven | MN | Czech Republic | 0 | 1 | High |
45 | Male | Bachelor's | Divorced | 46,836 | 728 | 16,427 | Home | Unemployed | 12 | Excellent | 0.285019 | 90,809 | 0 | Crawfordberg | PA | Tajikistan | 3 | 0 | Low |
57 | Non-binary | High School | Married | 97,848 | 628 | 12,837 | Auto | Employed | 0 | Fair | 0.195257 | 253,074 | null | Hoganstad | WA | Madagascar | 0 | 1 | Low |
35 | Non-binary | High School | Widowed | 58,233 | 678 | 7,467 | Home | Self-employed | 8 | Fair | 0.247587 | 212,170 | 0 | East Scott | DE | United States Minor Outlying Islands | 4 | 0 | Low |
40 | Non-binary | PhD | Widowed | 32,039 | 697 | 17,736 | Auto | Unemployed | 19 | Excellent | 0.31255 | 261,013 | 2 | North Ryan | CA | Isle of Man | 2 | 1 | Medium |
69 | Non-binary | PhD | Widowed | 43,437 | 630 | null | Business | Unemployed | 14 | Good | 0.272001 | 225,741 | 1 | South Thomas | NE | Liberia | 0 | 2 | Low |
50 | Non-binary | Bachelor's | Widowed | 49,402 | 756 | 33,244 | Auto | Self-employed | 3 | Fair | 0.383531 | null | 0 | Carpentertown | NJ | Burundi | 4 | 1 | High |
53 | Female | Bachelor's | Single | 30,731 | 641 | 15,266 | Personal | Employed | 7 | Fair | 0.11352 | 125,982 | 3 | Scottchester | VT | Palestinian Territory | null | 1 | Low |
23 | Non-binary | Master's | Divorced | null | null | 35,607 | Home | Employed | 4 | Good | 0.561486 | 179,856 | 3 | Port Crystalburgh | MA | Qatar | 2 | 2 | Low |
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