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
25
Male
Master's
Married
null
725
15,494
Business
Employed
16
Excellent
0.375594
234,434
null
North Tracyview
CO
Dominica
0
1
Low
18
Female
Bachelor's
Single
108,567
660
null
Home
Employed
4
Poor
0.123235
184,135
3
West Jonathanland
DE
Bulgaria
null
1
Low
25
Male
PhD
Widowed
39,564
610
44,606
Auto
Employed
16
Fair
0.570679
276,370
0
Kathyshire
NJ
Bahrain
1
0
High
22
Female
Master's
Single
null
664
16,158
Auto
Employed
2
Poor
0.569865
146,691
4
Christinemouth
MS
Portugal
1
1
High
25
Male
High School
Married
null
646
9,226
Business
Self-employed
15
Poor
0.557797
143,015
2
North Anthonyfurt
MO
Djibouti
1
2
Medium
43
Male
Bachelor's
Divorced
94,248
742
19,202
Business
Employed
19
Poor
0.476916
213,838
4
Sharpland
LA
Nauru
0
0
Low
24
Non-binary
Master's
Widowed
85,875
null
6,268
Home
Employed
17
Fair
0.216403
26,567
2
West Andrew
VI
Mongolia
0
1
Low
54
Male
Bachelor's
Married
40,239
777
null
Business
Employed
9
Fair
0.232931
null
4
Holmesmouth
GA
Ghana
1
2
Low
56
Non-binary
PhD
Divorced
88,345
784
16,841
Personal
Self-employed
1
Good
0.206919
246,057
3
Taylorburgh
NJ
Croatia
4
1
Medium
47
Non-binary
High School
Divorced
68,005
null
13,346
Personal
Self-employed
17
Poor
0.127656
184,056
3
Kennethville
CO
Faroe Islands
3
0
Low
38
Male
High School
Single
42,797
684
40,775
Auto
Unemployed
3
Poor
0.32535
82,290
2
Mccormickville
MP
Greece
2
1
Low
51
Male
PhD
Divorced
86,299
null
48,367
Home
Employed
5
Good
0.534108
null
1
South Daniel
IL
Turkey
4
0
Low
45
Male
High School
Divorced
null
783
39,374
Business
Self-employed
14
Poor
0.433428
44,651
null
East Allenfort
WI
Svalbard & Jan Mayen Islands
2
1
Low
65
Female
PhD
Divorced
52,640
704
19,060
Auto
Self-employed
17
Poor
0.398794
null
1
Rosalesbury
TN
Zambia
3
2
Medium
62
Female
Master's
Single
78,900
603
12,020
Personal
Unemployed
11
Fair
0.153595
143,561
3
Maryburgh
DE
Lithuania
4
2
Low
35
Non-binary
PhD
Married
91,727
777
45,814
Auto
Self-employed
15
Good
0.551681
270,058
null
East Lacey
ME
Bermuda
0
2
Low
36
Non-binary
Bachelor's
Single
36,090
633
42,594
Business
Unemployed
0
Good
0.263916
294,226
4
Jamesstad
OH
Holy See (Vatican City State)
null
0
Medium
67
Female
PhD
Widowed
null
637
33,313
Auto
Self-employed
16
Poor
0.583729
246,015
1
East Samuel
PA
Bolivia
3
0
Medium
58
Male
PhD
Divorced
75,162
675
25,168
Business
Employed
0
Fair
0.25909
298,413
null
West Sarahhaven
MN
Cape Verde
1
2
High
63
Female
Bachelor's
Divorced
42,766
null
null
Business
Self-employed
7
Excellent
0.440697
34,058
4
Burgessbury
NM
Syrian Arab Republic
3
1
Low
56
Female
High School
Married
64,514
724
27,346
Personal
Self-employed
14
Poor
0.288852
257,013
1
Harrischester
MT
Niger
3
2
Medium
61
Non-binary
Bachelor's
Married
79,819
null
null
Personal
Self-employed
14
Good
0.243674
56,626
1
Thompsonmouth
ID
Reunion
3
1
Low
61
Non-binary
Master's
Married
null
783
23,193
Business
Unemployed
16
Good
0.365035
187,088
2
North Troy
VI
Western Sahara
2
1
Medium
42
Male
Bachelor's
Single
62,351
687
null
Business
Unemployed
2
Good
0.430623
172,036
3
East Olivia
NC
Nicaragua
0
2
Low
35
Non-binary
PhD
Single
93,567
727
31,399
Business
Unemployed
1
Excellent
0.425642
133,862
3
East Brandon
OR
Maldives
0
1
Low
53
Non-binary
High School
Married
40,193
null
5,349
Business
Employed
14
Poor
0.499383
29,344
3
West Emily
MA
Yemen
0
1
Low
56
Female
Bachelor's
Widowed
38,201
null
35,444
Personal
Unemployed
10
Poor
0.349371
58,588
3
Robertport
TN
Central African Republic
2
2
Low
22
Male
High School
Single
71,715
694
38,920
Home
Self-employed
19
Excellent
0.370043
46,005
4
Lake Carolynhaven
WI
Slovakia (Slovak Republic)
null
2
Low
36
Female
High School
Married
57,962
649
28,965
Auto
Unemployed
15
Fair
0.25253
178,655
3
Nixonberg
PR
Nauru
null
2
Medium
21
Male
High School
Divorced
null
736
10,097
Home
Self-employed
19
Excellent
0.346577
179,856
3
Lake Blake
CT
Lithuania
2
0
Medium
45
Non-binary
Master's
Divorced
null
643
null
Business
Unemployed
6
Excellent
0.266824
197,410
2
Calebstad
IA
Liechtenstein
0
1
Medium
23
Non-binary
Master's
Widowed
93,993
null
24,024
Auto
Unemployed
5
Poor
0.255725
145,935
4
Jasonview
MA
Romania
4
0
Medium
31
Non-binary
Bachelor's
Divorced
59,906
715
null
Business
Unemployed
0
Good
0.506359
168,387
2
South Christopher
FM
Saint Helena
4
0
High
66
Non-binary
Master's
Divorced
29,953
746
40,008
Auto
Employed
18
Good
0.555942
41,076
1
Port Nataliebury
AR
Chile
4
2
Low
57
Non-binary
Master's
Divorced
45,123
799
9,362
Personal
Employed
16
Good
0.250921
null
2
North Amber
MN
Iran
1
2
Medium
30
Non-binary
Master's
Widowed
68,533
668
46,860
Business
Unemployed
4
Fair
0.586484
56,327
1
South Allisontown
NJ
Ireland
2
1
Medium
41
Male
Master's
Widowed
90,009
618
23,839
Business
Employed
13
Excellent
0.291863
47,481
3
Lake Ashley
OK
Luxembourg
3
1
Low
62
Male
PhD
Widowed
25,888
780
null
Personal
Employed
4
Poor
0.352477
213,368
1
Mariaberg
UT
United States of America
1
0
Low
19
Non-binary
Bachelor's
Married
40,099
745
null
Personal
Unemployed
4
Excellent
0.41479
105,360
4
Aaronchester
AK
Equatorial Guinea
null
1
Low
43
Female
Bachelor's
Married
25,951
677
45,634
Personal
Employed
6
Good
0.116315
105,834
2
Welchland
AZ
Congo
null
1
High
46
Female
Bachelor's
Widowed
62,625
721
34,012
Auto
Employed
6
Fair
0.582286
217,229
3
Lake Frank
AS
Spain
2
0
Medium
66
Non-binary
High School
Single
24,787
651
12,353
Home
Self-employed
10
Fair
0.44684
127,291
4
Kellychester
HI
Gibraltar
1
2
Low
34
Male
Master's
Married
69,949
601
17,629
Auto
Unemployed
3
Poor
0.495031
124,530
2
West Michaelshire
MA
Congo
null
1
Low
62
Non-binary
High School
Married
35,032
774
15,146
Personal
Self-employed
18
Poor
0.343247
210,222
1
North Kayla
MI
Cyprus
1
1
Low
60
Male
High School
Married
73,374
722
14,743
Personal
Employed
15
Excellent
0.454981
267,163
null
West Julie
AL
Tunisia
null
2
Low
21
Female
High School
Divorced
72,448
624
null
Auto
Employed
14
Fair
0.520032
185,669
null
North Nancy
SD
Cape Verde
2
0
Medium
27
Non-binary
High School
Single
39,416
797
20,981
Personal
Employed
13
Good
0.439787
217,062
3
Thomashaven
MO
Togo
2
2
Low
25
Female
PhD
Divorced
null
707
21,907
Home
Employed
5
Fair
0.152987
101,704
1
Taylorberg
DC
Sierra Leone
1
2
High
59
Female
High School
Married
null
662
10,127
Business
Unemployed
18
Poor
0.103738
35,022
4
West Angelaberg
OR
Canada
2
0
Low
20
Male
Master's
Widowed
48,173
648
null
Personal
Employed
6
Poor
0.216635
27,172
3
Lisaton
TN
Grenada
0
1
Low
40
Male
High School
Divorced
28,584
670
45,944
Personal
Employed
19
Poor
0.465887
28,582
4
Lake Nicholas
NC
Mauritania
0
2
Low
21
Non-binary
PhD
Widowed
52,160
768
32,692
Auto
Employed
1
Good
0.532016
162,610
0
Pricechester
CT
Haiti
1
0
Low
24
Male
High School
Married
86,506
692
23,917
Personal
Unemployed
12
Poor
0.430338
139,947
1
Ochoamouth
IA
Bulgaria
null
1
Medium
18
Non-binary
Master's
Widowed
62,205
713
28,812
Home
Unemployed
3
Good
0.525962
null
4
West Elizabeth
PR
Macao
null
2
Low
31
Female
Bachelor's
Married
54,929
738
null
Auto
Self-employed
14
Fair
0.262267
98,192
0
Port Rachel
UT
Pakistan
null
0
Low
47
Non-binary
PhD
Married
32,907
607
11,126
Home
Self-employed
12
Fair
0.205893
263,399
0
Chavezmouth
PA
Cuba
4
1
Low
39
Male
PhD
Widowed
null
709
27,855
Auto
Unemployed
2
Poor
0.426639
101,117
3
Lake Lee
WI
Madagascar
1
0
High
60
Non-binary
High School
Divorced
null
624
12,676
Business
Unemployed
10
Excellent
0.102503
85,885
0
Lake Whitneyport
NH
Saudi Arabia
1
2
Low
38
Male
PhD
Married
118,597
787
15,890
Business
Self-employed
4
Poor
0.385739
228,889
4
New Donald
ME
Norfolk Island
4
2
Low
21
Male
Bachelor's
Married
34,629
780
33,365
Business
Unemployed
10
Poor
0.32315
null
1
West Ian
MA
United Kingdom
0
1
Low
54
Non-binary
Master's
Widowed
36,167
732
14,537
Business
Employed
3
Poor
0.390626
114,242
4
Teresaview
WA
Switzerland
0
0
Low
50
Female
Bachelor's
Widowed
91,094
682
null
Business
Self-employed
0
Excellent
0.542323
146,197
2
Jessicaville
NC
Slovakia (Slovak Republic)
2
1
Low
56
Non-binary
Master's
Widowed
69,757
null
36,092
Business
Employed
14
Poor
0.341668
209,014
3
West Melissa
NM
Vanuatu
1
2
Low
37
Female
Master's
Divorced
null
null
38,510
Auto
Self-employed
1
Poor
0.496299
96,421
1
East Pamela
OK
Dominican Republic
null
2
High
62
Non-binary
PhD
Widowed
60,799
653
16,653
Home
Employed
14
Excellent
0.229413
141,013
0
Holmeshaven
AS
New Caledonia
2
1
Low
37
Non-binary
PhD
Married
83,140
713
45,372
Auto
Unemployed
15
Excellent
0.13927
null
2
New Stefanie
SC
Bhutan
1
0
Low
19
Male
High School
Single
53,117
761
18,322
Personal
Self-employed
18
Good
0.439512
null
1
Lake Robert
WA
Indonesia
3
0
High
66
Female
PhD
Widowed
102,098
774
23,868
Personal
Self-employed
14
Poor
0.399475
138,041
4
Port Vincentland
PR
Kenya
4
2
Medium
67
Non-binary
Master's
Widowed
28,382
611
5,303
Personal
Unemployed
9
Fair
0.525447
105,398
1
Joannton
WY
Niger
1
1
Low
53
Non-binary
PhD
Widowed
null
774
null
Auto
Employed
7
Poor
0.480479
null
3
Woodwardport
MA
Italy
0
2
Low
32
Male
PhD
Married
103,360
792
21,921
Personal
Employed
0
Poor
0.569431
70,995
1
Port Juanshire
KS
Zimbabwe
null
2
Low
40
Non-binary
High School
Married
26,472
636
16,001
Personal
Unemployed
5
Poor
0.290856
251,097
4
West Thomasmouth
LA
Falkland Islands (Malvinas)
2
1
Low
47
Male
High School
Widowed
65,650
611
44,507
Business
Self-employed
18
Good
0.115542
20,233
4
East Jason
PW
Spain
3
1
Low
61
Male
Master's
Widowed
35,941
788
49,358
Personal
Employed
6
Poor
0.317185
218,344
0
Jillianchester
SD
Gibraltar
0
2
High
21
Male
Bachelor's
Divorced
50,750
725
38,337
Personal
Self-employed
4
Poor
0.477516
153,666
2
North Loristad
MS
New Caledonia
4
1
Low
50
Female
PhD
Divorced
null
693
null
Personal
Employed
7
Good
0.4135
null
null
Alisonton
RI
Ethiopia
3
2
Low
29
Male
Master's
Single
50,105
646
43,215
Business
Employed
9
Excellent
0.510258
135,453
2
East Mary
IN
Liberia
4
2
Low
54
Female
Master's
Widowed
56,417
646
30,638
Personal
Unemployed
17
Excellent
0.126341
79,219
4
Charlesville
UT
Croatia
2
2
Medium
37
Non-binary
Bachelor's
Widowed
76,531
null
null
Personal
Self-employed
12
Good
0.279217
206,104
1
Andersonport
LA
Thailand
4
2
Low
68
Female
Master's
Married
64,499
685
26,979
Auto
Unemployed
16
Fair
0.355125
null
1
Emmaberg
NC
Chile
2
1
Low
30
Female
High School
Divorced
41,037
null
31,162
Personal
Unemployed
2
Poor
0.557747
269,384
3
Lake Dustinberg
NC
Netherlands
3
2
Medium
20
Female
Master's
Widowed
43,453
620
32,213
Auto
Self-employed
11
Poor
0.51085
29,064
4
Wilkersonmouth
WI
Slovenia
1
0
Low
38
Female
High School
Divorced
56,176
687
22,008
Home
Employed
5
Fair
0.239811
172,384
0
Lake Travis
MI
Ethiopia
null
1
Low
40
Female
High School
Divorced
26,575
605
38,418
Home
Self-employed
0
Fair
0.136638
223,069
null
New Roberttown
NC
Slovakia (Slovak Republic)
0
1
Medium
64
Non-binary
High School
Single
29,895
672
31,811
Business
Unemployed
10
Fair
0.575319
33,934
2
Vasquezside
GA
Jordan
2
2
Medium
27
Male
PhD
Married
65,952
757
28,720
Home
Unemployed
9
Poor
0.365318
171,099
2
Johnville
TX
Sudan
0
1
High
59
Female
Bachelor's
Single
30,909
606
null
Business
Self-employed
17
Poor
0.409192
null
2
Evansview
MS
Mozambique
0
0
Medium
57
Male
Bachelor's
Single
68,484
665
25,502
Personal
Self-employed
17
Fair
0.586684
92,037
3
North Jessica
AZ
Brunei Darussalam
1
2
Medium
57
Male
PhD
Divorced
56,365
724
47,706
Home
Employed
12
Poor
0.547537
231,500
1
Brownland
MD
Cayman Islands
1
1
Low
30
Female
Master's
Single
73,294
753
17,134
Business
Unemployed
0
Poor
0.592269
133,903
null
Hamiltonton
MD
Honduras
3
0
Low
64
Female
High School
Married
105,669
672
25,679
Home
Unemployed
12
Fair
0.549716
128,139
1
Davidland
WV
Philippines
2
2
Medium
43
Female
PhD
Widowed
109,579
670
5,331
Home
Unemployed
12
Excellent
0.342272
224,385
null
Lake Sarahhaven
MN
Czech Republic
0
1
High
45
Male
Bachelor's
Divorced
46,836
728
16,427
Home
Unemployed
12
Excellent
0.285019
90,809
0
Crawfordberg
PA
Tajikistan
3
0
Low
57
Non-binary
High School
Married
97,848
628
12,837
Auto
Employed
0
Fair
0.195257
253,074
null
Hoganstad
WA
Madagascar
0
1
Low
35
Non-binary
High School
Widowed
58,233
678
7,467
Home
Self-employed
8
Fair
0.247587
212,170
0
East Scott
DE
United States Minor Outlying Islands
4
0
Low
40
Non-binary
PhD
Widowed
32,039
697
17,736
Auto
Unemployed
19
Excellent
0.31255
261,013
2
North Ryan
CA
Isle of Man
2
1
Medium
69
Non-binary
PhD
Widowed
43,437
630
null
Business
Unemployed
14
Good
0.272001
225,741
1
South Thomas
NE
Liberia
0
2
Low
50
Non-binary
Bachelor's
Widowed
49,402
756
33,244
Auto
Self-employed
3
Fair
0.383531
null
0
Carpentertown
NJ
Burundi
4
1
High
53
Female
Bachelor's
Single
30,731
641
15,266
Personal
Employed
7
Fair
0.11352
125,982
3
Scottchester
VT
Palestinian Territory
null
1
Low
23
Non-binary
Master's
Divorced
null
null
35,607
Home
Employed
4
Good
0.561486
179,856
3
Port Crystalburgh
MA
Qatar
2
2
Low