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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
67 | Non-binary | PhD | Divorced | 117,384 | 768 | 43,310 | Personal | Self-employed | 14 | Fair | 0.23025 | 193,887 | null | East Eileen | CT | Angola | 0 | 1 | High |
21 | Male | High School | Married | null | 717 | 18,045 | Business | Unemployed | 2 | Excellent | 0.336113 | 94,833 | 1 | Johnsonshire | NC | Samoa | 3 | 2 | Medium |
50 | Female | Master's | Widowed | 43,950 | 630 | 6,850 | Personal | Employed | 10 | Fair | 0.556381 | 255,166 | null | Kevinport | UT | United States of America | 1 | 1 | Medium |
18 | Male | High School | Single | 108,479 | 756 | null | Personal | Unemployed | 1 | Fair | 0.199406 | 155,479 | null | Hardingland | PR | Palestinian Territory | null | 1 | Medium |
33 | Non-binary | Bachelor's | Single | 106,994 | 727 | 26,924 | Personal | Self-employed | 16 | Good | 0.461402 | 294,932 | 0 | Andersonfurt | MO | Bulgaria | 3 | 0 | Low |
62 | Non-binary | Bachelor's | Single | 81,710 | 722 | 18,018 | Auto | Unemployed | 16 | Fair | 0.228688 | 21,583 | 4 | Lake Michael | OR | Cuba | 3 | 0 | Low |
30 | Female | PhD | Divorced | 111,005 | 731 | 34,657 | Personal | Employed | 6 | Excellent | 0.156844 | 72,186 | 2 | Myersfort | LA | Bouvet Island (Bouvetoya) | 3 | 1 | Low |
34 | Female | Bachelor's | Divorced | 110,073 | 662 | 16,416 | Auto | Unemployed | 10 | Fair | 0.169338 | 111,987 | 0 | New Michael | VA | Barbados | null | 1 | Low |
50 | Male | Master's | Divorced | 78,051 | null | 27,463 | Business | Employed | 3 | Excellent | 0.446545 | 286,710 | null | South Tammy | UT | Turkey | 0 | 0 | Low |
39 | Non-binary | Master's | Widowed | 110,197 | 642 | 13,407 | Business | Employed | 13 | Good | 0.514387 | 249,792 | 0 | Paulberg | RI | Romania | 0 | 1 | Low |
59 | Male | Bachelor's | Married | 110,444 | 726 | null | Auto | Self-employed | 6 | Fair | 0.49696 | null | 0 | Lake Nicole | NH | Central African Republic | 2 | 2 | Low |
49 | Male | Master's | Divorced | 73,625 | null | 40,628 | Auto | Employed | 7 | Excellent | 0.277857 | 194,744 | 2 | Sanchezburgh | TX | Ghana | 0 | 2 | Medium |
47 | Non-binary | PhD | Married | 48,892 | 623 | 42,009 | Auto | Unemployed | 5 | Fair | 0.481389 | 199,557 | 1 | South Sharon | IL | Finland | 4 | 1 | Low |
43 | Female | Master's | Divorced | 95,400 | 768 | 44,512 | Auto | Unemployed | 19 | Fair | 0.1454 | 125,061 | 1 | New Michael | MD | Indonesia | 2 | 2 | Low |
46 | Female | Master's | Widowed | 108,271 | 604 | 29,454 | Business | Employed | 7 | Good | 0.563961 | 212,570 | 0 | East Katherine | TN | Zambia | 4 | 1 | Low |
62 | Male | PhD | Married | 102,805 | 735 | 34,741 | Personal | Unemployed | 15 | Good | 0.592882 | 132,461 | 4 | Port Rebeccaville | MD | Iceland | 4 | 0 | Low |
44 | Female | Bachelor's | Divorced | 44,136 | 793 | null | Business | Employed | 10 | Fair | 0.182276 | 203,769 | 2 | Lake Justin | ND | Palestinian Territory | 2 | 2 | Medium |
67 | Female | High School | Married | 73,276 | 717 | 44,581 | Auto | Employed | 0 | Poor | 0.245911 | 298,985 | 1 | Waynestad | RI | Western Sahara | 2 | 0 | Medium |
53 | Female | Bachelor's | Single | null | null | 34,580 | Auto | Employed | 5 | Poor | 0.434801 | 96,142 | 3 | Victorbury | MS | Niger | 2 | 1 | Medium |
62 | Female | High School | Married | 45,367 | null | 49,500 | Personal | Employed | 11 | Good | 0.507975 | 38,681 | 0 | Valeriechester | NE | Armenia | 2 | 2 | Low |
23 | Non-binary | PhD | Married | 43,107 | 652 | 47,148 | Business | Unemployed | 7 | Excellent | 0.236961 | 52,635 | 3 | Port Shelbyport | NM | Niger | null | 2 | Medium |
62 | Non-binary | High School | Single | 50,054 | 669 | 32,562 | Business | Self-employed | 14 | Excellent | 0.398731 | 260,959 | 0 | New Danielle | AR | Eritrea | 1 | 1 | Medium |
42 | Male | PhD | Married | 37,745 | null | 22,859 | Personal | Unemployed | 16 | Poor | 0.106142 | 80,013 | 4 | East Zacharyville | TX | British Indian Ocean Territory (Chagos Archipelago) | null | 0 | Low |
46 | Non-binary | High School | Married | 27,089 | 720 | 35,207 | Home | Self-employed | 15 | Excellent | 0.577377 | 75,245 | 3 | New Deborah | CT | Morocco | 0 | 1 | Medium |
27 | Non-binary | PhD | Divorced | 54,019 | 738 | null | Business | Employed | 4 | Good | 0.320158 | 130,143 | 4 | Andersonfort | HI | France | 3 | 2 | Low |
26 | Male | PhD | Widowed | 54,407 | null | 29,001 | Home | Self-employed | 14 | Good | 0.329529 | null | 2 | North Stevenhaven | MS | Montserrat | null | 1 | Medium |
29 | Male | Bachelor's | Divorced | 87,857 | 665 | 39,679 | Business | Unemployed | 12 | Excellent | 0.441831 | 231,160 | 1 | Mariahburgh | ID | Cote d'Ivoire | null | 0 | Low |
45 | Non-binary | PhD | Single | 24,476 | 616 | 38,874 | Home | Employed | 1 | Excellent | 0.386979 | 210,576 | 1 | East Leeville | VT | Portugal | 4 | 1 | Medium |
40 | Female | PhD | Widowed | null | 644 | 23,180 | Personal | Self-employed | 1 | Excellent | 0.273142 | 74,170 | 4 | North Ian | WA | Eritrea | 1 | 0 | Low |
19 | Male | High School | Divorced | 92,855 | 615 | 46,036 | Personal | Employed | 11 | Good | 0.246013 | 152,805 | 2 | West Brentburgh | DC | Liberia | 4 | 2 | Low |
48 | Male | Bachelor's | Married | 56,790 | 744 | 11,069 | Business | Unemployed | 12 | Good | 0.103322 | 91,957 | 3 | Port Johnshire | PW | Nicaragua | 0 | 2 | Low |
53 | Male | High School | Divorced | 81,877 | 691 | 32,324 | Auto | Employed | 0 | Fair | 0.154811 | null | null | West Ryan | MI | Vanuatu | 3 | 1 | Low |
56 | Male | Bachelor's | Single | 37,878 | null | null | Auto | Employed | 14 | Fair | 0.383373 | 113,274 | 0 | Lake Chelseaberg | AK | Somalia | 0 | 0 | Medium |
51 | Non-binary | PhD | Married | null | 630 | 20,738 | Business | Employed | 13 | Excellent | 0.259367 | 182,356 | 2 | East Angie | PW | Austria | 0 | 2 | Low |
24 | Non-binary | Master's | Married | 88,595 | 765 | 49,046 | Auto | Self-employed | 3 | Poor | 0.233089 | 214,936 | 0 | New Justin | ME | Syrian Arab Republic | 4 | 1 | Medium |
67 | Female | Master's | Single | 66,576 | 651 | 28,129 | Business | Self-employed | 16 | Poor | 0.336274 | 253,493 | 0 | Lake Aaronshire | WA | Uzbekistan | 3 | 0 | High |
18 | Male | Master's | Single | 95,876 | 797 | 21,839 | Home | Employed | 6 | Excellent | 0.147537 | 64,401 | 1 | Port Michael | VT | Equatorial Guinea | null | 1 | Low |
64 | Non-binary | Bachelor's | Married | 108,762 | 724 | 21,553 | Home | Employed | 17 | Fair | 0.587845 | 149,028 | 3 | South Brian | IL | Luxembourg | 3 | 1 | High |
29 | Female | Master's | Widowed | 76,422 | null | 14,701 | Auto | Employed | 18 | Excellent | 0.336128 | null | 0 | North Larry | PW | Yemen | 3 | 0 | Low |
39 | Female | Bachelor's | Married | 64,273 | 777 | 46,308 | Business | Self-employed | 6 | Excellent | 0.150295 | 154,005 | 2 | Matthewview | DE | Dominican Republic | 0 | 0 | Medium |
59 | Male | Bachelor's | Single | 59,950 | 796 | null | Auto | Employed | 11 | Good | 0.106251 | null | 2 | New Jacquelinehaven | AL | Somalia | 1 | 1 | Low |
24 | Non-binary | Bachelor's | Married | 94,714 | 779 | 12,184 | Personal | Unemployed | 3 | Excellent | 0.357803 | 297,324 | 2 | South Christopher | UT | Nepal | 1 | 0 | Low |
53 | Non-binary | High School | Widowed | 90,043 | 643 | 25,773 | Business | Employed | 11 | Good | 0.299838 | null | 2 | South Valeriechester | PA | Indonesia | 2 | 1 | Low |
65 | Non-binary | High School | Single | 54,593 | 628 | 49,092 | Auto | Self-employed | 0 | Good | 0.415578 | 155,171 | 2 | Alexanderbury | MP | Papua New Guinea | 1 | 0 | Low |
48 | Male | Master's | Divorced | 116,665 | 787 | 12,157 | Personal | Unemployed | 3 | Good | 0.445538 | 21,333 | 1 | North Shannonmouth | MS | San Marino | 1 | 0 | Low |
48 | Female | PhD | Married | null | 691 | 27,307 | Home | Self-employed | 14 | Good | 0.121821 | 178,877 | 4 | Adrianfurt | LA | Serbia | 4 | 0 | Low |
69 | Non-binary | PhD | Married | 42,487 | 640 | 17,620 | Auto | Employed | 1 | Poor | 0.329724 | 52,473 | 0 | East Jennaton | IN | Equatorial Guinea | 1 | 1 | Medium |
49 | Male | Bachelor's | Single | 28,301 | 661 | 48,974 | Business | Self-employed | 17 | Poor | 0.517501 | 204,270 | 4 | South Amanda | ID | Lithuania | 1 | 1 | Medium |
51 | Non-binary | Master's | Widowed | 90,561 | 659 | 5,141 | Auto | Unemployed | 7 | Excellent | 0.152169 | 33,050 | 3 | Baldwinbury | NH | Fiji | null | 2 | High |
35 | Non-binary | Bachelor's | Widowed | null | 606 | 42,141 | Personal | Self-employed | 1 | Excellent | 0.51294 | 143,365 | 3 | North Toni | PA | Falkland Islands (Malvinas) | 1 | 1 | Low |
46 | Male | Master's | Married | null | 757 | null | Personal | Unemployed | 15 | Excellent | 0.297836 | 241,201 | 3 | Pereztown | CA | United States of America | 4 | 2 | Medium |
55 | Non-binary | Master's | Divorced | 104,192 | 741 | 38,688 | Auto | Employed | 2 | Poor | 0.559546 | 158,706 | 4 | Robertstown | MT | Australia | null | 0 | Low |
29 | Female | Bachelor's | Divorced | null | 727 | 12,009 | Personal | Employed | 10 | Excellent | 0.200301 | 107,759 | 4 | North Cassandrastad | WI | Singapore | 4 | 0 | Medium |
32 | Female | High School | Married | 78,479 | 701 | 17,549 | Home | Employed | 15 | Excellent | 0.128213 | 269,377 | 3 | South Alejandro | CO | Togo | null | 2 | Low |
59 | Female | PhD | Single | null | 659 | 17,748 | Personal | Employed | 1 | Excellent | 0.50621 | 213,258 | 1 | Tracytown | SC | Saudi Arabia | 3 | 1 | Low |
56 | Male | Master's | Married | 65,101 | 614 | null | Business | Self-employed | 17 | Poor | 0.369827 | 120,760 | 2 | Fosterhaven | HI | Egypt | 3 | 2 | Low |
39 | Non-binary | PhD | Married | 58,458 | 779 | 42,648 | Home | Unemployed | 4 | Excellent | 0.293071 | 195,287 | 0 | Lake Lee | SD | Somalia | 3 | 2 | Medium |
46 | Non-binary | High School | Divorced | 107,242 | 613 | 10,917 | Auto | Employed | 17 | Good | 0.24031 | 129,237 | 3 | Matthewshire | MO | Peru | 2 | 2 | Low |
46 | Non-binary | PhD | Married | null | 749 | 14,094 | Personal | Unemployed | 17 | Good | 0.481996 | null | null | Charlesbury | NJ | Tonga | 4 | 1 | Low |
25 | Non-binary | Bachelor's | Widowed | null | 763 | 10,963 | Home | Unemployed | 10 | Poor | 0.158429 | 56,506 | 3 | Grahamshire | TN | Cambodia | 3 | 0 | Low |
66 | Male | Bachelor's | Widowed | 38,423 | 790 | 8,534 | Business | Employed | 16 | Good | 0.385556 | 231,882 | 2 | Parkerfort | ME | Sao Tome and Principe | 0 | 2 | Low |
28 | Non-binary | Master's | Single | 68,001 | 690 | 23,940 | Business | Unemployed | 15 | Good | 0.292108 | 191,836 | 4 | North Ernest | TX | Isle of Man | 4 | 2 | High |
65 | Male | Bachelor's | Single | 21,195 | 753 | null | Personal | Self-employed | 2 | Excellent | 0.432256 | 22,528 | 3 | New Davidberg | CT | Vanuatu | 3 | 0 | Low |
45 | Male | Master's | Married | 110,203 | 639 | 31,269 | Auto | Self-employed | 17 | Fair | 0.281937 | 237,232 | null | Waltersshire | MT | Cote d'Ivoire | 1 | 1 | Low |
63 | Male | Master's | Married | 66,996 | 675 | 31,457 | Auto | Unemployed | 1 | Poor | 0.127057 | null | 4 | Cynthiafort | VT | United States Minor Outlying Islands | 3 | 2 | Low |
37 | Female | PhD | Widowed | 70,559 | 744 | 40,422 | Auto | Unemployed | 12 | Fair | 0.241869 | 49,173 | 4 | Debbieburgh | LA | Burkina Faso | 4 | 2 | Medium |
31 | Male | Master's | Divorced | 110,680 | 782 | 37,605 | Business | Employed | 8 | Excellent | 0.302576 | 123,105 | 3 | Jamesstad | VA | Greece | 0 | 0 | Medium |
67 | Non-binary | Bachelor's | Married | 58,664 | 652 | 9,748 | Business | Employed | 8 | Fair | 0.40757 | 281,653 | 2 | Charleschester | SC | Senegal | null | 2 | Low |
39 | Female | PhD | Married | 92,076 | null | 8,454 | Personal | Self-employed | 13 | Good | 0.223129 | 49,166 | 0 | North Robert | ND | Cook Islands | 3 | 1 | Medium |
25 | Male | High School | Married | 92,231 | 672 | null | Personal | Self-employed | 2 | Good | 0.506064 | 180,522 | 4 | Charlesstad | MN | Vanuatu | 0 | 0 | Low |
29 | Male | PhD | Widowed | 83,211 | 754 | 49,587 | Home | Employed | 3 | Fair | 0.437862 | 209,931 | 4 | Bennettbury | CA | Jordan | 4 | 0 | Medium |
65 | Male | Bachelor's | Widowed | 98,314 | 625 | 27,295 | Auto | Employed | 3 | Excellent | 0.455985 | 292,546 | 3 | North Ronaldfort | SC | Serbia | 2 | 1 | High |
65 | Male | Bachelor's | Divorced | 42,887 | 677 | 27,628 | Business | Self-employed | 14 | Fair | 0.135176 | 218,768 | null | Michaelhaven | FL | Cuba | 2 | 0 | High |
66 | Non-binary | PhD | Married | 111,544 | 748 | 22,812 | Home | Self-employed | 7 | Fair | 0.551404 | 281,631 | 3 | Hernandezchester | OH | Malawi | 0 | 0 | Low |
42 | Male | Master's | Single | 113,528 | 648 | 29,365 | Auto | Self-employed | 18 | Excellent | 0.452257 | null | null | Cooperchester | WY | Western Sahara | 1 | 1 | Low |
24 | Non-binary | PhD | Single | 26,421 | 688 | null | Business | Unemployed | 15 | Good | 0.232941 | 235,915 | 3 | East Ryanborough | MA | Ecuador | null | 0 | Low |
66 | Female | Master's | Single | 33,107 | 794 | 13,463 | Business | Self-employed | 16 | Fair | 0.212985 | 24,387 | 4 | East Dan | ID | Saint Martin | 0 | 0 | Low |
34 | Female | PhD | Divorced | 22,703 | 665 | 31,274 | Auto | Self-employed | 11 | Excellent | 0.417962 | 103,999 | 0 | New Kiara | CA | Oman | 4 | 0 | High |
59 | Female | High School | Single | 68,120 | 657 | 34,122 | Home | Employed | 17 | Excellent | 0.550016 | 100,167 | 1 | Perkinsbury | ME | Cote d'Ivoire | 3 | 2 | Medium |
28 | Female | Bachelor's | Single | null | null | 26,313 | Auto | Employed | 5 | Excellent | 0.395178 | 143,358 | 2 | Dianaport | TN | Comoros | 1 | 0 | Low |
41 | Female | Bachelor's | Single | 76,251 | null | 46,890 | Business | Employed | 19 | Excellent | 0.471315 | 172,640 | 3 | Heatherside | NJ | Samoa | 0 | 2 | Low |
55 | Non-binary | High School | Married | null | 630 | 43,060 | Home | Unemployed | 10 | Good | 0.290484 | 201,544 | 2 | Jimenezstad | VI | Armenia | 1 | 1 | Low |
42 | Male | Master's | Single | 57,462 | null | null | Home | Self-employed | 11 | Good | 0.505556 | null | 4 | North Barbarahaven | MN | Egypt | 0 | 0 | Low |
52 | Female | High School | Married | 110,179 | 749 | 42,559 | Personal | Self-employed | 15 | Fair | 0.525627 | 132,745 | 2 | North William | VI | Western Sahara | 2 | 1 | High |
52 | Male | High School | Divorced | 90,599 | null | 27,319 | Business | Unemployed | 14 | Good | 0.468091 | 176,205 | 1 | Christophermouth | VT | Poland | 4 | 2 | Low |
32 | Female | High School | Divorced | 96,230 | 671 | 48,015 | Home | Unemployed | 19 | Excellent | 0.538377 | 96,225 | null | Lake Brian | OR | Turkmenistan | 1 | 2 | Medium |
32 | Non-binary | PhD | Widowed | null | 639 | 38,116 | Home | Unemployed | 7 | Poor | 0.414081 | 158,540 | 1 | New Samanthastad | NC | Hong Kong | 1 | 0 | High |
28 | Female | Bachelor's | Widowed | 42,030 | 665 | 15,203 | Auto | Self-employed | 3 | Fair | 0.101514 | 120,645 | 4 | Michaelchester | WA | Armenia | 1 | 0 | Low |
63 | Male | Bachelor's | Divorced | 97,614 | 601 | 40,182 | Home | Self-employed | 17 | Fair | 0.470057 | 240,712 | 4 | North Tammy | FL | Colombia | 4 | 0 | Medium |
51 | Male | PhD | Married | 104,075 | 693 | 49,212 | Auto | Employed | 10 | Fair | 0.297267 | 45,516 | 2 | Walkermouth | NC | Palau | 2 | 1 | Low |
53 | Male | High School | Married | 71,885 | null | 18,657 | Auto | Employed | 9 | Excellent | 0.324896 | 111,903 | 0 | West Brandy | WI | Kenya | 0 | 0 | Medium |
24 | Female | High School | Married | 115,157 | 737 | 33,707 | Home | Employed | 2 | Fair | 0.287578 | 281,687 | 0 | West Brittney | AR | Sierra Leone | 1 | 0 | Medium |
58 | Male | Bachelor's | Divorced | 49,482 | 729 | 19,101 | Auto | Unemployed | 9 | Poor | 0.399701 | 261,115 | null | New Robertchester | UT | Thailand | 2 | 0 | Low |
33 | Male | Master's | Single | 91,980 | 668 | 20,234 | Home | Self-employed | 19 | Poor | 0.247261 | 182,945 | null | Dawnbury | TX | Oman | 3 | 1 | Low |
67 | Male | Master's | Widowed | 31,333 | 770 | 21,238 | Personal | Employed | 15 | Fair | 0.123869 | 101,545 | 2 | Lake Kellyfort | LA | Fiji | 0 | 1 | Medium |
47 | Female | Bachelor's | Divorced | 29,605 | 649 | 24,539 | Auto | Unemployed | 1 | Poor | 0.432843 | null | 1 | Mccoyhaven | DE | Antarctica (the territory South of 60 deg S) | 3 | 1 | Low |
29 | Non-binary | PhD | Divorced | 67,361 | null | null | Personal | Unemployed | 10 | Excellent | 0.206683 | 289,761 | 4 | Port Ashleyland | AK | Russian Federation | 3 | 0 | Low |
63 | Male | High School | Married | 33,403 | 627 | 36,664 | Personal | Employed | 2 | Poor | 0.206582 | 24,674 | 3 | Harrisonside | PA | Afghanistan | 3 | 0 | Medium |
56 | Non-binary | Master's | Widowed | 77,751 | 683 | 42,422 | Home | Employed | 15 | Excellent | 0.462629 | 206,056 | 0 | Port Sabrinaberg | LA | Lao People's Democratic Republic | 3 | 1 | Medium |
36 | Non-binary | PhD | Married | 35,091 | 770 | 49,689 | Home | Employed | 3 | Good | 0.317154 | null | 3 | Jeffreytown | OH | Puerto Rico | 3 | 2 | Medium |
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