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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
58 | Non-binary | Bachelor's | Divorced | 42,219 | 620 | 30,416 | Home | Unemployed | 10 | Good | 0.422462 | 59,049 | null | Carolyntown | KY | Indonesia | null | 2 | Low |
48 | Female | PhD | Single | 88,319 | null | 35,033 | Auto | Employed | 15 | Good | 0.541211 | 26,859 | null | South William | FM | Nauru | 3 | 1 | Low |
34 | Non-binary | Master's | Widowed | 46,049 | 751 | 43,321 | Home | Employed | 5 | Fair | 0.541232 | 129,120 | 2 | New Joseph | WV | Japan | 4 | 0 | Medium |
35 | Male | PhD | Single | 110,727 | 755 | 44,452 | Business | Employed | 4 | Poor | 0.174753 | 108,342 | 2 | North Andrewtown | IA | Philippines | 4 | 0 | Medium |
40 | Non-binary | High School | Single | 105,333 | null | 5,213 | Personal | Unemployed | 2 | Fair | 0.139236 | 117,850 | null | West Richard | CO | Burkina Faso | 0 | 2 | Low |
34 | Female | Bachelor's | Single | 83,642 | 751 | 12,190 | Auto | Unemployed | 5 | Poor | 0.344117 | 182,869 | 1 | Willisside | PR | Monaco | 0 | 2 | Medium |
34 | Male | Bachelor's | Widowed | 25,678 | 613 | 25,372 | Personal | Self-employed | 9 | Excellent | 0.391187 | 138,067 | 1 | Anthonyberg | WA | Holy See (Vatican City State) | 4 | 2 | High |
61 | Male | High School | Single | null | 650 | 44,552 | Home | Employed | 19 | Poor | 0.192656 | 292,163 | null | East Stevenchester | FM | Anguilla | 2 | 2 | Low |
53 | Male | High School | Widowed | 36,066 | null | 33,224 | Personal | Employed | 16 | Good | 0.44739 | null | 4 | Macdonaldfort | NJ | Grenada | 3 | 0 | Low |
40 | Non-binary | PhD | Divorced | 105,265 | 763 | 27,903 | Auto | Employed | 1 | Poor | 0.439942 | 249,185 | 2 | Mitchelltown | VI | Suriname | 4 | 1 | Medium |
27 | Non-binary | Master's | Married | 83,497 | 702 | 13,659 | Business | Self-employed | 10 | Poor | 0.256398 | null | 2 | Anthonyshire | NV | Tonga | 2 | 1 | Medium |
40 | Male | High School | Divorced | null | 707 | 13,732 | Home | Unemployed | 4 | Fair | 0.597782 | null | null | Boyershire | KY | Palau | 3 | 1 | Low |
67 | Female | Master's | Widowed | null | null | 16,456 | Personal | Unemployed | 7 | Fair | 0.550159 | 139,822 | 1 | Harrisonland | NJ | Guatemala | 2 | 1 | Low |
52 | Male | Master's | Married | 80,945 | 701 | 46,784 | Business | Employed | 9 | Excellent | 0.101207 | 73,496 | 2 | Vasquezport | VA | Vietnam | 1 | 1 | Low |
43 | Female | High School | Married | 71,993 | 729 | 27,055 | Home | Unemployed | 17 | Excellent | 0.561604 | 221,593 | 1 | North Edwardtown | RI | Gabon | 3 | 0 | Low |
22 | Male | PhD | Divorced | 32,869 | 741 | 39,837 | Auto | Employed | 0 | Fair | 0.313593 | 273,528 | 4 | Timothyton | OK | Hungary | 4 | 1 | High |
22 | Non-binary | Bachelor's | Widowed | 86,846 | 684 | 47,335 | Auto | Unemployed | 0 | Poor | 0.463929 | 37,738 | 3 | Grantside | SC | Cameroon | 0 | 2 | Low |
41 | Male | PhD | Married | 31,066 | 636 | 41,610 | Home | Employed | 9 | Fair | 0.536187 | 30,732 | 1 | Port Kyle | TX | Korea | 2 | 2 | Low |
65 | Male | High School | Single | 98,254 | null | 23,453 | Auto | Self-employed | 16 | Excellent | 0.372649 | null | 4 | West Michaelburgh | OH | Guinea | 4 | 2 | Medium |
22 | Male | Master's | Divorced | 97,564 | null | 47,543 | Business | Unemployed | 4 | Good | 0.304892 | 116,175 | 3 | New Jamesview | AR | Sierra Leone | 3 | 2 | Low |
46 | Male | Bachelor's | Married | 22,039 | null | 29,107 | Home | Self-employed | 7 | Excellent | 0.381064 | 42,522 | null | Halltown | DE | Guyana | null | 1 | Medium |
69 | Female | High School | Divorced | 58,653 | 640 | 45,791 | Auto | Unemployed | 16 | Fair | 0.322889 | 248,472 | 4 | East Michaelport | WY | Cuba | 0 | 0 | Low |
41 | Female | High School | Divorced | null | 608 | null | Home | Unemployed | 1 | Fair | 0.127779 | 209,688 | 0 | Doughertyfurt | VI | Somalia | 3 | 0 | Medium |
55 | Non-binary | High School | Married | 25,870 | 725 | 25,375 | Business | Unemployed | 4 | Fair | 0.330125 | 181,851 | 1 | North James | WV | Lithuania | 2 | 1 | Medium |
44 | Female | Master's | Single | 77,899 | null | null | Home | Self-employed | 5 | Fair | 0.588181 | null | null | North Jamieville | WV | Sweden | 4 | 2 | Medium |
52 | Female | Bachelor's | Divorced | 50,194 | 699 | 38,540 | Personal | Self-employed | 7 | Good | 0.543364 | 94,821 | 0 | Sparksborough | IA | Vietnam | 4 | 2 | Low |
62 | Female | High School | Divorced | 91,922 | 673 | 46,144 | Business | Self-employed | 17 | Good | 0.586785 | 242,664 | 1 | Jaclynside | MP | Afghanistan | 3 | 0 | High |
42 | Female | High School | Married | 26,609 | 618 | 9,025 | Personal | Self-employed | 14 | Poor | 0.537137 | 219,804 | null | Lake Melaniebury | OH | Sao Tome and Principe | 2 | 0 | High |
48 | Female | Bachelor's | Married | 91,229 | null | 43,197 | Home | Unemployed | 18 | Excellent | 0.363109 | 101,375 | 4 | East Stacyland | PR | Tanzania | 0 | 0 | Low |
36 | Female | Bachelor's | Married | 25,385 | 616 | 45,091 | Auto | Self-employed | 19 | Poor | 0.414047 | 255,416 | 1 | West Barrybury | KY | Gabon | 1 | 1 | Low |
34 | Female | Master's | Widowed | null | 748 | 49,962 | Business | Unemployed | 10 | Good | 0.587467 | 262,915 | 2 | North Jeremiah | ME | Portugal | 1 | 1 | Low |
45 | Non-binary | Bachelor's | Widowed | 49,048 | 718 | 8,107 | Auto | Self-employed | 5 | Excellent | 0.465679 | 212,305 | 2 | South Calvinfort | RI | New Caledonia | 3 | 0 | Medium |
42 | Male | Master's | Divorced | 61,713 | null | 48,751 | Home | Unemployed | 11 | Good | 0.462231 | 207,476 | 1 | Kentshire | OK | Poland | 2 | 1 | Low |
66 | Non-binary | PhD | Widowed | null | 754 | 49,166 | Business | Employed | 3 | Poor | 0.356821 | null | 2 | South Petermouth | FL | China | 3 | 1 | Low |
56 | Male | Master's | Widowed | 64,016 | 622 | 9,817 | Auto | Unemployed | 12 | Excellent | 0.209975 | 210,156 | 1 | Robinsonstad | VI | Tokelau | 0 | 0 | Medium |
42 | Male | High School | Divorced | 70,955 | 724 | 30,485 | Personal | Employed | 2 | Excellent | 0.380756 | 265,072 | null | Port Jennifer | MN | Serbia | 3 | 1 | Low |
20 | Female | High School | Widowed | 60,682 | 622 | 20,907 | Home | Employed | 6 | Good | 0.312462 | 216,240 | 1 | Jamesburgh | VT | Korea | 1 | 1 | Medium |
55 | Non-binary | Master's | Widowed | 46,261 | null | 27,905 | Home | Unemployed | 19 | Excellent | 0.362248 | 137,128 | 3 | Lake Stacey | SC | Burundi | 2 | 1 | High |
49 | Female | High School | Married | 80,848 | 664 | null | Personal | Self-employed | 18 | Good | 0.178751 | 45,593 | null | South Amyberg | ND | Congo | 2 | 2 | Low |
63 | Female | PhD | Widowed | 30,633 | 603 | null | Auto | Self-employed | 13 | Good | 0.214537 | 251,603 | 4 | Amandamouth | AL | Mali | 1 | 1 | Low |
42 | Female | High School | Divorced | 107,914 | 694 | 7,194 | Personal | Self-employed | 4 | Excellent | 0.598975 | 289,015 | 0 | North Scott | ND | Singapore | 4 | 0 | Low |
66 | Male | Master's | Widowed | 33,440 | 709 | 10,260 | Business | Self-employed | 1 | Fair | 0.261983 | 116,976 | 4 | West Cherylmouth | CO | Canada | null | 2 | Low |
56 | Female | Master's | Widowed | 116,494 | null | 8,239 | Home | Unemployed | 18 | Fair | 0.362822 | 60,910 | 0 | East Christopherstad | DC | Indonesia | 4 | 0 | Low |
64 | Male | PhD | Widowed | 79,424 | 625 | 28,738 | Personal | Unemployed | 2 | Excellent | 0.455581 | 98,803 | null | Cherylhaven | ID | Mayotte | 3 | 0 | High |
34 | Female | Bachelor's | Widowed | 29,616 | 631 | 7,604 | Personal | Employed | 12 | Poor | 0.541032 | 208,788 | 4 | North Cody | UT | French Guiana | 4 | 0 | Low |
62 | Male | Bachelor's | Widowed | 56,855 | 631 | 15,112 | Business | Employed | 14 | Fair | 0.15869 | 203,808 | 4 | West Peter | MH | Nigeria | 4 | 0 | Medium |
45 | Male | Bachelor's | Widowed | null | 709 | 28,550 | Business | Self-employed | 12 | Good | 0.541923 | 176,698 | 4 | West Stephen | MD | San Marino | 2 | 2 | Low |
50 | Non-binary | Master's | Married | null | null | 41,320 | Personal | Unemployed | 11 | Fair | 0.372484 | 257,086 | 1 | Kyleburgh | DE | Nicaragua | null | 0 | High |
60 | Non-binary | Bachelor's | Divorced | 63,237 | 740 | 48,293 | Business | Employed | 5 | Good | 0.450508 | 266,517 | 3 | Olsonstad | AK | South Georgia and the South Sandwich Islands | 1 | 1 | Low |
31 | Female | Bachelor's | Single | 71,095 | 705 | null | Business | Self-employed | 16 | Good | 0.297278 | 73,626 | null | Millston | TN | Venezuela | 1 | 1 | Medium |
44 | Female | High School | Single | 95,287 | 630 | 22,851 | Business | Employed | 6 | Good | 0.357558 | 144,151 | 4 | Brownhaven | SC | Turkey | null | 2 | Low |
18 | Male | Bachelor's | Married | 82,160 | 752 | 28,519 | Home | Employed | 2 | Excellent | 0.312874 | 23,422 | 3 | Port Joseph | LA | El Salvador | 2 | 2 | Medium |
66 | Female | Master's | Widowed | 84,175 | 605 | 40,469 | Business | Unemployed | 17 | Fair | 0.580377 | 190,341 | 2 | Rodgersburgh | NH | Hong Kong | 4 | 1 | Low |
62 | Male | High School | Married | 46,447 | 757 | 29,405 | Auto | Employed | 4 | Good | 0.360042 | null | 2 | North Lynn | AR | Eritrea | 2 | 2 | Medium |
39 | Male | Bachelor's | Widowed | 92,489 | 639 | 7,304 | Business | Employed | 19 | Poor | 0.229812 | 215,616 | 1 | Ashleyburgh | IL | Argentina | 4 | 0 | Low |
45 | Female | Bachelor's | Married | 71,253 | 652 | 27,307 | Auto | Self-employed | 12 | Poor | 0.32124 | 107,350 | 1 | Lake Pamelabury | WA | Mauritius | 0 | 0 | Medium |
60 | Non-binary | High School | Married | 26,242 | 637 | 44,308 | Home | Employed | 18 | Excellent | 0.329672 | 258,070 | 4 | North Johnnystad | PA | Aruba | 1 | 1 | Medium |
36 | Male | Bachelor's | Divorced | 47,987 | 793 | 7,973 | Business | Unemployed | 1 | Fair | 0.258701 | 104,222 | 3 | New Matthewborough | MP | Lithuania | 0 | 2 | Medium |
63 | Male | PhD | Divorced | 89,674 | null | 34,161 | Business | Unemployed | 10 | Good | 0.376039 | 183,444 | 3 | Simpsonland | CT | Slovenia | 4 | 2 | Medium |
50 | Male | PhD | Single | 70,639 | 782 | 15,844 | Personal | Unemployed | 7 | Poor | 0.440655 | 26,758 | 1 | Lake Carol | MS | Dominican Republic | 4 | 0 | Low |
40 | Non-binary | Bachelor's | Divorced | 100,485 | null | 39,842 | Auto | Unemployed | 12 | Good | 0.169874 | null | 4 | Port Kari | MN | Micronesia | 0 | 2 | Medium |
46 | Female | High School | Single | 110,159 | 790 | 29,837 | Home | Self-employed | 12 | Poor | 0.369031 | 240,011 | 1 | West Tiffany | HI | Antarctica (the territory South of 60 deg S) | 2 | 1 | Medium |
35 | Non-binary | Master's | Single | 66,526 | 732 | 29,837 | Home | Self-employed | 18 | Poor | 0.509286 | 294,341 | null | East Breannaburgh | AK | Netherlands | 1 | 2 | Low |
56 | Non-binary | PhD | Single | null | 797 | null | Personal | Self-employed | 15 | Poor | 0.448974 | 141,611 | 0 | North Angela | MN | Korea | null | 1 | Medium |
28 | Female | High School | Widowed | 112,526 | 752 | 36,288 | Personal | Employed | 10 | Fair | 0.474231 | 184,535 | 1 | East Jessicabury | NY | Equatorial Guinea | 2 | 1 | Low |
29 | Male | PhD | Divorced | 68,196 | 739 | 35,275 | Personal | Employed | 1 | Poor | 0.497856 | 262,266 | 3 | Brianstad | CT | British Indian Ocean Territory (Chagos Archipelago) | 3 | 1 | High |
56 | Female | Master's | Married | 73,871 | 689 | 45,186 | Auto | Employed | 12 | Good | 0.55879 | 121,187 | 1 | Johnsonborough | FL | Trinidad and Tobago | 1 | 2 | Medium |
33 | Non-binary | Bachelor's | Divorced | 101,447 | 640 | 21,855 | Business | Self-employed | 0 | Fair | 0.182835 | 243,032 | 2 | Olsontown | DE | Mayotte | 1 | 2 | Low |
68 | Female | Bachelor's | Widowed | 78,548 | 755 | 48,196 | Home | Unemployed | 16 | Good | 0.128245 | 88,255 | 3 | New Christopher | MD | Belgium | null | 0 | Low |
26 | Non-binary | Master's | Widowed | null | null | null | Auto | Unemployed | 14 | Poor | 0.451315 | 209,477 | 2 | Port Vickie | SD | Guyana | 1 | 1 | Medium |
37 | Non-binary | Master's | Widowed | 50,486 | 609 | null | Business | Unemployed | 2 | Excellent | 0.465685 | 249,133 | 0 | Port Levi | VT | United States of America | 4 | 0 | Low |
39 | Male | Bachelor's | Divorced | 34,332 | null | 35,126 | Auto | Unemployed | 14 | Excellent | 0.564474 | 285,612 | 3 | Mejiatown | FL | Saint Vincent and the Grenadines | 2 | 0 | Medium |
51 | Non-binary | PhD | Married | 83,252 | 760 | 27,869 | Personal | Self-employed | 16 | Fair | 0.416922 | 23,546 | 3 | East Timothychester | NC | United Arab Emirates | 0 | 2 | High |
61 | Male | Bachelor's | Single | 39,856 | 680 | 17,699 | Auto | Employed | 0 | Good | 0.196233 | 154,041 | null | Williamsmouth | AK | Taiwan | 1 | 0 | Low |
59 | Male | PhD | Widowed | 102,597 | null | 15,695 | Auto | Self-employed | 8 | Excellent | 0.405244 | 93,130 | null | Lunafurt | FM | Cook Islands | 2 | 1 | Low |
34 | Male | Master's | Divorced | 92,485 | 720 | null | Business | Self-employed | 3 | Excellent | 0.427697 | 44,893 | null | East Richardtown | WA | Canada | 1 | 2 | High |
30 | Non-binary | Bachelor's | Widowed | 41,470 | 662 | 25,724 | Home | Self-employed | 5 | Poor | 0.336825 | 145,766 | 0 | Lake Joseton | CA | Honduras | 2 | 1 | Low |
68 | Male | Bachelor's | Married | 115,525 | 742 | 28,291 | Auto | Unemployed | 2 | Good | 0.417685 | 291,120 | 1 | Stevenview | SD | Puerto Rico | null | 1 | Low |
56 | Non-binary | Bachelor's | Widowed | 36,926 | 700 | 46,525 | Business | Self-employed | 16 | Excellent | 0.139048 | 220,452 | 4 | Richardburgh | GA | Guam | 2 | 0 | Medium |
20 | Non-binary | PhD | Single | 76,865 | 628 | 9,507 | Business | Self-employed | 5 | Good | 0.256536 | 214,753 | 4 | Garciafort | PW | Tajikistan | null | 2 | Medium |
56 | Non-binary | PhD | Married | 68,720 | null | 23,083 | Business | Employed | 15 | Fair | 0.317921 | 295,634 | 3 | South Timothy | OK | Antarctica (the territory South of 60 deg S) | 3 | 0 | Low |
30 | Female | PhD | Widowed | 43,653 | null | 5,657 | Home | Self-employed | 5 | Poor | 0.25717 | 210,388 | 0 | Port Lisashire | FL | New Zealand | 2 | 1 | Low |
63 | Female | Bachelor's | Married | 115,198 | 617 | 36,000 | Personal | Employed | 1 | Poor | 0.237219 | 155,070 | 1 | North Danielfurt | WA | Christmas Island | 1 | 0 | Medium |
43 | Non-binary | Bachelor's | Married | 83,238 | 630 | 47,925 | Business | Unemployed | 3 | Good | 0.323467 | 93,074 | 0 | Port Davidbury | NY | Russian Federation | 4 | 1 | Low |
22 | Female | Master's | Widowed | 65,420 | 797 | 18,847 | Home | Employed | 6 | Poor | 0.195951 | 35,607 | 1 | Harringtonmouth | GU | Korea | 1 | 2 | Medium |
64 | Non-binary | High School | Divorced | 38,688 | 737 | 46,437 | Personal | Unemployed | 9 | Excellent | 0.480067 | 259,692 | 4 | Roachview | AS | Croatia | null | 2 | Low |
40 | Non-binary | Bachelor's | Divorced | 76,321 | null | 24,713 | Personal | Self-employed | 7 | Poor | 0.211376 | 184,929 | 1 | East Joshuastad | NM | Saint Barthelemy | 1 | 2 | Low |
28 | Non-binary | Bachelor's | Widowed | 26,861 | 618 | 26,687 | Personal | Self-employed | 6 | Excellent | 0.304577 | null | 3 | Elizabethbury | IA | Egypt | null | 1 | Low |
43 | Male | Master's | Divorced | 73,900 | 613 | 18,831 | Personal | Self-employed | 10 | Excellent | 0.468276 | 234,425 | 3 | Jenniferchester | MT | Albania | 0 | 2 | Low |
49 | Male | Master's | Single | 33,582 | 681 | 5,236 | Home | Unemployed | 11 | Good | 0.393563 | 65,973 | 3 | New Scott | MP | Ghana | 0 | 2 | Low |
66 | Non-binary | Master's | Single | 92,629 | 750 | 41,473 | Auto | Unemployed | 17 | Fair | 0.588915 | 120,306 | null | Benderport | WY | Belize | 4 | 1 | Low |
40 | Female | Master's | Married | 118,095 | null | null | Business | Self-employed | 6 | Excellent | 0.247794 | 27,012 | 2 | Katelynfort | VI | Montserrat | null | 2 | Medium |
24 | Non-binary | Master's | Single | 88,363 | 660 | null | Auto | Self-employed | 11 | Poor | 0.534099 | 108,324 | 4 | East Paulborough | AS | Brazil | null | 2 | Low |
40 | Non-binary | Bachelor's | Single | 58,368 | 735 | 32,968 | Business | Employed | 12 | Excellent | 0.257972 | 228,140 | 2 | East Marilyn | MI | Saint Barthelemy | 4 | 2 | Medium |
28 | Male | Bachelor's | Divorced | 70,859 | 779 | 40,292 | Auto | Employed | 19 | Good | 0.261394 | 57,335 | 4 | New Nicholasview | NE | Seychelles | 0 | 1 | Low |
38 | Male | Bachelor's | Married | 110,183 | 712 | 31,117 | Personal | Employed | 6 | Fair | 0.404271 | 41,247 | null | North Laura | CT | Turkmenistan | 0 | 2 | Medium |
39 | Male | High School | Divorced | 31,628 | 738 | 10,235 | Home | Unemployed | 13 | Fair | 0.196249 | 35,251 | 0 | Port Ashley | CO | Syrian Arab Republic | 4 | 2 | Low |
50 | Non-binary | Master's | Widowed | 108,373 | 638 | null | Home | Employed | 0 | Poor | 0.366749 | 150,165 | 3 | Deborahhaven | WA | Barbados | null | 1 | High |
31 | Male | Master's | Married | 40,519 | 639 | 38,782 | Home | Employed | 13 | Good | 0.282986 | null | 2 | West Tashaland | IL | Barbados | null | 2 | Medium |
39 | Male | PhD | Married | 52,194 | 690 | 47,771 | Personal | Employed | 11 | Fair | 0.337147 | 262,230 | 3 | Beckerbury | DE | British Virgin Islands | 2 | 2 | Medium |
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