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
26
Male
Master's
Single
54,173
693
48,877
Auto
Employed
17
Good
0.456494
151,445
null
Martinezborough
GU
Suriname
null
1
Medium
47
Male
High School
Widowed
61,534
703
null
Auto
Employed
5
Poor
0.482911
208,911
1
Chelseyfurt
AK
Anguilla
4
2
High
60
Male
Bachelor's
Widowed
29,432
608
47,656
Personal
Employed
0
Excellent
0.230891
257,698
3
West Bryan
LA
Saint Pierre and Miquelon
null
1
Low
30
Non-binary
High School
Single
67,403
645
5,919
Auto
Employed
11
Good
0.505231
158,265
3
Allenton
PA
Botswana
3
2
Low
20
Male
High School
Married
50,580
null
30,561
Business
Unemployed
5
Excellent
0.102114
99,741
null
Ginatown
KS
Switzerland
4
0
Medium
49
Non-binary
PhD
Single
85,464
668
20,361
Auto
Employed
15
Excellent
0.28974
null
2
New Rodney
MO
Bulgaria
2
0
Low
43
Female
Bachelor's
Single
112,756
610
21,140
Business
Unemployed
16
Fair
0.224447
64,604
2
Lake Robert
OH
Vanuatu
3
0
Low
62
Male
Master's
Widowed
98,101
606
22,766
Personal
Unemployed
19
Good
0.448469
265,628
2
North Luisborough
MH
Greece
1
1
Low
46
Non-binary
Master's
Divorced
90,123
null
36,394
Auto
Self-employed
4
Excellent
0.16393
257,135
null
East Christopher
MD
Jersey
0
2
Medium
48
Female
Master's
Single
57,436
700
null
Home
Self-employed
16
Good
0.518874
129,199
null
West Mike
NH
Myanmar
null
1
Low
34
Female
PhD
Single
100,946
798
19,279
Auto
Employed
0
Good
0.590139
163,731
3
Lake Davidport
PR
Cyprus
3
2
Low
67
Female
High School
Married
59,492
693
10,024
Personal
Self-employed
18
Poor
0.334459
171,221
null
West Denise
RI
Niger
2
0
Low
46
Female
PhD
Widowed
106,424
727
24,873
Personal
Unemployed
0
Poor
0.223794
141,289
2
East Monica
NY
United Kingdom
2
1
Medium
25
Female
Master's
Married
37,077
668
23,098
Auto
Employed
15
Excellent
0.145931
105,074
4
Lake Amanda
OH
Peru
0
0
Low
50
Female
Master's
Married
null
618
null
Business
Employed
1
Excellent
0.469919
297,401
0
Nancyfurt
SC
Kuwait
3
0
Low
39
Non-binary
Master's
Divorced
48,670
607
46,946
Auto
Self-employed
18
Good
0.469359
149,892
1
Randallborough
FM
Nauru
2
1
Low
34
Female
PhD
Widowed
null
630
13,679
Business
Employed
4
Good
0.507799
109,273
2
Port Patricia
FL
Jordan
null
2
Low
58
Female
Master's
Married
101,227
699
34,225
Business
Self-employed
4
Fair
0.59131
213,215
0
North James
AS
Mongolia
2
1
Low
23
Non-binary
Master's
Widowed
72,253
691
14,286
Personal
Unemployed
19
Excellent
0.22758
278,959
null
New Ashley
AK
Vietnam
0
1
Low
42
Female
Bachelor's
Divorced
76,093
763
19,567
Auto
Unemployed
19
Poor
0.270013
109,546
3
Perrymouth
PW
Cote d'Ivoire
2
1
High
62
Male
High School
Married
76,063
601
22,327
Personal
Self-employed
1
Poor
0.331868
204,084
2
Lopezport
WA
Kazakhstan
3
2
Low
30
Non-binary
Master's
Single
106,732
null
48,003
Auto
Employed
2
Poor
0.362806
46,223
4
Zamoratown
MS
Monaco
null
1
Low
45
Male
Master's
Widowed
63,923
769
11,242
Personal
Employed
15
Poor
0.402409
126,235
null
Edwardsside
HI
Cameroon
2
2
Low
60
Female
Master's
Single
103,162
null
9,377
Personal
Self-employed
3
Poor
0.115001
null
3
Mirandaborough
MA
Haiti
0
1
Medium
65
Female
High School
Single
28,727
674
43,413
Personal
Employed
6
Fair
0.176264
44,412
null
Dayland
RI
Mauritania
4
1
Medium
45
Female
Bachelor's
Divorced
90,453
619
24,590
Personal
Unemployed
4
Excellent
0.314918
null
3
Kennethberg
AL
Bhutan
4
0
Low
40
Non-binary
Bachelor's
Widowed
70,805
null
12,235
Business
Employed
2
Fair
0.331393
231,260
2
Port Josephchester
FL
Estonia
0
2
Low
48
Male
High School
Widowed
109,938
655
null
Personal
Unemployed
6
Excellent
0.358996
83,050
4
Drewfurt
LA
Gibraltar
3
1
Medium
42
Female
High School
Widowed
41,863
778
25,562
Auto
Self-employed
5
Good
0.36946
null
0
East Johnny
IN
Vanuatu
3
1
Medium
63
Male
High School
Married
35,779
788
33,823
Personal
Self-employed
8
Poor
0.540871
67,322
null
Dixonview
KY
Nauru
2
0
Low
25
Non-binary
Bachelor's
Married
93,947
756
48,240
Home
Unemployed
19
Excellent
0.552644
231,716
1
Loriside
OK
El Salvador
null
0
Low
31
Female
Bachelor's
Widowed
50,484
736
21,733
Home
Unemployed
19
Poor
0.210086
78,437
1
North Rachelmouth
MH
Switzerland
0
2
Low
34
Non-binary
PhD
Widowed
39,374
null
5,223
Home
Employed
5
Poor
0.162067
51,638
4
West Davidmouth
PR
Gambia
4
2
Medium
53
Male
Bachelor's
Widowed
69,438
null
24,817
Home
Employed
14
Fair
0.497956
247,999
0
Raymondborough
PW
France
3
1
Low
42
Male
PhD
Widowed
51,661
661
47,057
Home
Unemployed
16
Poor
0.423525
125,559
2
East Ashleyborough
DE
Paraguay
null
0
Low
38
Male
PhD
Widowed
45,960
643
5,138
Business
Employed
6
Fair
0.104505
null
3
West Roberto
NH
Trinidad and Tobago
null
2
High
41
Male
High School
Widowed
99,756
654
23,446
Business
Self-employed
4
Poor
0.44137
288,041
2
Jasonside
ND
Togo
1
1
Medium
23
Female
Master's
Married
92,631
782
27,542
Auto
Self-employed
9
Fair
0.362689
229,326
0
North Jeffberg
NM
Rwanda
1
0
Medium
62
Non-binary
Master's
Married
32,521
744
18,303
Home
Employed
19
Excellent
0.564671
109,335
1
East Charlesside
MO
Czech Republic
3
2
High
20
Non-binary
PhD
Divorced
99,783
746
44,373
Business
Unemployed
5
Excellent
0.542397
280,776
1
Johnsonborough
NE
Hungary
3
2
High
40
Female
PhD
Married
40,661
null
27,608
Auto
Unemployed
19
Excellent
0.210403
199,637
2
North Amanda
AS
Libyan Arab Jamahiriya
4
1
High
28
Male
Master's
Married
110,470
797
45,210
Home
Unemployed
8
Fair
0.457899
244,348
1
South Stevenstad
WY
China
0
1
Medium
23
Male
High School
Widowed
91,834
611
38,267
Auto
Unemployed
8
Fair
0.534874
38,715
2
Ashleyhaven
IA
Guinea
3
0
Low
49
Female
PhD
Divorced
75,372
671
22,270
Business
Unemployed
2
Good
0.511264
256,522
1
Christopherport
WI
Pitcairn Islands
3
1
Low
32
Non-binary
High School
Single
56,308
636
15,390
Home
Employed
8
Fair
0.139375
263,488
1
New Kristinaberg
GA
Korea
3
2
Low
59
Male
PhD
Single
51,275
null
35,906
Home
Unemployed
16
Good
0.511899
28,069
0
New Veronica
AS
Tokelau
0
1
Low
35
Male
Master's
Single
61,704
null
15,196
Personal
Unemployed
11
Poor
0.269477
263,795
1
Port Eric
SD
Pakistan
0
2
Medium
52
Non-binary
Master's
Widowed
53,012
681
43,715
Business
Employed
3
Excellent
0.288276
209,640
1
Port Daniel
IL
Equatorial Guinea
3
2
Low
21
Female
Master's
Single
84,372
717
null
Business
Employed
11
Poor
0.56432
139,960
0
Davisland
FM
Canada
4
2
Medium
59
Non-binary
PhD
Divorced
54,482
733
35,748
Business
Self-employed
12
Poor
0.188123
84,663
3
Lake Stevenview
CA
Canada
3
0
High
18
Non-binary
Master's
Married
null
null
26,464
Home
Unemployed
9
Excellent
0.175492
198,621
4
New Tara
ND
Dominican Republic
0
2
Low
55
Female
High School
Widowed
33,944
701
null
Personal
Employed
0
Poor
0.143466
286,381
3
New Chelseaview
OK
Reunion
2
0
Low
27
Non-binary
High School
Single
107,469
797
null
Home
Self-employed
19
Good
0.460375
null
3
New Jasonhaven
AL
Sao Tome and Principe
null
0
Medium
37
Non-binary
Bachelor's
Divorced
null
660
41,996
Home
Unemployed
17
Good
0.326726
201,002
0
West Summershire
OH
Equatorial Guinea
1
1
Low
19
Male
Master's
Widowed
null
602
null
Home
Employed
14
Fair
0.134772
null
3
Port Matthew
LA
Saint Lucia
4
0
Low
59
Non-binary
Bachelor's
Married
75,412
663
42,806
Personal
Unemployed
13
Good
0.403468
38,788
null
Snyderburgh
WI
Macao
3
2
Low
56
Male
Master's
Married
null
null
5,810
Personal
Unemployed
9
Poor
0.416273
139,919
4
South Douglas
PW
Qatar
1
2
Medium
52
Non-binary
High School
Widowed
null
745
27,120
Home
Unemployed
0
Fair
0.425853
109,867
0
Stanleymouth
WA
Guyana
0
1
Low
44
Female
Master's
Divorced
null
null
26,426
Auto
Employed
18
Excellent
0.212221
113,523
1
Buckville
OK
Iceland
3
0
Medium
35
Male
High School
Single
97,150
618
null
Business
Self-employed
7
Poor
0.465039
113,200
0
Cardenasville
VA
Guernsey
4
2
Medium
61
Male
High School
Single
24,983
746
null
Home
Self-employed
1
Good
0.418512
null
3
Tylerstad
NE
Jordan
null
2
Low
37
Non-binary
Bachelor's
Married
98,872
714
37,954
Home
Unemployed
11
Poor
0.345819
292,705
0
Gordonfort
CT
Korea
1
1
Medium
66
Female
Master's
Married
65,211
753
45,874
Business
Self-employed
12
Good
0.405729
24,740
2
East Michaelbury
MP
Switzerland
4
1
Low
34
Non-binary
Bachelor's
Widowed
23,608
787
13,223
Auto
Unemployed
15
Good
0.295061
195,019
3
Christineberg
WI
Costa Rica
0
0
Medium
39
Male
Master's
Widowed
92,781
746
21,448
Home
Unemployed
12
Good
0.40828
null
null
Nelsonbury
KY
Burkina Faso
3
1
Low
54
Non-binary
Bachelor's
Single
null
679
18,029
Personal
Self-employed
13
Good
0.458082
null
3
Xavierstad
TX
Armenia
3
1
Medium
26
Non-binary
Master's
Single
111,786
651
23,165
Auto
Employed
12
Poor
0.352645
62,808
3
Wilsonmouth
TX
Australia
null
1
Low
31
Female
PhD
Married
23,389
746
29,569
Business
Self-employed
7
Good
0.493573
256,573
0
South Richard
MT
Sudan
4
0
Low
39
Male
High School
Divorced
86,025
636
32,406
Personal
Self-employed
6
Good
0.455981
272,083
2
New Spencer
VA
Mongolia
null
2
Medium
44
Non-binary
High School
Married
33,669
713
9,925
Business
Unemployed
16
Good
0.412747
91,803
2
Andrewsland
VA
Reunion
0
1
Low
57
Male
Master's
Widowed
92,928
680
30,104
Business
Self-employed
8
Good
0.516134
20,104
1
Hendricksmouth
SC
Czech Republic
2
0
High
56
Male
High School
Widowed
null
653
null
Personal
Employed
12
Excellent
0.204926
102,832
0
Lake Dennis
IA
Slovakia (Slovak Republic)
null
0
Low
41
Male
Master's
Widowed
43,267
694
27,014
Business
Employed
10
Good
0.499018
48,964
null
South Laura
WV
Cambodia
null
1
Low
20
Non-binary
High School
Single
82,607
651
23,297
Personal
Unemployed
5
Good
0.421014
85,412
1
Rothbury
HI
Jersey
0
1
Medium
57
Male
PhD
Married
88,774
707
43,887
Auto
Employed
17
Excellent
0.305043
197,151
2
Port Adrian
AR
Portugal
null
2
Low
43
Female
High School
Divorced
74,512
690
22,673
Home
Self-employed
12
Fair
0.207282
243,930
null
Yeseniaport
MO
Panama
4
2
Low
64
Non-binary
Bachelor's
Single
62,082
684
10,742
Home
Unemployed
19
Good
0.193978
289,476
1
South Russellchester
DC
Nepal
4
2
Low
27
Non-binary
PhD
Single
74,021
725
15,231
Home
Employed
14
Poor
0.415752
191,714
4
Weaverfort
SD
Cook Islands
0
1
Low
41
Non-binary
High School
Married
111,628
718
29,042
Business
Employed
13
Fair
0.324837
73,382
1
Port Scott
ME
Dominica
4
0
Low
52
Female
Bachelor's
Widowed
38,006
680
null
Business
Self-employed
19
Fair
0.188463
203,453
3
Gutierrezton
IL
Bahrain
0
0
Low
19
Male
Bachelor's
Single
39,171
796
48,422
Auto
Unemployed
12
Good
0.552656
207,100
0
Leeport
SD
Afghanistan
3
1
Low
37
Non-binary
High School
Divorced
24,901
755
37,256
Business
Unemployed
18
Fair
0.149732
55,744
4
Lake Valerieberg
TN
Nauru
4
2
Low
67
Non-binary
PhD
Married
30,248
776
33,874
Personal
Self-employed
8
Excellent
0.513874
226,636
0
North Brenda
CT
Albania
2
2
Low
51
Non-binary
PhD
Married
73,276
null
null
Personal
Self-employed
12
Poor
0.379549
282,731
4
North Lori
NC
Slovakia (Slovak Republic)
3
1
Medium
32
Non-binary
Bachelor's
Widowed
106,363
697
27,438
Personal
Employed
10
Excellent
0.332643
198,773
1
South Calebton
NH
Burundi
0
0
Low
61
Male
Bachelor's
Divorced
22,991
673
15,094
Home
Self-employed
12
Fair
0.478151
20,709
4
Lake Pamela
TN
Romania
0
1
High
32
Female
Bachelor's
Married
70,799
662
21,436
Auto
Unemployed
17
Excellent
0.403153
null
null
West Laurenhaven
MP
British Indian Ocean Territory (Chagos Archipelago)
0
2
Low
65
Male
High School
Married
null
703
null
Home
Unemployed
0
Excellent
0.181467
260,337
3
North Teresachester
ME
Kuwait
3
0
Low
50
Male
Master's
Single
62,836
729
47,615
Auto
Employed
4
Poor
0.262964
110,577
3
Lake Kathleenton
NC
Grenada
2
2
High
52
Non-binary
Master's
Divorced
59,460
745
null
Business
Unemployed
18
Good
0.153648
290,367
0
Christopherstad
LA
United Kingdom
0
1
Medium
24
Non-binary
Master's
Divorced
46,234
768
null
Business
Unemployed
19
Good
0.401621
182,837
1
Tuckerton
SC
Belize
null
2
Low
66
Female
High School
Divorced
null
601
17,118
Business
Employed
6
Excellent
0.452053
294,869
null
Charlesbury
VT
United Arab Emirates
2
0
Medium
53
Female
PhD
Single
38,680
739
33,718
Personal
Unemployed
11
Good
0.54328
82,348
4
Dunlapshire
KY
Djibouti
1
2
Low
33
Male
PhD
Married
105,077
738
36,193
Business
Self-employed
9
Excellent
0.262682
null
4
Gonzalesfurt
VT
Grenada
3
2
Medium
53
Non-binary
PhD
Widowed
null
612
29,667
Home
Employed
13
Excellent
0.357508
null
null
Jodystad
GA
Georgia
1
0
Low
43
Female
PhD
Widowed
73,105
787
35,090
Business
Unemployed
17
Excellent
0.515756
84,531
4
Nicholsonside
MS
Maldives
1
1
Medium
40
Male
PhD
Married
114,161
671
40,862
Auto
Employed
2
Good
0.443767
28,331
0
Lake Cindy
AR
United States Minor Outlying Islands
null
0
High
26
Non-binary
Bachelor's
Divorced
40,271
638
null
Auto
Unemployed
7
Excellent
0.226181
null
1
New Charles
GU
Luxembourg
0
0
Medium
42
Non-binary
Bachelor's
Single
null
610
20,400
Business
Employed
9
Good
0.282015
null
null
New Kennethchester
OR
Western Sahara
1
2
Low
18
Non-binary
Master's
Married
29,514
768
41,301
Personal
Employed
1
Excellent
0.18458
202,982
2
East Darleneville
TN
Morocco
1
0
High