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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
49 | Male | Bachelor's | Divorced | 83,008 | null | 36,825 | Personal | Employed | 1 | Poor | 0.379018 | 81,382 | 3 | Snyderton | OH | Puerto Rico | 3 | 0 | Medium |
64 | Female | High School | Widowed | 20,254 | 785 | 23,834 | Business | Unemployed | 18 | Good | 0.307601 | 161,948 | 4 | South Adamside | MH | Egypt | null | 1 | Medium |
36 | Male | Bachelor's | Widowed | 61,401 | 712 | 8,109 | Home | Employed | 2 | Excellent | 0.243868 | 160,049 | 2 | West Brandonport | MN | Taiwan | 4 | 0 | Low |
29 | Non-binary | High School | Widowed | 65,440 | 682 | 43,010 | Personal | Employed | 0 | Good | 0.127358 | 156,659 | 0 | West Brandy | NJ | Kuwait | 1 | 2 | High |
64 | Non-binary | PhD | Married | 96,310 | 768 | 31,273 | Home | Self-employed | 16 | Fair | 0.304869 | 89,193 | 3 | Adamsshire | VT | American Samoa | 3 | 2 | Low |
20 | Non-binary | High School | Married | 52,664 | null | 32,922 | Personal | Employed | 5 | Poor | 0.197062 | 33,117 | 4 | Fosterchester | KS | Niue | 0 | 2 | Low |
59 | Female | High School | Divorced | 97,972 | 760 | 36,310 | Home | Employed | 11 | Poor | 0.201157 | 245,936 | null | West Matthew | PA | Sudan | 0 | 2 | Medium |
53 | Female | High School | Single | 38,615 | 726 | 49,396 | Personal | Employed | 6 | Poor | 0.400176 | 129,150 | 3 | Lake Nicholas | ID | Burundi | 3 | 0 | Low |
27 | Non-binary | High School | Single | null | null | 44,559 | Business | Employed | 8 | Excellent | 0.138422 | 151,786 | 2 | Eatonton | NM | Greenland | 4 | 0 | Low |
41 | Male | Bachelor's | Single | 37,916 | 716 | 11,458 | Personal | Self-employed | 0 | Excellent | 0.449319 | 212,673 | 4 | Curtisland | VT | Dominican Republic | 3 | 2 | Medium |
41 | Female | PhD | Married | 107,943 | 614 | 14,574 | Auto | Employed | 2 | Fair | 0.148947 | null | 4 | Kristenberg | MH | Svalbard & Jan Mayen Islands | 1 | 2 | Low |
58 | Male | Master's | Divorced | null | 779 | null | Personal | Self-employed | 4 | Good | 0.11529 | null | 2 | West Ronnie | GA | Slovakia (Slovak Republic) | null | 1 | Low |
24 | Non-binary | Bachelor's | Divorced | 119,132 | 648 | 10,749 | Auto | Self-employed | 2 | Good | 0.340333 | 50,682 | 1 | Lindseyberg | PR | Uganda | 4 | 1 | Medium |
19 | Non-binary | PhD | Single | 62,331 | null | 40,657 | Personal | Employed | 10 | Excellent | 0.210094 | 167,597 | 2 | Lake Ryanburgh | MD | South Africa | 4 | 2 | Medium |
28 | Male | High School | Widowed | null | null | 5,121 | Personal | Unemployed | 5 | Excellent | 0.415069 | 197,728 | 0 | Christianland | WV | Haiti | 4 | 1 | High |
44 | Non-binary | PhD | Divorced | null | 781 | 48,413 | Personal | Self-employed | 7 | Excellent | 0.277503 | 35,843 | 1 | Perkinsberg | PA | Algeria | 2 | 1 | Low |
21 | Male | Master's | Divorced | 115,637 | 641 | 15,662 | Home | Self-employed | 18 | Good | 0.351367 | 176,811 | 2 | Gabriellebury | PA | Tuvalu | 1 | 0 | High |
44 | Female | Master's | Divorced | 52,963 | 758 | 21,322 | Business | Employed | 3 | Excellent | 0.32793 | 210,173 | 3 | South Debraland | SD | Brunei Darussalam | 2 | 2 | Low |
41 | Female | Bachelor's | Married | 51,886 | 766 | 19,685 | Personal | Self-employed | 5 | Good | 0.387276 | 298,243 | 3 | West Kimside | CA | Central African Republic | 0 | 2 | Low |
44 | Female | Bachelor's | Widowed | 42,592 | 610 | 26,103 | Home | Employed | 4 | Excellent | 0.301752 | 109,419 | 4 | Campbellstad | GA | Burkina Faso | 0 | 1 | Low |
20 | Non-binary | High School | Single | 42,995 | 611 | 39,612 | Auto | Unemployed | 5 | Fair | 0.426401 | 212,161 | 4 | Natalieshire | CO | Vietnam | 4 | 2 | Low |
64 | Non-binary | Bachelor's | Divorced | 92,925 | 647 | 5,346 | Auto | Unemployed | 6 | Good | 0.568806 | null | 1 | Annatown | KY | Saint Helena | 1 | 0 | Low |
61 | Male | PhD | Married | 43,746 | null | 32,140 | Auto | Employed | 10 | Fair | 0.517069 | 160,444 | 0 | Silvaton | SD | Kenya | 3 | 1 | High |
52 | Male | Master's | Married | null | 665 | 44,245 | Business | Self-employed | 5 | Fair | 0.476374 | null | 3 | Hurstbury | TX | Mali | 1 | 0 | High |
30 | Non-binary | Bachelor's | Divorced | 97,661 | 615 | 31,736 | Auto | Employed | 1 | Fair | 0.179173 | 259,346 | 4 | Michaelberg | KY | Ecuador | 1 | 1 | Low |
59 | Non-binary | High School | Married | 111,992 | null | 48,791 | Auto | Unemployed | 7 | Poor | 0.239907 | 258,095 | 1 | Nguyenville | SC | Christmas Island | null | 2 | Medium |
35 | Non-binary | Master's | Single | 103,750 | 699 | 22,924 | Home | Self-employed | 3 | Good | 0.556581 | 234,201 | 2 | Brownmouth | DC | Turkey | 3 | 1 | Medium |
68 | Male | Master's | Married | null | 679 | 19,761 | Home | Self-employed | 1 | Excellent | 0.451759 | 122,130 | null | West Dylan | NE | Macao | 2 | 1 | Medium |
36 | Male | Master's | Married | 63,327 | 617 | 10,375 | Business | Self-employed | 6 | Excellent | 0.486339 | 227,446 | 2 | Lake Johnton | DC | Sierra Leone | 2 | 1 | Medium |
40 | Female | PhD | Divorced | 96,902 | 663 | 30,065 | Business | Self-employed | 6 | Fair | 0.58445 | 38,895 | null | West Crystal | PA | Nepal | 2 | 2 | Medium |
45 | Male | PhD | Married | 44,687 | 772 | 32,866 | Home | Unemployed | 12 | Fair | 0.20419 | 286,486 | 1 | South Nicole | CO | Austria | 2 | 1 | Low |
31 | Male | Master's | Divorced | 56,534 | 773 | null | Home | Self-employed | 11 | Good | 0.461819 | 287,236 | 0 | Myersburgh | MS | Mali | null | 1 | Low |
55 | Male | High School | Divorced | null | 773 | 34,232 | Auto | Unemployed | 18 | Good | 0.242607 | 257,995 | 2 | East Brenda | HI | Pitcairn Islands | 3 | 1 | Medium |
28 | Non-binary | Bachelor's | Divorced | 22,035 | null | 31,304 | Personal | Self-employed | 14 | Fair | 0.478038 | null | 2 | New Tyler | NM | Guernsey | 4 | 1 | Low |
57 | Male | Bachelor's | Single | 77,911 | 729 | null | Auto | Unemployed | 2 | Poor | 0.485505 | null | 0 | Daniellefort | GA | Colombia | 4 | 2 | Low |
40 | Male | Bachelor's | Widowed | 32,587 | 714 | 44,110 | Home | Unemployed | 18 | Fair | 0.400003 | 44,864 | 3 | Wilsonstad | DE | Mauritania | null | 2 | Low |
45 | Female | Bachelor's | Single | null | 712 | 28,407 | Auto | Employed | 13 | Fair | 0.360672 | 254,529 | null | New Jennifermouth | PW | Brunei Darussalam | 1 | 0 | Low |
38 | Non-binary | High School | Single | 30,991 | null | 29,636 | Home | Self-employed | 9 | Fair | 0.43627 | 289,114 | 2 | Johnsonshire | MP | Eritrea | 0 | 1 | Medium |
40 | Male | High School | Widowed | null | 785 | 5,961 | Business | Self-employed | 7 | Fair | 0.522923 | 100,327 | 2 | Kellerburgh | CA | French Polynesia | null | 1 | Low |
28 | Female | Bachelor's | Single | 68,702 | 785 | 42,098 | Business | Employed | 2 | Poor | 0.21752 | 276,585 | null | Kramerhaven | KS | Netherlands | 2 | 0 | Low |
61 | Male | Bachelor's | Married | 102,203 | 794 | 28,054 | Home | Unemployed | 10 | Fair | 0.56435 | 166,523 | 2 | Lake Coreyville | MP | Malaysia | 2 | 1 | High |
32 | Non-binary | Master's | Married | 52,343 | 618 | 44,428 | Home | Unemployed | 18 | Poor | 0.441586 | 188,678 | 4 | Lucasside | MT | Belarus | 3 | 0 | Low |
48 | Non-binary | Bachelor's | Single | 112,663 | null | null | Personal | Unemployed | 11 | Good | 0.599859 | 238,343 | 0 | Port Jacquelinemouth | HI | Syrian Arab Republic | 3 | 0 | Low |
61 | Female | Bachelor's | Married | 53,400 | 783 | 19,687 | Business | Unemployed | 3 | Fair | 0.302651 | 165,965 | 3 | East Anthony | GU | Panama | 1 | 1 | Low |
55 | Non-binary | Bachelor's | Widowed | 44,967 | 774 | 32,629 | Auto | Self-employed | 19 | Fair | 0.260971 | null | 2 | Mackenzieville | NM | American Samoa | 1 | 0 | Low |
62 | Non-binary | High School | Single | null | 652 | 25,757 | Personal | Employed | 2 | Poor | 0.499459 | 185,053 | 3 | Tapiachester | VA | Christmas Island | 3 | 2 | Low |
18 | Male | High School | Single | 84,949 | 690 | 11,031 | Home | Self-employed | 2 | Fair | 0.237784 | 182,831 | 1 | West Robertview | NE | Malaysia | null | 1 | High |
67 | Female | PhD | Single | 53,290 | null | null | Business | Unemployed | 1 | Excellent | 0.298455 | 109,288 | null | Hectorberg | KY | Swaziland | 4 | 0 | Low |
45 | Female | Bachelor's | Single | 117,911 | 774 | 31,681 | Personal | Unemployed | 9 | Poor | 0.555971 | null | 3 | New Joshuaburgh | MP | Algeria | null | 1 | Low |
39 | Male | Bachelor's | Single | 102,850 | null | 16,034 | Home | Unemployed | 6 | Fair | 0.311858 | 125,077 | 2 | Ericahaven | NY | Croatia | 4 | 0 | Low |
59 | Male | PhD | Divorced | 95,453 | 651 | 21,922 | Home | Employed | 10 | Good | 0.593772 | null | null | New Tracy | FM | Montenegro | null | 2 | Low |
43 | Non-binary | Bachelor's | Single | 87,902 | 786 | 25,781 | Home | Employed | 1 | Excellent | 0.555103 | 113,548 | null | Michellefort | RI | Anguilla | 2 | 2 | Medium |
27 | Non-binary | Master's | Divorced | 46,188 | 723 | 46,286 | Home | Unemployed | 11 | Excellent | 0.499023 | 91,193 | 4 | South Cassandramouth | KY | Bosnia and Herzegovina | 0 | 0 | High |
50 | Non-binary | PhD | Widowed | null | 638 | 16,592 | Home | Employed | 7 | Poor | 0.399574 | 159,813 | 4 | Littlehaven | DE | Bouvet Island (Bouvetoya) | 4 | 0 | Low |
42 | Female | High School | Divorced | 30,895 | null | 40,508 | Personal | Employed | 3 | Good | 0.569462 | 127,819 | 0 | Hallfort | RI | Russian Federation | 0 | 2 | Low |
50 | Female | PhD | Single | null | 737 | 13,973 | Business | Unemployed | 0 | Excellent | 0.283571 | 172,737 | 2 | Davidview | WY | Fiji | 2 | 0 | Medium |
26 | Female | Bachelor's | Single | 75,956 | 739 | null | Auto | Unemployed | 19 | Excellent | 0.10221 | 71,361 | 2 | North Sabrinastad | NV | Uruguay | null | 0 | Low |
31 | Non-binary | PhD | Single | 65,291 | 617 | 49,121 | Auto | Unemployed | 17 | Good | 0.145392 | 52,968 | 0 | East Cody | RI | Latvia | 1 | 0 | Low |
29 | Female | Master's | Widowed | 58,526 | 670 | 49,404 | Business | Employed | 15 | Good | 0.527721 | 207,936 | null | Brownborough | ND | Comoros | 0 | 0 | Low |
42 | Female | PhD | Single | 81,897 | 791 | 35,700 | Home | Unemployed | 13 | Good | 0.318477 | 218,244 | 0 | Conwaybury | MP | Tonga | 4 | 1 | Low |
53 | Non-binary | High School | Married | 42,455 | 667 | 6,408 | Home | Self-employed | 3 | Fair | 0.445407 | 205,791 | 4 | South Anthonyside | AS | Jersey | null | 2 | Low |
35 | Female | High School | Widowed | 60,894 | 629 | null | Business | Self-employed | 9 | Good | 0.403501 | null | null | Lake Morgan | GA | Tajikistan | 0 | 1 | Medium |
49 | Non-binary | Master's | Widowed | 95,350 | 732 | 32,575 | Home | Employed | 1 | Poor | 0.247525 | 102,424 | 2 | Pachecobury | GA | Sierra Leone | 2 | 2 | Low |
24 | Female | Bachelor's | Widowed | 49,002 | 674 | 19,067 | Auto | Employed | 8 | Excellent | 0.387544 | null | 4 | East Ricardofort | IA | Samoa | 2 | 1 | Medium |
57 | Female | PhD | Single | null | 603 | 27,938 | Business | Self-employed | 3 | Fair | 0.190073 | null | 3 | Brownside | WI | Cote d'Ivoire | 4 | 0 | Low |
20 | Non-binary | Bachelor's | Divorced | 28,631 | 640 | 27,879 | Auto | Unemployed | 4 | Good | 0.447018 | 203,802 | 4 | Petersburgh | GA | Chile | 4 | 0 | Low |
23 | Non-binary | Master's | Married | 38,130 | 615 | 24,773 | Home | Unemployed | 12 | Fair | 0.585735 | null | null | Harmontown | FM | Solomon Islands | 1 | 0 | Low |
25 | Non-binary | High School | Divorced | 117,772 | 796 | 16,427 | Auto | Unemployed | 6 | Fair | 0.178901 | 259,340 | null | North Shelby | MP | Korea | 2 | 1 | Medium |
38 | Female | High School | Single | 54,536 | 768 | 23,015 | Home | Self-employed | 16 | Poor | 0.197176 | 22,378 | 0 | Davidville | KS | French Southern Territories | 1 | 1 | Medium |
62 | Male | Master's | Married | 31,612 | 762 | 48,099 | Business | Employed | 9 | Poor | 0.340581 | 231,833 | 1 | Port John | OK | Vanuatu | null | 0 | High |
21 | Male | Master's | Widowed | 61,992 | 690 | 22,527 | Business | Self-employed | 3 | Good | 0.28567 | 34,034 | 2 | West Jeffery | GU | Sri Lanka | 0 | 0 | Low |
69 | Female | High School | Single | 47,802 | 705 | 18,543 | Personal | Unemployed | 9 | Poor | 0.302139 | 291,985 | 3 | North Brandon | FL | Ethiopia | null | 1 | Medium |
38 | Male | High School | Widowed | 65,955 | 698 | 23,559 | Home | Self-employed | 13 | Good | 0.21878 | 145,270 | 0 | Lopeztown | LA | Austria | 0 | 2 | Low |
24 | Female | High School | Single | 32,569 | 619 | null | Personal | Employed | 11 | Good | 0.310699 | 87,265 | 0 | Hillland | WY | Guatemala | 1 | 0 | Low |
63 | Female | PhD | Single | null | 644 | null | Home | Unemployed | 18 | Poor | 0.36156 | null | 1 | Warrenstad | NC | Timor-Leste | 4 | 0 | Medium |
41 | Non-binary | High School | Widowed | 63,085 | null | 27,468 | Home | Unemployed | 12 | Poor | 0.183576 | 222,579 | 1 | Amyberg | FL | Bhutan | 0 | 0 | Low |
25 | Female | High School | Widowed | 107,787 | 609 | 32,653 | Business | Unemployed | 15 | Poor | 0.563715 | 205,232 | 2 | Mahoneyfurt | MP | Cook Islands | 2 | 1 | Medium |
46 | Female | High School | Widowed | 96,625 | 748 | 28,597 | Business | Self-employed | 15 | Poor | 0.21829 | 140,649 | 1 | South Williamview | UT | Korea | 1 | 1 | Low |
30 | Non-binary | Master's | Married | null | 615 | 47,048 | Personal | Unemployed | 19 | Good | 0.540752 | 228,076 | 1 | North Christian | PA | Burundi | 0 | 0 | Low |
38 | Male | High School | Widowed | 89,617 | 760 | null | Personal | Employed | 12 | Good | 0.555477 | 231,021 | 1 | North Barbaraport | HI | New Zealand | 2 | 1 | Low |
36 | Female | High School | Widowed | null | 672 | 43,890 | Personal | Unemployed | 6 | Fair | 0.39181 | 139,905 | 2 | Kathyview | ME | Italy | 0 | 2 | Low |
60 | Non-binary | PhD | Divorced | 116,746 | 636 | 41,779 | Auto | Employed | 8 | Poor | 0.314916 | 111,554 | null | Mooreland | WV | Myanmar | 3 | 0 | Low |
24 | Female | PhD | Widowed | 94,888 | 603 | 28,196 | Personal | Self-employed | 5 | Fair | 0.596137 | 124,749 | 3 | Nicholasfurt | NH | Sweden | null | 2 | Low |
60 | Female | Bachelor's | Widowed | 25,202 | 744 | 17,280 | Home | Unemployed | 12 | Fair | 0.175783 | 195,764 | null | Muellerberg | ME | Western Sahara | null | 1 | Medium |
42 | Non-binary | Bachelor's | Divorced | null | 685 | 38,186 | Home | Self-employed | 12 | Poor | 0.473176 | 247,887 | 3 | Port Jamesport | ND | Ethiopia | null | 2 | Medium |
42 | Non-binary | High School | Married | null | 757 | 40,706 | Home | Employed | 17 | Excellent | 0.201349 | 258,599 | 1 | Harrisonborough | ID | Poland | 2 | 2 | High |
46 | Female | High School | Single | 58,221 | 627 | 41,564 | Home | Unemployed | 14 | Good | 0.376048 | 63,506 | null | Lake Bonnieberg | MP | Tonga | 1 | 1 | High |
62 | Female | PhD | Widowed | null | 651 | 44,172 | Home | Unemployed | 15 | Excellent | 0.132026 | 141,346 | 1 | East Glennmouth | IA | Gibraltar | 3 | 0 | Low |
63 | Non-binary | Bachelor's | Married | 33,123 | 646 | 21,854 | Personal | Self-employed | 7 | Poor | 0.23431 | 199,315 | 4 | South Daniel | VA | Honduras | 0 | 1 | Low |
55 | Female | High School | Married | null | null | 38,067 | Business | Unemployed | 15 | Poor | 0.395716 | 69,755 | 3 | West Jose | KY | Honduras | 4 | 0 | Medium |
62 | Female | PhD | Married | 112,246 | null | 18,762 | Home | Employed | 17 | Excellent | 0.386195 | 117,960 | 2 | Ryanberg | NJ | Namibia | 0 | 1 | Low |
63 | Female | High School | Widowed | 55,785 | 694 | null | Business | Employed | 4 | Poor | 0.444807 | null | null | South William | OR | Ukraine | 0 | 1 | Medium |
42 | Non-binary | PhD | Single | 115,063 | 763 | 13,149 | Home | Unemployed | 10 | Fair | 0.434101 | 24,254 | 4 | South Jamesmouth | MA | Wallis and Futuna | 4 | 1 | Low |
44 | Male | Master's | Widowed | 91,279 | 616 | null | Auto | Self-employed | 2 | Excellent | 0.532443 | 186,911 | 4 | Danielburgh | MP | Guatemala | 3 | 1 | Low |
50 | Female | Bachelor's | Widowed | 118,122 | 723 | null | Home | Self-employed | 7 | Fair | 0.376103 | null | 4 | Lynchport | OR | Liberia | null | 0 | Low |
66 | Female | Bachelor's | Single | 73,906 | 766 | 33,647 | Auto | Employed | 6 | Excellent | 0.461541 | 23,522 | 1 | West Lisa | ID | Martinique | 1 | 2 | Medium |
64 | Non-binary | Bachelor's | Married | 73,205 | 770 | null | Auto | Unemployed | 18 | Poor | 0.577785 | 253,665 | 3 | Weissshire | WA | Tuvalu | 2 | 2 | Low |
32 | Male | Master's | Widowed | 79,608 | null | 24,485 | Auto | Unemployed | 13 | Fair | 0.366526 | 123,691 | 3 | Barrport | PW | Ecuador | 3 | 0 | Medium |
43 | Male | Bachelor's | Married | 61,835 | 694 | 31,761 | Home | Employed | 16 | Poor | 0.492181 | 152,029 | 0 | North Michaelville | CT | Belarus | 2 | 2 | Low |
49 | Male | Bachelor's | Widowed | 54,162 | 666 | 32,955 | Home | Unemployed | 19 | Good | 0.353599 | 283,602 | 4 | New Dawn | TN | Italy | 3 | 2 | Medium |
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