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