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
64
Non-binary
Bachelor's
Single
89,086
794
7,698
Home
Self-employed
8
Fair
0.342202
33,371
0
North Brian
PW
Antigua and Barbuda
0
0
Medium
36
Female
PhD
Widowed
51,989
701
40,864
Business
Unemployed
9
Poor
0.17272
53,090
2
Vanessaview
MT
Luxembourg
2
1
Medium
68
Non-binary
PhD
Single
84,587
null
null
Auto
Self-employed
18
Poor
0.432212
171,569
null
Diazhaven
TX
Congo
null
0
Low
40
Male
Master's
Married
null
770
null
Business
Self-employed
17
Good
0.177183
29,091
null
Paulland
NV
Germany
1
0
Medium
33
Non-binary
High School
Married
null
678
32,679
Business
Unemployed
6
Poor
0.209577
null
2
South Sarahland
ME
Palestinian Territory
1
2
Medium
25
Male
Bachelor's
Married
66,266
null
null
Personal
Unemployed
17
Excellent
0.129692
21,390
4
Burnettborough
ID
Algeria
null
1
Medium
58
Non-binary
PhD
Married
116,917
null
33,340
Home
Unemployed
0
Good
0.135164
107,853
3
Fordchester
RI
Guernsey
null
2
Low
64
Female
Master's
Married
112,407
684
20,503
Auto
Employed
17
Good
0.221397
221,056
2
Mooreborough
SC
Thailand
1
1
Low
43
Male
Bachelor's
Divorced
63,769
651
40,865
Home
Self-employed
16
Good
0.458144
29,507
null
Burnschester
OR
Saint Martin
2
2
Low
53
Non-binary
Bachelor's
Single
59,536
745
19,166
Home
Unemployed
19
Poor
0.112478
237,895
1
South Codyland
MP
Tajikistan
4
0
Low
52
Non-binary
High School
Divorced
118,322
671
null
Home
Employed
3
Poor
0.16238
137,021
3
Garzaburgh
VT
Aruba
4
2
Low
41
Non-binary
High School
Single
86,851
null
30,808
Home
Employed
2
Fair
0.364878
36,821
3
New Jacob
GA
United States Minor Outlying Islands
null
0
Medium
35
Non-binary
Bachelor's
Single
null
null
31,039
Business
Self-employed
19
Excellent
0.481252
146,975
1
Timothyfurt
NM
Belgium
1
2
Low
60
Non-binary
High School
Divorced
81,354
null
46,198
Auto
Self-employed
12
Excellent
0.478697
173,203
0
Lake Charles
IN
Mozambique
null
1
Medium
48
Non-binary
High School
Widowed
21,573
757
47,969
Business
Employed
6
Poor
0.233311
140,702
0
Pattersonstad
KY
Mayotte
null
1
Medium
61
Non-binary
High School
Divorced
33,860
630
20,505
Business
Self-employed
2
Fair
0.108685
164,817
0
Jocelynborough
NY
Cameroon
0
2
Medium
54
Female
High School
Divorced
null
null
null
Auto
Unemployed
4
Excellent
0.158351
131,508
1
Brockburgh
KY
Northern Mariana Islands
null
0
Low
18
Non-binary
Master's
Married
39,965
612
32,359
Personal
Self-employed
11
Poor
0.338384
163,469
1
Emmaburgh
PA
Guam
2
2
Medium
55
Male
High School
Married
26,611
null
44,756
Home
Self-employed
14
Fair
0.3764
158,463
4
New Daniel
WV
New Caledonia
1
2
Low
24
Male
High School
Widowed
75,598
630
7,519
Home
Unemployed
6
Poor
0.506312
244,860
2
East Geraldfurt
MP
Rwanda
1
0
Low
18
Female
Bachelor's
Widowed
91,819
653
46,360
Home
Self-employed
11
Excellent
0.505514
155,063
3
Mitchellborough
CO
Cuba
1
0
Low
22
Male
Master's
Single
37,310
739
null
Home
Unemployed
7
Excellent
0.404724
null
3
Port Deniseburgh
ID
Saint Vincent and the Grenadines
3
2
Low
56
Non-binary
Bachelor's
Widowed
87,593
748
null
Auto
Self-employed
13
Poor
0.510466
147,707
null
Lake Markmouth
NH
Togo
0
2
Low
18
Female
Bachelor's
Widowed
83,436
688
36,568
Business
Employed
13
Fair
0.180272
153,571
2
Marisaview
VT
North Macedonia
3
2
Medium
27
Female
High School
Married
54,024
638
15,983
Auto
Employed
1
Poor
0.167921
161,505
null
Kellytown
UT
Argentina
null
0
Medium
43
Male
Bachelor's
Widowed
54,256
786
11,162
Home
Employed
17
Poor
0.528183
113,184
2
Hernandezville
MA
Saint Barthelemy
0
0
Low
67
Female
High School
Married
95,207
649
13,705
Auto
Self-employed
17
Excellent
0.322634
29,689
1
East Jonathan
AR
Cameroon
4
2
Low
31
Non-binary
High School
Widowed
null
738
36,316
Business
Unemployed
4
Poor
0.109967
81,894
3
East Keithview
AR
Cocos (Keeling) Islands
3
1
Low
42
Non-binary
PhD
Widowed
null
681
26,280
Home
Unemployed
16
Excellent
0.354057
78,965
2
West Audrey
IN
Serbia
3
2
Medium
53
Non-binary
Bachelor's
Widowed
null
653
26,486
Personal
Unemployed
15
Poor
0.361182
206,550
0
Rosechester
CT
Bulgaria
null
2
Low
53
Female
Master's
Single
107,440
null
40,225
Auto
Self-employed
10
Excellent
0.339739
289,260
2
Mccormickborough
IL
Nauru
3
1
Low
43
Non-binary
Master's
Married
51,177
618
10,765
Auto
Self-employed
4
Excellent
0.388946
74,939
null
Ricetown
NM
Puerto Rico
0
0
Low
62
Non-binary
Master's
Single
57,780
706
null
Business
Unemployed
8
Good
0.420141
154,450
1
New Valerieton
GU
Saudi Arabia
2
0
Low
21
Male
High School
Married
46,465
null
20,095
Personal
Self-employed
5
Good
0.262286
201,213
null
Lake Allisonmouth
AK
Kiribati
2
1
Low
30
Male
High School
Married
null
719
48,647
Personal
Unemployed
7
Fair
0.378146
267,778
3
Adamside
MP
Nepal
0
1
Low
50
Non-binary
Master's
Divorced
89,561
668
null
Home
Self-employed
18
Fair
0.485948
168,030
4
Petersenchester
AL
Yemen
4
1
Medium
18
Female
High School
Single
103,391
655
16,659
Home
Unemployed
16
Poor
0.29202
219,512
0
Craigville
PW
Rwanda
3
1
High
44
Male
High School
Single
44,668
707
12,930
Home
Unemployed
13
Fair
0.571459
267,676
2
South Jane
NE
Paraguay
0
1
Low
36
Non-binary
Master's
Single
43,354
612
16,475
Personal
Self-employed
1
Good
0.400311
29,532
null
Curtisborough
MP
Kuwait
null
1
Low
36
Female
Master's
Single
105,695
790
22,144
Home
Unemployed
17
Good
0.277703
74,249
null
North Bridgetbury
ID
Cyprus
2
1
Low
38
Non-binary
PhD
Widowed
92,179
615
22,546
Home
Unemployed
0
Poor
0.366882
216,296
2
New Calebhaven
TN
Croatia
4
2
Low
22
Male
Bachelor's
Married
47,973
639
31,266
Auto
Self-employed
6
Good
0.580615
249,899
null
West Taylorport
TN
Bosnia and Herzegovina
2
2
Low
29
Non-binary
PhD
Married
null
606
20,029
Personal
Self-employed
4
Good
0.133073
156,552
2
North Ariana
GA
Grenada
1
1
Low
38
Male
High School
Married
59,305
797
35,495
Auto
Self-employed
6
Poor
0.420784
124,669
2
Micheleville
DE
Jamaica
1
1
Low
21
Female
Master's
Single
115,148
769
40,868
Personal
Unemployed
10
Fair
0.441857
124,984
4
Villarrealville
NV
Suriname
1
1
Low
61
Male
Bachelor's
Married
86,421
602
6,969
Business
Unemployed
5
Good
0.202836
53,162
null
Pattersonton
MN
Zimbabwe
null
1
Medium
64
Non-binary
PhD
Widowed
null
716
36,497
Auto
Self-employed
3
Fair
0.580464
null
3
Brockmouth
CO
Svalbard & Jan Mayen Islands
2
2
Medium
65
Male
Bachelor's
Married
115,675
null
17,737
Home
Unemployed
1
Excellent
0.150962
84,992
1
Tonyburgh
NE
Tanzania
1
2
High
32
Non-binary
Master's
Widowed
null
672
24,675
Business
Self-employed
7
Fair
0.123615
207,668
3
North Christy
IA
Gibraltar
0
1
Low
46
Non-binary
Master's
Widowed
74,679
738
35,232
Auto
Self-employed
8
Poor
0.41573
207,215
0
East Johnmouth
FM
Congo
null
1
Low
46
Male
PhD
Widowed
92,795
763
25,467
Home
Employed
12
Excellent
0.324834
null
null
Jameshaven
FL
Libyan Arab Jamahiriya
3
1
Low
20
Female
Bachelor's
Widowed
45,333
null
23,524
Home
Employed
11
Fair
0.137224
92,814
null
Melissaburgh
RI
Jersey
3
2
Low
18
Female
PhD
Widowed
null
672
14,953
Business
Employed
19
Fair
0.181344
244,617
0
South Codyside
DE
Luxembourg
1
1
Medium
30
Female
High School
Divorced
39,928
699
16,936
Auto
Unemployed
2
Fair
0.312279
281,975
1
Stewartland
TX
Marshall Islands
4
1
Low
68
Female
Master's
Single
52,121
789
44,980
Auto
Employed
6
Poor
0.188131
244,624
2
Butlerborough
TX
France
2
1
Low
20
Male
High School
Single
92,497
630
20,772
Auto
Unemployed
5
Excellent
0.124451
220,809
null
West Gregoryland
VA
Azerbaijan
3
0
Low
67
Non-binary
PhD
Married
28,048
686
null
Home
Employed
10
Fair
0.442202
217,607
null
East Kellybury
FM
Syrian Arab Republic
1
1
Medium
21
Female
Master's
Widowed
54,227
682
23,780
Personal
Employed
3
Poor
0.182902
203,745
2
Devinstad
NY
Uganda
2
2
Low
61
Male
PhD
Married
109,147
721
30,156
Personal
Self-employed
14
Poor
0.375729
164,222
1
Ramirezland
AK
French Guiana
4
2
Low
52
Female
High School
Widowed
53,677
null
22,506
Business
Employed
14
Fair
0.23985
197,558
4
Vanessaside
WA
Guinea-Bissau
null
2
Medium
26
Non-binary
PhD
Widowed
106,111
668
null
Business
Employed
6
Excellent
0.182763
212,534
0
Port Zachary
AZ
Liberia
1
2
Medium
25
Female
Bachelor's
Single
null
759
30,063
Personal
Self-employed
4
Poor
0.112891
251,924
1
Williamsview
MN
Vanuatu
0
0
Low
48
Non-binary
High School
Single
52,089
799
32,863
Auto
Employed
17
Excellent
0.418482
80,718
4
Lake Michellefort
WA
Puerto Rico
null
2
Low
52
Female
Bachelor's
Single
74,086
771
8,557
Business
Self-employed
3
Fair
0.262634
239,275
0
Simpsonfort
WI
Croatia
0
0
Medium
48
Male
Master's
Widowed
53,701
647
26,997
Personal
Self-employed
4
Excellent
0.136262
299,014
1
Carolburgh
VI
Slovenia
2
1
Low
52
Non-binary
Bachelor's
Widowed
94,095
760
24,985
Auto
Employed
7
Fair
0.310628
83,881
null
Gordonfurt
CA
Panama
3
0
Low
22
Female
High School
Widowed
39,589
643
6,369
Business
Employed
7
Good
0.532345
249,089
1
Bakerchester
RI
South Africa
null
0
Low
42
Male
High School
Divorced
69,573
604
36,281
Business
Unemployed
12
Poor
0.533855
220,136
0
Lake Taylormouth
KY
Paraguay
4
1
Medium
48
Non-binary
High School
Single
80,526
null
26,049
Business
Self-employed
16
Excellent
0.180643
null
4
East Anne
DE
Lebanon
null
2
Low
32
Female
Bachelor's
Widowed
44,520
729
32,744
Personal
Unemployed
5
Good
0.493905
null
null
Mooreborough
RI
Guinea-Bissau
null
0
Medium
21
Female
High School
Divorced
99,149
673
18,384
Auto
Unemployed
0
Fair
0.188577
146,941
0
Martintown
WI
Western Sahara
2
2
Medium
63
Male
Master's
Single
106,649
645
29,395
Auto
Self-employed
6
Poor
0.266261
152,983
1
Kevinmouth
NC
Niue
4
0
Medium
59
Male
PhD
Divorced
93,185
673
21,212
Business
Unemployed
18
Fair
0.224023
136,026
1
South Wendystad
VI
Norfolk Island
3
0
Low
30
Male
High School
Divorced
107,630
657
27,776
Personal
Self-employed
18
Poor
0.515892
143,800
4
Lake Martin
UT
Jordan
1
1
Medium
32
Female
Master's
Married
111,733
665
null
Personal
Unemployed
15
Excellent
0.15258
194,435
3
Larryland
AK
Bolivia
3
2
Medium
39
Non-binary
Bachelor's
Widowed
92,776
770
24,945
Auto
Employed
11
Fair
0.30015
292,413
1
Lake Meghanberg
WY
French Guiana
2
2
Low
25
Non-binary
PhD
Widowed
30,607
702
46,794
Business
Employed
9
Good
0.384621
200,485
null
Michaelview
FM
Chile
null
0
Low
27
Female
Bachelor's
Widowed
null
null
null
Personal
Employed
13
Good
0.235957
41,651
0
Martinbury
AL
Andorra
null
0
Low
62
Male
High School
Married
27,712
791
10,588
Personal
Unemployed
0
Excellent
0.424958
null
null
West Penny
GU
Bahamas
2
0
Low
24
Non-binary
Bachelor's
Married
104,046
644
41,595
Business
Self-employed
6
Fair
0.412185
241,007
0
New Hollyview
TX
Ukraine
4
2
Low
61
Non-binary
Master's
Divorced
null
672
45,455
Auto
Self-employed
12
Excellent
0.552445
151,975
0
East Vanessa
GU
Cambodia
null
2
High
40
Female
High School
Single
null
null
8,340
Auto
Unemployed
11
Poor
0.226442
111,065
1
Danielport
GA
Saint Martin
0
0
Low
62
Non-binary
Bachelor's
Divorced
105,548
609
13,275
Personal
Self-employed
10
Good
0.578413
null
1
Rodriguezport
ND
Mauritius
2
0
Low
64
Male
Bachelor's
Married
119,969
647
19,065
Personal
Self-employed
10
Poor
0.594951
224,716
null
North Thomasstad
NJ
Syrian Arab Republic
2
1
Low
45
Female
PhD
Single
83,220
660
12,973
Home
Self-employed
12
Good
0.120679
204,886
3
Port Philipmouth
MI
Djibouti
2
0
Low
37
Female
Master's
Widowed
63,341
643
33,999
Business
Self-employed
17
Fair
0.26249
71,710
3
Jonesstad
VI
Uganda
1
2
Medium
31
Female
Master's
Widowed
null
756
34,656
Auto
Unemployed
3
Excellent
0.357666
119,647
2
South Garrett
CA
China
4
0
Medium
67
Male
Master's
Single
101,658
769
38,901
Auto
Employed
3
Excellent
0.579164
266,657
null
Port Tracy
MS
Trinidad and Tobago
3
1
Medium
58
Female
High School
Divorced
103,094
691
12,028
Personal
Employed
6
Fair
0.54978
207,924
3
West Cindyfort
IL
Georgia
1
0
Medium
52
Female
Master's
Married
30,372
643
28,451
Home
Self-employed
4
Excellent
0.415012
189,136
3
Lake Denise
WY
Aruba
3
0
Low
34
Male
Master's
Married
76,922
660
44,423
Home
Unemployed
12
Excellent
0.333239
271,598
null
Lake Samuelfurt
CO
Brunei Darussalam
2
1
Low
58
Non-binary
Bachelor's
Single
56,492
745
17,464
Home
Unemployed
12
Good
0.17468
75,411
null
Matthewborough
SD
Cameroon
2
2
Low
25
Female
High School
Divorced
50,806
null
27,605
Auto
Unemployed
12
Fair
0.313593
80,578
4
South Justin
KS
Latvia
3
0
Low
57
Male
High School
Married
null
705
44,438
Home
Employed
12
Fair
0.58695
null
2
Kylebury
NM
Monaco
4
2
Low
67
Female
High School
Divorced
95,998
748
47,430
Personal
Employed
3
Good
0.190274
273,263
2
Lake Charles
UT
Turkey
0
0
High
51
Male
Bachelor's
Married
22,766
774
44,307
Home
Unemployed
16
Poor
0.267093
212,794
2
Port Tammy
TX
Somalia
1
2
Medium
28
Female
PhD
Widowed
94,967
620
20,386
Home
Unemployed
12
Excellent
0.183438
181,280
4
Littlemouth
GA
North Macedonia
4
1
Low
49
Male
Master's
Widowed
66,901
729
6,725
Personal
Employed
7
Fair
0.111682
71,557
2
East Tamitown
KY
Slovakia (Slovak Republic)
2
1
Low
68
Female
Bachelor's
Single
null
743
9,407
Home
Employed
10
Good
0.231091
null
4
Allentown
OH
Sweden
1
0
Low
61
Male
PhD
Divorced
41,777
null
32,485
Business
Unemployed
13
Poor
0.564104
280,170
0
East Kimberlymouth
GA
Egypt
1
0
Medium