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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
20 | Female | Bachelor's | Married | 119,248 | null | 17,839 | Home | Employed | 12 | Poor | 0.388304 | null | 1 | Port Jonathanborough | MH | Liberia | 2 | 0 | Low |
27 | Female | High School | Single | 23,729 | 680 | null | Auto | Self-employed | 0 | Poor | 0.261926 | null | 3 | Timothyton | KS | Gabon | null | 1 | Low |
58 | Non-binary | Bachelor's | Widowed | 82,909 | 780 | 9,501 | Auto | Employed | 10 | Fair | 0.187261 | 171,100 | null | Ortizbury | SD | Nauru | 1 | 2 | Medium |
36 | Non-binary | Bachelor's | Married | 87,762 | 615 | 23,131 | Auto | Employed | 18 | Poor | 0.396399 | 141,271 | 1 | Amandaton | MS | Oman | 0 | 1 | Medium |
55 | Male | Bachelor's | Divorced | 60,888 | null | 47,095 | Business | Self-employed | 9 | Excellent | 0.13324 | null | 0 | East Jennifer | TN | Reunion | 4 | 1 | Low |
47 | Male | PhD | Married | null | 710 | 14,326 | Auto | Unemployed | 11 | Poor | 0.361473 | 142,020 | 4 | Stevenchester | MH | Fiji | 0 | 1 | Low |
37 | Male | Bachelor's | Single | 58,196 | 670 | 17,813 | Business | Unemployed | 4 | Good | 0.191902 | 167,890 | 2 | East Williammouth | KY | Pitcairn Islands | 0 | 2 | Low |
62 | Female | PhD | Single | 95,051 | 716 | 28,903 | Auto | Self-employed | 8 | Poor | 0.312882 | 236,589 | null | Hansenstad | MN | United States of America | 1 | 1 | Low |
31 | Non-binary | PhD | Married | 47,476 | null | null | Home | Self-employed | 19 | Good | 0.54878 | null | 4 | Laurafurt | MA | Antarctica (the territory South of 60 deg S) | 3 | 1 | Low |
52 | Non-binary | PhD | Widowed | 61,274 | 782 | 25,030 | Personal | Unemployed | 13 | Poor | 0.341782 | 231,295 | 1 | Scottbury | RI | Ecuador | 0 | 2 | High |
44 | Non-binary | Bachelor's | Single | 94,590 | 631 | 28,255 | Home | Employed | 10 | Good | 0.296229 | 267,112 | 0 | Robertsmouth | WY | Marshall Islands | 4 | 2 | Low |
54 | Female | Master's | Divorced | 65,778 | 712 | 8,858 | Auto | Employed | 15 | Good | 0.23391 | 145,487 | null | Diazstad | CA | Palau | 0 | 1 | Low |
58 | Non-binary | Bachelor's | Married | 45,600 | 643 | 30,491 | Personal | Unemployed | 14 | Fair | 0.417666 | 41,377 | 3 | Stevenstad | VT | Somalia | 3 | 2 | Low |
26 | Male | Bachelor's | Single | null | 631 | 37,503 | Home | Self-employed | 14 | Good | 0.523763 | 187,172 | null | Jeremiahtown | GU | Saint Lucia | 2 | 0 | High |
26 | Female | High School | Single | 23,668 | null | 25,517 | Auto | Self-employed | 8 | Excellent | 0.52987 | 222,403 | 1 | East Ericfurt | MS | Guinea-Bissau | 1 | 2 | High |
47 | Non-binary | Master's | Divorced | 78,541 | 713 | 9,412 | Personal | Employed | 5 | Fair | 0.242539 | 172,895 | 1 | Jeffreyville | CA | Swaziland | null | 0 | Low |
27 | Non-binary | Bachelor's | Married | 23,048 | 698 | 27,894 | Auto | Self-employed | 10 | Fair | 0.438963 | 35,120 | 3 | Whitestad | CO | South Georgia and the South Sandwich Islands | 3 | 2 | Low |
63 | Non-binary | PhD | Divorced | 41,545 | 743 | 30,233 | Personal | Employed | 15 | Good | 0.485852 | 76,096 | 0 | Lake Christophermouth | DE | Timor-Leste | 4 | 0 | High |
61 | Non-binary | Bachelor's | Divorced | 36,643 | 648 | 42,473 | Personal | Self-employed | 9 | Fair | 0.519747 | 257,763 | 2 | Clarkshire | ND | Ghana | 0 | 2 | High |
59 | Male | Master's | Widowed | null | null | 30,917 | Home | Unemployed | 10 | Poor | 0.406946 | null | 3 | West Sarah | TN | Bulgaria | null | 0 | Medium |
62 | Non-binary | Bachelor's | Married | null | 657 | 7,561 | Home | Self-employed | 4 | Excellent | 0.383993 | 91,389 | 3 | North Johnville | IL | Oman | 4 | 2 | Low |
31 | Non-binary | High School | Married | 55,109 | 674 | 33,091 | Home | Self-employed | 13 | Good | 0.274823 | 165,768 | 0 | East Luishaven | NY | Nauru | null | 1 | Low |
59 | Non-binary | PhD | Single | 41,652 | null | 24,088 | Personal | Unemployed | 1 | Fair | 0.157776 | 230,401 | null | Rodriguezborough | UT | Ecuador | 4 | 1 | Low |
54 | Female | High School | Widowed | 67,429 | 624 | 16,059 | Personal | Unemployed | 2 | Poor | 0.334307 | 129,450 | 3 | New Alexanderside | PR | Comoros | 2 | 0 | Low |
61 | Non-binary | Master's | Widowed | 68,850 | 787 | null | Home | Unemployed | 0 | Poor | 0.306913 | 224,925 | null | Thompsonport | TX | Mali | 4 | 2 | Low |
44 | Male | PhD | Divorced | 94,904 | 676 | 29,749 | Home | Self-employed | 11 | Good | 0.561421 | 144,296 | 3 | Michaelton | VT | Kenya | 2 | 0 | Low |
32 | Non-binary | Master's | Divorced | 93,158 | null | 30,276 | Business | Employed | 12 | Excellent | 0.475882 | 38,743 | 2 | Escobarville | AL | Malawi | 4 | 2 | Low |
43 | Male | Bachelor's | Widowed | 42,743 | 653 | 5,633 | Business | Employed | 6 | Good | 0.396888 | 150,504 | 2 | Hernandezhaven | PA | Swaziland | 0 | 1 | Medium |
54 | Male | Master's | Divorced | 87,082 | 720 | 42,945 | Business | Unemployed | 8 | Good | 0.488777 | null | 3 | Knightfort | ND | Dominica | null | 2 | Medium |
22 | Non-binary | High School | Divorced | 33,423 | 715 | 36,856 | Business | Unemployed | 6 | Fair | 0.555369 | 154,147 | 3 | Weberfurt | PR | American Samoa | 3 | 1 | Low |
31 | Male | Bachelor's | Divorced | 30,196 | 724 | 32,727 | Personal | Employed | 4 | Good | 0.419681 | 250,570 | 3 | Jennachester | AS | Isle of Man | null | 0 | Low |
67 | Male | PhD | Married | 31,352 | 725 | 32,735 | Home | Self-employed | 16 | Excellent | 0.563066 | null | 4 | South Brian | OK | Cuba | 4 | 0 | Low |
55 | Female | Master's | Single | 71,673 | 628 | 15,170 | Home | Employed | 5 | Fair | 0.325803 | 145,327 | 2 | West Kristinaborough | RI | Singapore | 4 | 1 | Low |
34 | Non-binary | PhD | Married | 32,926 | null | 18,660 | Auto | Employed | 14 | Good | 0.207524 | 156,836 | 4 | Port George | WI | Vanuatu | 4 | 1 | Low |
35 | Male | Bachelor's | Widowed | 22,594 | 674 | 26,707 | Home | Employed | 15 | Good | 0.22756 | 238,913 | 0 | Lake Thomaston | IN | Myanmar | 2 | 1 | Medium |
44 | Female | Master's | Widowed | 101,099 | null | 11,339 | Business | Unemployed | 2 | Excellent | 0.217884 | 160,612 | null | Scottfort | HI | Armenia | 4 | 2 | Low |
66 | Female | High School | Married | 57,487 | 731 | 28,084 | Auto | Unemployed | 13 | Excellent | 0.477252 | 153,122 | 2 | Lopezview | NV | Slovenia | 4 | 2 | Low |
68 | Female | High School | Single | 99,049 | 777 | 39,184 | Business | Unemployed | 0 | Excellent | 0.445232 | 55,738 | 4 | Sherrymouth | NJ | Switzerland | null | 2 | Low |
50 | Female | Bachelor's | Married | 83,830 | 742 | 28,147 | Business | Self-employed | 0 | Fair | 0.14193 | 57,148 | 3 | New Paula | WI | Gibraltar | 3 | 2 | Low |
54 | Non-binary | PhD | Divorced | 24,271 | 776 | 11,635 | Business | Self-employed | 9 | Excellent | 0.536717 | 65,680 | 1 | South Andrea | AZ | Namibia | 1 | 2 | Low |
26 | Male | High School | Married | 69,294 | 693 | 23,527 | Business | Employed | 18 | Fair | 0.260321 | null | 1 | Ronaldville | NH | Zambia | 4 | 1 | Low |
41 | Male | PhD | Married | 113,375 | 747 | 28,670 | Personal | Employed | 3 | Good | 0.304564 | 279,725 | 0 | East Heathertown | SD | Fiji | 1 | 2 | Low |
22 | Non-binary | Master's | Single | 48,725 | 619 | 23,821 | Personal | Employed | 7 | Good | 0.347065 | null | 2 | Port Paula | OH | Heard Island and McDonald Islands | 3 | 0 | Low |
29 | Female | Bachelor's | Single | 118,303 | 746 | 43,849 | Personal | Unemployed | 16 | Excellent | 0.582754 | 29,205 | 1 | West Katherineborough | CT | Ecuador | 3 | 0 | Low |
48 | Male | Bachelor's | Married | 113,899 | 609 | null | Business | Employed | 3 | Fair | 0.325645 | 159,513 | 2 | South Jenna | MS | Trinidad and Tobago | null | 2 | Low |
58 | Female | High School | Widowed | 58,745 | 763 | 32,177 | Personal | Employed | 0 | Fair | 0.503189 | null | 4 | Port Elijahport | CA | Wallis and Futuna | 2 | 0 | Low |
68 | Male | Bachelor's | Single | 32,891 | 604 | 40,396 | Business | Unemployed | 3 | Excellent | 0.168813 | null | 1 | North Jeremyton | AR | Andorra | 3 | 2 | High |
30 | Non-binary | PhD | Divorced | 87,564 | 672 | 48,532 | Home | Unemployed | 13 | Excellent | 0.536492 | null | 4 | Wagnerberg | DC | Tajikistan | 1 | 1 | Medium |
20 | Female | Master's | Married | 96,644 | 746 | null | Business | Employed | 19 | Fair | 0.398887 | 280,793 | 0 | Rodriguezshire | PA | Guyana | 1 | 2 | Medium |
25 | Male | PhD | Single | 114,819 | 760 | 7,366 | Home | Employed | 14 | Poor | 0.433718 | 63,100 | 3 | Michaelland | AK | British Virgin Islands | 4 | 0 | Low |
68 | Female | PhD | Widowed | 27,066 | 694 | 34,495 | Personal | Self-employed | 15 | Good | 0.279249 | 43,190 | 3 | Nelsonchester | FM | Guyana | 2 | 0 | Low |
60 | Non-binary | High School | Single | 90,874 | null | 39,224 | Auto | Self-employed | 16 | Poor | 0.383873 | 225,705 | null | Michaelburgh | VT | Ukraine | 3 | 2 | High |
23 | Male | Bachelor's | Married | 88,201 | 666 | null | Personal | Unemployed | 19 | Poor | 0.21377 | null | 2 | Keithborough | PW | Puerto Rico | 1 | 1 | High |
40 | Non-binary | Bachelor's | Widowed | 32,996 | 696 | 19,758 | Auto | Employed | 3 | Good | 0.103651 | null | 2 | East Margaretfurt | NJ | Antigua and Barbuda | 1 | 0 | Low |
19 | Male | PhD | Single | 99,345 | 779 | 10,505 | Home | Self-employed | 3 | Fair | 0.389887 | 106,765 | 0 | North Matthew | NV | Nicaragua | 2 | 0 | Low |
30 | Female | PhD | Married | 84,042 | 640 | 49,808 | Auto | Self-employed | 1 | Fair | 0.117312 | 62,599 | 4 | Waynebury | FL | Luxembourg | 2 | 1 | Low |
55 | Male | Bachelor's | Divorced | 46,921 | null | 18,930 | Personal | Unemployed | 7 | Fair | 0.568758 | 26,175 | 4 | Hestermouth | MT | Hong Kong | 3 | 1 | High |
27 | Female | Master's | Widowed | 34,671 | 611 | 39,599 | Home | Self-employed | 11 | Good | 0.473114 | null | 0 | Hayesmouth | MN | Slovakia (Slovak Republic) | 3 | 2 | Low |
21 | Female | High School | Single | null | 751 | null | Home | Employed | 16 | Good | 0.494115 | 83,476 | null | Edwardville | KY | Bermuda | 3 | 1 | Low |
29 | Male | High School | Married | 79,332 | 768 | 25,748 | Business | Unemployed | 5 | Excellent | 0.52606 | 198,991 | 4 | East Kristinfurt | KY | Cambodia | 3 | 1 | Low |
66 | Female | High School | Married | 59,823 | 611 | 25,919 | Business | Unemployed | 3 | Fair | 0.154705 | 252,041 | 2 | South Michael | DE | Somalia | 1 | 2 | Low |
55 | Female | High School | Divorced | 71,342 | 628 | 14,899 | Home | Employed | 3 | Poor | 0.570084 | 127,499 | 3 | Port Theresaside | FM | North Macedonia | 4 | 2 | Medium |
18 | Male | Bachelor's | Single | 108,197 | 700 | 49,550 | Home | Employed | 9 | Good | 0.258426 | 79,841 | 3 | New Ginatown | KY | Bahrain | 0 | 0 | Medium |
27 | Male | PhD | Widowed | null | 745 | 44,994 | Business | Employed | 0 | Good | 0.542289 | 169,817 | 4 | Patriciastad | MP | Israel | 4 | 0 | Medium |
19 | Female | Master's | Widowed | 65,485 | null | 9,351 | Business | Unemployed | 3 | Poor | 0.465298 | 22,398 | 2 | Jenniferville | NC | Hungary | 4 | 0 | Low |
46 | Male | PhD | Divorced | 48,365 | 782 | 46,094 | Home | Unemployed | 11 | Excellent | 0.117781 | 35,719 | 3 | Lake Carlfurt | IA | Cayman Islands | 0 | 2 | Low |
23 | Non-binary | Master's | Widowed | 104,816 | 682 | 15,427 | Auto | Self-employed | 12 | Fair | 0.46123 | 227,103 | 1 | Johnport | GU | Chile | 1 | 2 | Low |
53 | Non-binary | Master's | Widowed | 101,696 | null | 44,379 | Business | Self-employed | 7 | Poor | 0.530058 | 105,847 | 2 | Michellemouth | GA | Eritrea | null | 2 | Low |
44 | Non-binary | Bachelor's | Single | 92,197 | 693 | 41,984 | Home | Employed | 18 | Fair | 0.423769 | 99,475 | 0 | South Stephen | WA | Isle of Man | 0 | 2 | Low |
30 | Female | Master's | Single | 48,239 | 716 | 9,194 | Business | Employed | 5 | Excellent | 0.385383 | 243,622 | 2 | New Tina | DE | Marshall Islands | 1 | 1 | Medium |
64 | Female | PhD | Widowed | 25,738 | 657 | 47,392 | Home | Employed | 11 | Fair | 0.490056 | 36,750 | 1 | Melissabury | SD | Vietnam | 3 | 2 | Low |
23 | Female | High School | Married | 47,358 | 725 | 37,083 | Business | Employed | 9 | Poor | 0.511688 | 276,591 | 3 | Alvaradohaven | GU | Holy See (Vatican City State) | 1 | 2 | Low |
18 | Female | Bachelor's | Widowed | 110,450 | null | 25,165 | Personal | Self-employed | 2 | Excellent | 0.416657 | 74,339 | 4 | Jimenezburgh | DE | Nicaragua | 3 | 1 | Low |
22 | Female | PhD | Single | 28,418 | 661 | 10,180 | Auto | Employed | 4 | Good | 0.419761 | 268,907 | 1 | Port Michael | AS | Honduras | null | 0 | Low |
27 | Male | High School | Married | 35,583 | null | 41,984 | Home | Self-employed | 17 | Fair | 0.559648 | 139,015 | 3 | Williamsport | NC | India | 1 | 2 | Low |
57 | Male | High School | Divorced | 73,787 | 731 | 31,926 | Personal | Self-employed | 7 | Poor | 0.299683 | null | 0 | Bartonland | SD | Peru | 2 | 0 | Low |
20 | Non-binary | High School | Married | 109,376 | 729 | 43,405 | Personal | Self-employed | 17 | Poor | 0.461668 | 194,417 | 0 | New Jamesburgh | UT | Panama | null | 0 | High |
67 | Non-binary | High School | Single | 104,958 | 600 | 40,146 | Business | Unemployed | 13 | Good | 0.163886 | 196,408 | null | Warrenmouth | MP | Argentina | 0 | 1 | Low |
63 | Male | High School | Widowed | 22,199 | 749 | 11,553 | Business | Employed | 7 | Excellent | 0.106959 | 134,892 | null | Garciafort | MN | Chile | null | 2 | Low |
32 | Male | Bachelor's | Married | 89,951 | null | 12,193 | Personal | Self-employed | 10 | Good | 0.509159 | 107,600 | null | Allenfort | DE | Costa Rica | 4 | 2 | Low |
21 | Non-binary | PhD | Married | 37,046 | 676 | null | Business | Unemployed | 3 | Good | 0.227874 | 117,160 | 1 | New Claytontown | OR | Egypt | 0 | 1 | Low |
56 | Non-binary | High School | Single | 29,551 | 790 | 23,560 | Personal | Employed | 5 | Excellent | 0.184401 | 154,716 | 3 | Lake Robin | MD | Estonia | 4 | 1 | Medium |
50 | Male | Bachelor's | Single | null | 698 | 11,121 | Auto | Self-employed | 14 | Excellent | 0.324661 | null | 2 | Sarahburgh | WI | Cote d'Ivoire | 0 | 0 | Low |
44 | Male | PhD | Widowed | 51,516 | 612 | 36,651 | Business | Unemployed | 1 | Good | 0.241847 | null | 0 | North Timothy | GU | Saint Helena | 2 | 0 | Medium |
63 | Female | High School | Married | null | 621 | 12,414 | Home | Unemployed | 6 | Fair | 0.416892 | 128,770 | null | Lake Matthew | AK | Nicaragua | 0 | 2 | Medium |
26 | Male | High School | Married | 40,791 | 685 | 30,567 | Auto | Unemployed | 7 | Fair | 0.504029 | 102,668 | 3 | New Elizabeth | WY | Uzbekistan | null | 1 | Medium |
51 | Female | PhD | Widowed | 62,185 | 666 | 49,812 | Auto | Self-employed | 14 | Excellent | 0.582066 | 215,503 | 3 | Boothhaven | NH | Slovenia | 4 | 2 | Low |
46 | Male | Bachelor's | Married | 50,802 | 784 | 12,800 | Business | Unemployed | 0 | Excellent | 0.479134 | 71,391 | 1 | Annehaven | SD | Thailand | 0 | 2 | Medium |
27 | Male | High School | Divorced | null | 626 | 46,064 | Personal | Employed | 18 | Excellent | 0.354302 | 50,695 | 0 | West Mathewchester | TN | Swaziland | 2 | 0 | High |
66 | Male | High School | Single | 90,883 | 762 | 29,662 | Business | Self-employed | 18 | Good | 0.259877 | 119,162 | 4 | Stricklandtown | AL | French Guiana | 3 | 1 | Medium |
58 | Male | PhD | Widowed | 62,749 | 606 | null | Home | Self-employed | 0 | Poor | 0.313901 | 115,327 | 4 | Hicksport | DC | Brazil | 4 | 2 | Low |
33 | Male | Bachelor's | Divorced | 62,738 | 781 | 6,974 | Personal | Employed | 15 | Fair | 0.42715 | null | 2 | Douglasberg | MN | Nicaragua | null | 2 | Low |
40 | Female | Bachelor's | Single | 27,938 | 688 | 18,057 | Business | Unemployed | 17 | Excellent | 0.497625 | null | 1 | East Sharifort | MI | Greenland | 2 | 2 | High |
62 | Male | Master's | Single | 25,176 | 732 | 22,507 | Auto | Unemployed | 14 | Poor | 0.560293 | 291,845 | 2 | Dustinville | SC | Seychelles | 2 | 0 | Medium |
29 | Male | Bachelor's | Married | 20,015 | 628 | null | Business | Employed | 9 | Poor | 0.589304 | 41,873 | 4 | North Sherry | MH | Hungary | null | 2 | Low |
32 | Female | Bachelor's | Divorced | 95,583 | 688 | 34,497 | Home | Unemployed | 3 | Poor | 0.498974 | 182,352 | 2 | Steeletown | CO | Czech Republic | 0 | 1 | Low |
43 | Male | High School | Widowed | 106,842 | 673 | 49,293 | Auto | Employed | 9 | Poor | 0.436827 | 175,259 | 2 | Adamsshire | MD | Saint Martin | 4 | 2 | High |
62 | Non-binary | High School | Single | 33,155 | null | 8,287 | Auto | Self-employed | 7 | Excellent | 0.157468 | 221,540 | 0 | South Debra | IA | Syrian Arab Republic | 4 | 0 | Low |
56 | Male | PhD | Single | 49,424 | 782 | 14,358 | Auto | Employed | 14 | Poor | 0.277538 | 201,766 | 1 | Catherinemouth | FM | Bolivia | null | 0 | Low |
61 | Male | High School | Single | 75,277 | 736 | 18,941 | Business | Self-employed | 10 | Poor | 0.575873 | 115,628 | 0 | Roberthaven | NE | Central African Republic | null | 1 | Medium |
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