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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
34 | Male | High School | Married | 37,864 | 706 | 16,642 | Home | Unemployed | 19 | Excellent | 0.547784 | null | 4 | South Matthew | AR | Timor-Leste | 2 | 2 | Medium |
58 | Male | Master's | Divorced | 30,316 | 773 | 49,174 | Auto | Employed | 2 | Poor | 0.205632 | 142,007 | 3 | Nancyberg | SC | Bouvet Island (Bouvetoya) | 2 | 1 | High |
49 | Male | Bachelor's | Widowed | 99,472 | 744 | 11,202 | Home | Unemployed | 8 | Good | 0.255865 | 62,532 | 3 | Madisonton | DE | Belarus | 2 | 0 | Low |
31 | Non-binary | PhD | Single | 94,647 | 739 | 23,735 | Auto | Unemployed | 2 | Poor | 0.251237 | 201,568 | 3 | Anitaport | RI | Greenland | 4 | 0 | Low |
63 | Non-binary | Bachelor's | Divorced | 36,246 | null | 12,691 | Home | Self-employed | 12 | Good | 0.459033 | 73,439 | 2 | Westbury | NJ | Cook Islands | 1 | 0 | Low |
64 | Female | High School | Married | 22,674 | 762 | 34,584 | Auto | Unemployed | 3 | Good | 0.480877 | 160,786 | 2 | New Kristin | AK | Netherlands Antilles | 3 | 0 | Low |
18 | Non-binary | Bachelor's | Widowed | 76,147 | null | 32,339 | Home | Unemployed | 19 | Poor | 0.237857 | 93,965 | 2 | Amandaview | MO | Egypt | 4 | 2 | Low |
26 | Female | High School | Widowed | null | 621 | null | Personal | Self-employed | 3 | Good | 0.235126 | 100,950 | 3 | Jacobsfort | CO | United States of America | 2 | 0 | Low |
69 | Male | High School | Married | 57,410 | 641 | 23,000 | Personal | Employed | 9 | Good | 0.305699 | 158,348 | 0 | North Diana | DC | Malaysia | 0 | 2 | Low |
50 | Female | Master's | Divorced | 110,726 | 665 | 6,702 | Home | Self-employed | 12 | Excellent | 0.20164 | 57,445 | 1 | Valdeztown | LA | Macao | null | 0 | Low |
26 | Non-binary | Master's | Widowed | null | 705 | 12,484 | Personal | Self-employed | 9 | Good | 0.515487 | 190,737 | 1 | Lake Ashleybury | MO | Malta | 4 | 2 | High |
65 | Female | PhD | Single | 77,889 | null | 14,552 | Auto | Self-employed | 4 | Fair | 0.125064 | 299,816 | 4 | Lawsonchester | TX | Bangladesh | 4 | 1 | Low |
59 | Female | PhD | Divorced | 99,199 | 604 | 39,629 | Home | Unemployed | 16 | Poor | 0.486235 | 173,263 | 4 | New Jonathan | CA | Cuba | 3 | 2 | Medium |
28 | Non-binary | Bachelor's | Widowed | null | 692 | 40,011 | Auto | Employed | 7 | Fair | 0.404429 | 45,425 | null | Marthaview | DE | Central African Republic | 4 | 1 | Medium |
24 | Female | PhD | Divorced | 65,610 | 629 | 23,153 | Personal | Self-employed | 16 | Poor | 0.381561 | 153,014 | 0 | Beasleyshire | AL | Malawi | 2 | 1 | Low |
41 | Male | Bachelor's | Divorced | null | 792 | 27,339 | Business | Self-employed | 19 | Good | 0.260246 | null | 4 | Smithburgh | TX | Romania | 3 | 2 | Low |
49 | Non-binary | High School | Divorced | 46,801 | 667 | 16,342 | Auto | Unemployed | 2 | Poor | 0.366837 | 169,565 | 3 | New Alexischester | CO | French Polynesia | 1 | 2 | Medium |
48 | Female | Bachelor's | Single | 43,265 | 602 | 26,989 | Home | Self-employed | 3 | Good | 0.557613 | 249,207 | 0 | Jenniferport | WA | South Africa | null | 0 | High |
20 | Male | Bachelor's | Widowed | 61,495 | 662 | 30,387 | Auto | Employed | 9 | Good | 0.489867 | null | 4 | Heathertown | NE | Uganda | 0 | 1 | Low |
43 | Non-binary | Bachelor's | Divorced | 98,160 | 769 | 9,031 | Personal | Unemployed | 1 | Good | 0.395656 | 97,677 | 3 | Samanthamouth | CA | Bolivia | null | 1 | Medium |
63 | Non-binary | Bachelor's | Married | 69,057 | 603 | 45,839 | Personal | Employed | 5 | Excellent | 0.156345 | 268,410 | 0 | Russellburgh | VT | Grenada | 0 | 2 | Low |
46 | Male | Master's | Married | 80,796 | 621 | 20,271 | Auto | Self-employed | 18 | Poor | 0.123412 | 208,708 | 3 | Leemouth | MA | Egypt | 4 | 0 | Medium |
62 | Non-binary | Bachelor's | Married | 57,499 | 683 | null | Business | Unemployed | 18 | Excellent | 0.597461 | 194,764 | 2 | Solomonfurt | KY | Mexico | 4 | 0 | Low |
60 | Female | High School | Single | 68,115 | 773 | 28,700 | Personal | Self-employed | 13 | Excellent | 0.23357 | 243,238 | 3 | North Janetport | FL | Djibouti | 0 | 1 | Low |
66 | Non-binary | PhD | Divorced | 65,167 | 653 | null | Business | Employed | 6 | Poor | 0.164863 | 122,565 | 0 | Port Anita | OH | Russian Federation | 1 | 2 | Low |
29 | Female | PhD | Married | 39,112 | 738 | 45,780 | Personal | Self-employed | 12 | Good | 0.394079 | 280,411 | 3 | East Troyberg | GU | Hong Kong | 0 | 0 | Medium |
33 | Non-binary | Bachelor's | Married | 100,516 | 779 | 9,901 | Personal | Employed | 10 | Excellent | 0.307054 | 245,594 | 4 | Gregorystad | KS | Seychelles | 3 | 0 | Low |
32 | Female | Bachelor's | Married | 114,296 | 798 | 40,497 | Home | Self-employed | 10 | Good | 0.459007 | 278,504 | 3 | Whitetown | TX | Niue | 4 | 2 | High |
33 | Female | PhD | Single | null | 655 | 16,885 | Personal | Employed | 15 | Poor | 0.415609 | 167,978 | 1 | Zacharymouth | MP | Niger | 2 | 1 | Low |
34 | Male | Master's | Single | 76,782 | null | 28,067 | Personal | Employed | 2 | Poor | 0.234128 | 77,948 | 4 | Boonehaven | VI | Macao | 1 | 2 | Medium |
55 | Non-binary | High School | Single | 54,370 | 718 | 36,999 | Auto | Self-employed | 4 | Poor | 0.455229 | 257,822 | 2 | Beanhaven | WV | Jordan | 4 | 1 | Low |
60 | Male | PhD | Divorced | 87,762 | 685 | 18,465 | Home | Self-employed | 4 | Good | 0.221094 | 103,676 | 2 | Millerside | VA | Czech Republic | null | 0 | High |
68 | Male | Master's | Divorced | null | 741 | 12,250 | Home | Employed | 13 | Excellent | 0.247096 | 75,824 | 3 | Moorestad | CA | Slovakia (Slovak Republic) | 0 | 0 | Medium |
45 | Non-binary | Master's | Divorced | 20,094 | 606 | 9,711 | Home | Self-employed | 7 | Excellent | 0.474475 | 80,943 | null | Reginaburgh | NV | Armenia | null | 1 | Low |
22 | Non-binary | Bachelor's | Divorced | null | 666 | 9,858 | Auto | Unemployed | 14 | Excellent | 0.323371 | 174,091 | 1 | Patelchester | RI | Bermuda | 4 | 0 | Low |
37 | Female | Master's | Divorced | 51,695 | null | 13,982 | Personal | Employed | 6 | Good | 0.597184 | 25,808 | null | South Colleenburgh | MS | Serbia | 0 | 1 | Low |
32 | Non-binary | High School | Married | 103,040 | 769 | 30,130 | Personal | Self-employed | 17 | Excellent | 0.500058 | 287,703 | 2 | Joshuaton | IL | Tajikistan | 2 | 2 | Low |
21 | Male | Master's | Single | 45,992 | 735 | 16,166 | Business | Unemployed | 13 | Excellent | 0.248827 | 205,829 | 0 | Pottershire | MA | Chile | null | 0 | Low |
20 | Male | Bachelor's | Single | 86,199 | 636 | 38,686 | Personal | Employed | 11 | Fair | 0.549146 | null | 0 | Lake Lauraton | NC | Belize | 0 | 0 | Medium |
65 | Female | Bachelor's | Married | 104,131 | 742 | 22,054 | Business | Unemployed | 13 | Poor | 0.589975 | 181,440 | 4 | Richardville | UT | Saint Barthelemy | 4 | 1 | Medium |
33 | Non-binary | Master's | Single | 118,120 | 653 | 6,998 | Personal | Employed | 17 | Excellent | 0.140776 | 185,128 | 0 | Rodneychester | VA | Romania | null | 1 | Low |
47 | Male | Master's | Single | null | 777 | 6,628 | Home | Self-employed | 2 | Poor | 0.311156 | 34,205 | 4 | West Valeriestad | MO | Bhutan | 2 | 2 | Medium |
46 | Female | Master's | Single | null | 735 | 14,905 | Personal | Employed | 17 | Excellent | 0.555973 | 288,712 | 4 | New Matthewborough | DE | Brazil | 3 | 2 | Low |
43 | Female | High School | Divorced | 56,817 | null | 41,993 | Auto | Self-employed | 2 | Excellent | 0.325848 | 209,075 | 2 | East Heather | NV | Guadeloupe | 2 | 2 | Medium |
65 | Non-binary | High School | Married | 91,885 | 695 | 16,864 | Personal | Self-employed | 17 | Excellent | 0.335307 | 119,299 | null | Clarkborough | AR | Mali | null | 0 | Low |
34 | Male | PhD | Widowed | 32,342 | 768 | 8,943 | Business | Self-employed | 9 | Good | 0.149531 | 195,320 | 2 | West Monica | MN | Thailand | 1 | 2 | Low |
40 | Male | Bachelor's | Divorced | 81,472 | 620 | null | Home | Employed | 16 | Fair | 0.31616 | 121,868 | 4 | Port William | AZ | United States of America | null | 1 | Medium |
32 | Male | Master's | Married | 107,185 | 715 | null | Auto | Self-employed | 5 | Poor | 0.258275 | 28,221 | 4 | Walkerville | HI | Cote d'Ivoire | null | 1 | Low |
60 | Male | High School | Single | null | 623 | null | Auto | Self-employed | 2 | Excellent | 0.449631 | 151,198 | 0 | Samanthaport | MA | Nauru | 0 | 1 | Low |
53 | Male | Bachelor's | Married | null | 784 | null | Home | Unemployed | 4 | Poor | 0.244678 | 248,927 | null | New Alejandroside | UT | American Samoa | 2 | 0 | Low |
63 | Female | Master's | Married | null | 696 | null | Personal | Employed | 6 | Good | 0.122843 | 196,555 | 4 | Pettyville | HI | Turkmenistan | 0 | 2 | Medium |
63 | Female | PhD | Widowed | 62,369 | null | 10,341 | Personal | Unemployed | 7 | Good | 0.236529 | 251,651 | 3 | Boothton | PW | Svalbard & Jan Mayen Islands | 4 | 0 | Low |
19 | Female | Bachelor's | Divorced | 92,042 | 616 | 26,936 | Home | Unemployed | 12 | Good | 0.301632 | 142,088 | null | New Christineburgh | SD | Suriname | null | 2 | Low |
38 | Non-binary | Bachelor's | Widowed | 93,836 | 755 | 10,060 | Personal | Self-employed | 11 | Excellent | 0.427835 | 36,019 | null | North Natalie | WV | Oman | 4 | 2 | High |
68 | Female | PhD | Widowed | null | 654 | 41,095 | Home | Unemployed | 18 | Good | 0.396641 | 291,969 | 2 | Samuelside | ID | China | 4 | 1 | High |
30 | Male | PhD | Single | 47,190 | 684 | 29,054 | Personal | Employed | 13 | Excellent | 0.234281 | 245,954 | 0 | Robinsonville | IL | Montenegro | 4 | 2 | Low |
61 | Male | Master's | Widowed | 93,996 | 718 | null | Home | Unemployed | 13 | Poor | 0.373419 | 22,676 | 4 | Jennifermouth | NM | Cayman Islands | null | 2 | Medium |
22 | Male | High School | Single | 36,855 | null | 17,095 | Business | Self-employed | 9 | Poor | 0.46986 | 192,164 | 2 | Scottview | ID | French Guiana | 3 | 1 | Low |
39 | Non-binary | Bachelor's | Widowed | 29,511 | 649 | 31,609 | Business | Self-employed | 1 | Poor | 0.517466 | null | 2 | Harristown | KY | Ireland | 4 | 1 | Low |
58 | Non-binary | Master's | Married | 23,728 | 695 | null | Home | Unemployed | 4 | Fair | 0.265107 | 228,244 | null | Michaelafort | MN | Palau | 2 | 0 | Low |
54 | Female | Master's | Single | 86,973 | null | 12,078 | Auto | Unemployed | 18 | Fair | 0.27478 | 208,015 | 0 | East Nicholas | MT | Comoros | 2 | 2 | Medium |
29 | Female | Bachelor's | Divorced | null | 798 | 23,462 | Business | Unemployed | 18 | Fair | 0.314026 | 177,168 | null | East Jennifer | LA | Jamaica | 0 | 0 | Low |
23 | Female | High School | Divorced | 30,473 | 729 | 22,754 | Business | Self-employed | 18 | Excellent | 0.193576 | 250,319 | 3 | Sherryside | ME | China | 4 | 0 | Low |
40 | Male | High School | Single | 96,289 | 616 | 17,663 | Auto | Employed | 3 | Good | 0.539786 | 261,185 | 1 | North Johnton | AK | United States Virgin Islands | 2 | 2 | Low |
31 | Female | PhD | Single | 30,728 | 675 | 38,187 | Auto | Employed | 17 | Excellent | 0.421444 | 225,985 | 0 | Port Michaelbury | KY | Dominican Republic | 2 | 1 | Low |
60 | Male | PhD | Single | 64,941 | null | 19,542 | Business | Employed | 6 | Fair | 0.364994 | null | null | Port Darren | GU | United States Minor Outlying Islands | 3 | 2 | Low |
63 | Female | PhD | Single | 93,633 | null | 26,961 | Business | Unemployed | 4 | Good | 0.281335 | null | 1 | New William | RI | Luxembourg | 1 | 2 | Low |
34 | Male | PhD | Married | 115,211 | 738 | 31,807 | Auto | Self-employed | 11 | Good | 0.340193 | 168,760 | 3 | Lake Kyle | SC | Saint Helena | 2 | 0 | Medium |
42 | Female | High School | Widowed | 112,313 | 648 | 41,166 | Personal | Unemployed | 19 | Good | 0.231918 | 79,029 | 4 | Toddborough | MO | Faroe Islands | 4 | 2 | Low |
58 | Female | High School | Divorced | 34,244 | 612 | 33,039 | Home | Self-employed | 7 | Good | 0.425393 | 213,840 | 2 | Lake Karen | GU | Mauritius | 4 | 1 | Medium |
35 | Non-binary | Master's | Widowed | 83,172 | 720 | 22,379 | Home | Employed | 13 | Excellent | 0.349282 | 292,505 | 4 | New Elizabeth | OH | Cocos (Keeling) Islands | 2 | 0 | Low |
43 | Non-binary | PhD | Single | 20,037 | 668 | 32,347 | Home | Self-employed | 19 | Excellent | 0.305642 | 53,012 | 3 | Kevinshire | MP | Palau | 0 | 2 | Low |
40 | Non-binary | High School | Single | 105,061 | 630 | 27,837 | Personal | Unemployed | 6 | Poor | 0.37951 | 49,571 | 4 | Lake Dalebury | IN | Luxembourg | 4 | 0 | High |
32 | Female | PhD | Single | 41,058 | 720 | 31,025 | Home | Employed | 13 | Poor | 0.118063 | 157,532 | null | Wiseland | LA | El Salvador | 1 | 0 | Medium |
58 | Male | High School | Divorced | 93,740 | 728 | 46,519 | Auto | Self-employed | 18 | Good | 0.473273 | 150,004 | 2 | Montgomeryberg | AZ | Nigeria | 4 | 0 | Low |
32 | Female | PhD | Divorced | 64,069 | 787 | null | Business | Unemployed | 9 | Poor | 0.247578 | null | 2 | South Charles | GU | Turkey | 0 | 0 | Low |
28 | Male | PhD | Single | null | null | 39,802 | Personal | Self-employed | 8 | Poor | 0.360411 | null | 2 | Thomasshire | MT | Botswana | 3 | 0 | Medium |
52 | Male | Master's | Married | 107,402 | null | 13,493 | Home | Employed | 0 | Good | 0.523977 | 220,190 | 3 | New Rose | IA | Peru | 3 | 2 | Low |
44 | Female | PhD | Married | 31,537 | 742 | null | Home | Employed | 19 | Fair | 0.457763 | 113,750 | 1 | Piercefurt | CT | Bulgaria | 2 | 2 | High |
66 | Female | PhD | Divorced | 42,369 | 681 | 21,417 | Auto | Unemployed | 0 | Poor | 0.361528 | 27,778 | 1 | Carrollstad | GU | Netherlands Antilles | null | 1 | Low |
23 | Male | Master's | Single | 42,068 | 755 | 11,069 | Auto | Employed | 0 | Fair | 0.568432 | 128,164 | 4 | East Kathy | SC | Australia | 1 | 2 | Medium |
48 | Non-binary | High School | Divorced | 78,215 | 790 | 9,158 | Personal | Employed | 14 | Excellent | 0.391123 | 261,065 | 2 | Johnton | ID | Gambia | 0 | 2 | Medium |
47 | Male | Master's | Single | 113,298 | 659 | 44,430 | Personal | Self-employed | 16 | Poor | 0.395465 | 225,359 | null | Alexanderville | PW | Bulgaria | 1 | 2 | High |
31 | Male | PhD | Widowed | null | 604 | 39,260 | Home | Employed | 8 | Excellent | 0.445907 | 89,089 | null | Scottborough | GA | Philippines | 0 | 1 | High |
44 | Non-binary | Master's | Widowed | 23,055 | 799 | 38,994 | Business | Employed | 8 | Fair | 0.392162 | 241,316 | 0 | Kellybury | NJ | Central African Republic | 4 | 2 | High |
53 | Female | Bachelor's | Widowed | 110,177 | 667 | 10,555 | Auto | Unemployed | 18 | Poor | 0.332374 | 265,971 | null | Port Jason | MD | Oman | 1 | 1 | High |
38 | Non-binary | Master's | Married | 110,995 | null | 42,746 | Auto | Unemployed | 17 | Good | 0.412202 | 255,648 | 3 | Port Andrewchester | FM | Latvia | 2 | 0 | Low |
44 | Female | Master's | Divorced | 35,210 | 787 | 23,161 | Auto | Self-employed | 14 | Fair | 0.574266 | 127,249 | 2 | New Kathleen | MH | Burundi | 1 | 0 | Low |
64 | Female | PhD | Divorced | 98,753 | 778 | 25,581 | Business | Self-employed | 2 | Fair | 0.299105 | 111,559 | 4 | Maddenside | TN | Mongolia | 3 | 0 | High |
43 | Female | PhD | Divorced | 64,153 | 746 | 40,629 | Personal | Unemployed | 7 | Poor | 0.257029 | 84,528 | 0 | Port Donna | TN | Falkland Islands (Malvinas) | 3 | 1 | Low |
47 | Male | Bachelor's | Married | 30,101 | null | 26,233 | Business | Self-employed | 10 | Excellent | 0.425714 | 57,477 | 4 | West Henry | FM | Iran | null | 2 | Low |
24 | Male | Master's | Widowed | null | null | 9,067 | Auto | Self-employed | 17 | Good | 0.218108 | 86,322 | 0 | East Michelletown | VT | Cape Verde | null | 2 | Low |
26 | Female | PhD | Divorced | 81,794 | 780 | 39,984 | Home | Self-employed | 12 | Poor | 0.38721 | 204,113 | 1 | Loriville | OR | Cape Verde | 1 | 1 | Low |
69 | Male | Master's | Married | 68,296 | 699 | 36,736 | Personal | Unemployed | 5 | Poor | 0.14002 | 231,736 | 2 | Port Nancyton | VI | Guinea | 4 | 0 | High |
48 | Non-binary | Bachelor's | Divorced | 28,577 | 686 | 33,918 | Personal | Employed | 2 | Fair | 0.35657 | 212,851 | 3 | South Timothyshire | DC | Slovenia | 1 | 1 | Medium |
43 | Male | Bachelor's | Widowed | null | 636 | null | Business | Self-employed | 2 | Fair | 0.174462 | 279,342 | 3 | Burnsburgh | CT | Rwanda | 2 | 2 | Medium |
53 | Non-binary | Bachelor's | Widowed | 69,884 | 789 | 16,544 | Business | Employed | 6 | Excellent | 0.487276 | 63,818 | 4 | Ewingside | VI | Hungary | 1 | 1 | High |
43 | Male | Master's | Divorced | 67,419 | 728 | 25,487 | Personal | Employed | 9 | Fair | 0.37779 | null | 3 | Leahview | MI | Saint Barthelemy | 1 | 0 | Low |
47 | Female | High School | Single | 117,486 | 784 | null | Personal | Employed | 9 | Excellent | 0.28955 | 164,758 | 0 | Lake Christianport | AR | Nauru | 3 | 1 | Medium |
61 | Male | High School | Married | 115,533 | 757 | 27,371 | Personal | Self-employed | 19 | Fair | 0.274174 | 31,125 | 0 | South Justinbury | OH | Peru | 3 | 0 | Low |
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