Age
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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
58
Non-binary
Bachelor's
Divorced
42,219
620
30,416
Home
Unemployed
10
Good
0.422462
59,049
null
Carolyntown
KY
Indonesia
null
2
Low
48
Female
PhD
Single
88,319
null
35,033
Auto
Employed
15
Good
0.541211
26,859
null
South William
FM
Nauru
3
1
Low
34
Non-binary
Master's
Widowed
46,049
751
43,321
Home
Employed
5
Fair
0.541232
129,120
2
New Joseph
WV
Japan
4
0
Medium
35
Male
PhD
Single
110,727
755
44,452
Business
Employed
4
Poor
0.174753
108,342
2
North Andrewtown
IA
Philippines
4
0
Medium
40
Non-binary
High School
Single
105,333
null
5,213
Personal
Unemployed
2
Fair
0.139236
117,850
null
West Richard
CO
Burkina Faso
0
2
Low
34
Female
Bachelor's
Single
83,642
751
12,190
Auto
Unemployed
5
Poor
0.344117
182,869
1
Willisside
PR
Monaco
0
2
Medium
34
Male
Bachelor's
Widowed
25,678
613
25,372
Personal
Self-employed
9
Excellent
0.391187
138,067
1
Anthonyberg
WA
Holy See (Vatican City State)
4
2
High
61
Male
High School
Single
null
650
44,552
Home
Employed
19
Poor
0.192656
292,163
null
East Stevenchester
FM
Anguilla
2
2
Low
53
Male
High School
Widowed
36,066
null
33,224
Personal
Employed
16
Good
0.44739
null
4
Macdonaldfort
NJ
Grenada
3
0
Low
40
Non-binary
PhD
Divorced
105,265
763
27,903
Auto
Employed
1
Poor
0.439942
249,185
2
Mitchelltown
VI
Suriname
4
1
Medium
27
Non-binary
Master's
Married
83,497
702
13,659
Business
Self-employed
10
Poor
0.256398
null
2
Anthonyshire
NV
Tonga
2
1
Medium
40
Male
High School
Divorced
null
707
13,732
Home
Unemployed
4
Fair
0.597782
null
null
Boyershire
KY
Palau
3
1
Low
67
Female
Master's
Widowed
null
null
16,456
Personal
Unemployed
7
Fair
0.550159
139,822
1
Harrisonland
NJ
Guatemala
2
1
Low
52
Male
Master's
Married
80,945
701
46,784
Business
Employed
9
Excellent
0.101207
73,496
2
Vasquezport
VA
Vietnam
1
1
Low
43
Female
High School
Married
71,993
729
27,055
Home
Unemployed
17
Excellent
0.561604
221,593
1
North Edwardtown
RI
Gabon
3
0
Low
22
Male
PhD
Divorced
32,869
741
39,837
Auto
Employed
0
Fair
0.313593
273,528
4
Timothyton
OK
Hungary
4
1
High
22
Non-binary
Bachelor's
Widowed
86,846
684
47,335
Auto
Unemployed
0
Poor
0.463929
37,738
3
Grantside
SC
Cameroon
0
2
Low
41
Male
PhD
Married
31,066
636
41,610
Home
Employed
9
Fair
0.536187
30,732
1
Port Kyle
TX
Korea
2
2
Low
65
Male
High School
Single
98,254
null
23,453
Auto
Self-employed
16
Excellent
0.372649
null
4
West Michaelburgh
OH
Guinea
4
2
Medium
22
Male
Master's
Divorced
97,564
null
47,543
Business
Unemployed
4
Good
0.304892
116,175
3
New Jamesview
AR
Sierra Leone
3
2
Low
46
Male
Bachelor's
Married
22,039
null
29,107
Home
Self-employed
7
Excellent
0.381064
42,522
null
Halltown
DE
Guyana
null
1
Medium
69
Female
High School
Divorced
58,653
640
45,791
Auto
Unemployed
16
Fair
0.322889
248,472
4
East Michaelport
WY
Cuba
0
0
Low
41
Female
High School
Divorced
null
608
null
Home
Unemployed
1
Fair
0.127779
209,688
0
Doughertyfurt
VI
Somalia
3
0
Medium
55
Non-binary
High School
Married
25,870
725
25,375
Business
Unemployed
4
Fair
0.330125
181,851
1
North James
WV
Lithuania
2
1
Medium
44
Female
Master's
Single
77,899
null
null
Home
Self-employed
5
Fair
0.588181
null
null
North Jamieville
WV
Sweden
4
2
Medium
52
Female
Bachelor's
Divorced
50,194
699
38,540
Personal
Self-employed
7
Good
0.543364
94,821
0
Sparksborough
IA
Vietnam
4
2
Low
62
Female
High School
Divorced
91,922
673
46,144
Business
Self-employed
17
Good
0.586785
242,664
1
Jaclynside
MP
Afghanistan
3
0
High
42
Female
High School
Married
26,609
618
9,025
Personal
Self-employed
14
Poor
0.537137
219,804
null
Lake Melaniebury
OH
Sao Tome and Principe
2
0
High
48
Female
Bachelor's
Married
91,229
null
43,197
Home
Unemployed
18
Excellent
0.363109
101,375
4
East Stacyland
PR
Tanzania
0
0
Low
36
Female
Bachelor's
Married
25,385
616
45,091
Auto
Self-employed
19
Poor
0.414047
255,416
1
West Barrybury
KY
Gabon
1
1
Low
34
Female
Master's
Widowed
null
748
49,962
Business
Unemployed
10
Good
0.587467
262,915
2
North Jeremiah
ME
Portugal
1
1
Low
45
Non-binary
Bachelor's
Widowed
49,048
718
8,107
Auto
Self-employed
5
Excellent
0.465679
212,305
2
South Calvinfort
RI
New Caledonia
3
0
Medium
42
Male
Master's
Divorced
61,713
null
48,751
Home
Unemployed
11
Good
0.462231
207,476
1
Kentshire
OK
Poland
2
1
Low
66
Non-binary
PhD
Widowed
null
754
49,166
Business
Employed
3
Poor
0.356821
null
2
South Petermouth
FL
China
3
1
Low
56
Male
Master's
Widowed
64,016
622
9,817
Auto
Unemployed
12
Excellent
0.209975
210,156
1
Robinsonstad
VI
Tokelau
0
0
Medium
42
Male
High School
Divorced
70,955
724
30,485
Personal
Employed
2
Excellent
0.380756
265,072
null
Port Jennifer
MN
Serbia
3
1
Low
20
Female
High School
Widowed
60,682
622
20,907
Home
Employed
6
Good
0.312462
216,240
1
Jamesburgh
VT
Korea
1
1
Medium
55
Non-binary
Master's
Widowed
46,261
null
27,905
Home
Unemployed
19
Excellent
0.362248
137,128
3
Lake Stacey
SC
Burundi
2
1
High
49
Female
High School
Married
80,848
664
null
Personal
Self-employed
18
Good
0.178751
45,593
null
South Amyberg
ND
Congo
2
2
Low
63
Female
PhD
Widowed
30,633
603
null
Auto
Self-employed
13
Good
0.214537
251,603
4
Amandamouth
AL
Mali
1
1
Low
42
Female
High School
Divorced
107,914
694
7,194
Personal
Self-employed
4
Excellent
0.598975
289,015
0
North Scott
ND
Singapore
4
0
Low
66
Male
Master's
Widowed
33,440
709
10,260
Business
Self-employed
1
Fair
0.261983
116,976
4
West Cherylmouth
CO
Canada
null
2
Low
56
Female
Master's
Widowed
116,494
null
8,239
Home
Unemployed
18
Fair
0.362822
60,910
0
East Christopherstad
DC
Indonesia
4
0
Low
64
Male
PhD
Widowed
79,424
625
28,738
Personal
Unemployed
2
Excellent
0.455581
98,803
null
Cherylhaven
ID
Mayotte
3
0
High
34
Female
Bachelor's
Widowed
29,616
631
7,604
Personal
Employed
12
Poor
0.541032
208,788
4
North Cody
UT
French Guiana
4
0
Low
62
Male
Bachelor's
Widowed
56,855
631
15,112
Business
Employed
14
Fair
0.15869
203,808
4
West Peter
MH
Nigeria
4
0
Medium
45
Male
Bachelor's
Widowed
null
709
28,550
Business
Self-employed
12
Good
0.541923
176,698
4
West Stephen
MD
San Marino
2
2
Low
50
Non-binary
Master's
Married
null
null
41,320
Personal
Unemployed
11
Fair
0.372484
257,086
1
Kyleburgh
DE
Nicaragua
null
0
High
60
Non-binary
Bachelor's
Divorced
63,237
740
48,293
Business
Employed
5
Good
0.450508
266,517
3
Olsonstad
AK
South Georgia and the South Sandwich Islands
1
1
Low
31
Female
Bachelor's
Single
71,095
705
null
Business
Self-employed
16
Good
0.297278
73,626
null
Millston
TN
Venezuela
1
1
Medium
44
Female
High School
Single
95,287
630
22,851
Business
Employed
6
Good
0.357558
144,151
4
Brownhaven
SC
Turkey
null
2
Low
18
Male
Bachelor's
Married
82,160
752
28,519
Home
Employed
2
Excellent
0.312874
23,422
3
Port Joseph
LA
El Salvador
2
2
Medium
66
Female
Master's
Widowed
84,175
605
40,469
Business
Unemployed
17
Fair
0.580377
190,341
2
Rodgersburgh
NH
Hong Kong
4
1
Low
62
Male
High School
Married
46,447
757
29,405
Auto
Employed
4
Good
0.360042
null
2
North Lynn
AR
Eritrea
2
2
Medium
39
Male
Bachelor's
Widowed
92,489
639
7,304
Business
Employed
19
Poor
0.229812
215,616
1
Ashleyburgh
IL
Argentina
4
0
Low
45
Female
Bachelor's
Married
71,253
652
27,307
Auto
Self-employed
12
Poor
0.32124
107,350
1
Lake Pamelabury
WA
Mauritius
0
0
Medium
60
Non-binary
High School
Married
26,242
637
44,308
Home
Employed
18
Excellent
0.329672
258,070
4
North Johnnystad
PA
Aruba
1
1
Medium
36
Male
Bachelor's
Divorced
47,987
793
7,973
Business
Unemployed
1
Fair
0.258701
104,222
3
New Matthewborough
MP
Lithuania
0
2
Medium
63
Male
PhD
Divorced
89,674
null
34,161
Business
Unemployed
10
Good
0.376039
183,444
3
Simpsonland
CT
Slovenia
4
2
Medium
50
Male
PhD
Single
70,639
782
15,844
Personal
Unemployed
7
Poor
0.440655
26,758
1
Lake Carol
MS
Dominican Republic
4
0
Low
40
Non-binary
Bachelor's
Divorced
100,485
null
39,842
Auto
Unemployed
12
Good
0.169874
null
4
Port Kari
MN
Micronesia
0
2
Medium
46
Female
High School
Single
110,159
790
29,837
Home
Self-employed
12
Poor
0.369031
240,011
1
West Tiffany
HI
Antarctica (the territory South of 60 deg S)
2
1
Medium
35
Non-binary
Master's
Single
66,526
732
29,837
Home
Self-employed
18
Poor
0.509286
294,341
null
East Breannaburgh
AK
Netherlands
1
2
Low
56
Non-binary
PhD
Single
null
797
null
Personal
Self-employed
15
Poor
0.448974
141,611
0
North Angela
MN
Korea
null
1
Medium
28
Female
High School
Widowed
112,526
752
36,288
Personal
Employed
10
Fair
0.474231
184,535
1
East Jessicabury
NY
Equatorial Guinea
2
1
Low
29
Male
PhD
Divorced
68,196
739
35,275
Personal
Employed
1
Poor
0.497856
262,266
3
Brianstad
CT
British Indian Ocean Territory (Chagos Archipelago)
3
1
High
56
Female
Master's
Married
73,871
689
45,186
Auto
Employed
12
Good
0.55879
121,187
1
Johnsonborough
FL
Trinidad and Tobago
1
2
Medium
33
Non-binary
Bachelor's
Divorced
101,447
640
21,855
Business
Self-employed
0
Fair
0.182835
243,032
2
Olsontown
DE
Mayotte
1
2
Low
68
Female
Bachelor's
Widowed
78,548
755
48,196
Home
Unemployed
16
Good
0.128245
88,255
3
New Christopher
MD
Belgium
null
0
Low
26
Non-binary
Master's
Widowed
null
null
null
Auto
Unemployed
14
Poor
0.451315
209,477
2
Port Vickie
SD
Guyana
1
1
Medium
37
Non-binary
Master's
Widowed
50,486
609
null
Business
Unemployed
2
Excellent
0.465685
249,133
0
Port Levi
VT
United States of America
4
0
Low
39
Male
Bachelor's
Divorced
34,332
null
35,126
Auto
Unemployed
14
Excellent
0.564474
285,612
3
Mejiatown
FL
Saint Vincent and the Grenadines
2
0
Medium
51
Non-binary
PhD
Married
83,252
760
27,869
Personal
Self-employed
16
Fair
0.416922
23,546
3
East Timothychester
NC
United Arab Emirates
0
2
High
61
Male
Bachelor's
Single
39,856
680
17,699
Auto
Employed
0
Good
0.196233
154,041
null
Williamsmouth
AK
Taiwan
1
0
Low
59
Male
PhD
Widowed
102,597
null
15,695
Auto
Self-employed
8
Excellent
0.405244
93,130
null
Lunafurt
FM
Cook Islands
2
1
Low
34
Male
Master's
Divorced
92,485
720
null
Business
Self-employed
3
Excellent
0.427697
44,893
null
East Richardtown
WA
Canada
1
2
High
30
Non-binary
Bachelor's
Widowed
41,470
662
25,724
Home
Self-employed
5
Poor
0.336825
145,766
0
Lake Joseton
CA
Honduras
2
1
Low
68
Male
Bachelor's
Married
115,525
742
28,291
Auto
Unemployed
2
Good
0.417685
291,120
1
Stevenview
SD
Puerto Rico
null
1
Low
56
Non-binary
Bachelor's
Widowed
36,926
700
46,525
Business
Self-employed
16
Excellent
0.139048
220,452
4
Richardburgh
GA
Guam
2
0
Medium
20
Non-binary
PhD
Single
76,865
628
9,507
Business
Self-employed
5
Good
0.256536
214,753
4
Garciafort
PW
Tajikistan
null
2
Medium
56
Non-binary
PhD
Married
68,720
null
23,083
Business
Employed
15
Fair
0.317921
295,634
3
South Timothy
OK
Antarctica (the territory South of 60 deg S)
3
0
Low
30
Female
PhD
Widowed
43,653
null
5,657
Home
Self-employed
5
Poor
0.25717
210,388
0
Port Lisashire
FL
New Zealand
2
1
Low
63
Female
Bachelor's
Married
115,198
617
36,000
Personal
Employed
1
Poor
0.237219
155,070
1
North Danielfurt
WA
Christmas Island
1
0
Medium
43
Non-binary
Bachelor's
Married
83,238
630
47,925
Business
Unemployed
3
Good
0.323467
93,074
0
Port Davidbury
NY
Russian Federation
4
1
Low
22
Female
Master's
Widowed
65,420
797
18,847
Home
Employed
6
Poor
0.195951
35,607
1
Harringtonmouth
GU
Korea
1
2
Medium
64
Non-binary
High School
Divorced
38,688
737
46,437
Personal
Unemployed
9
Excellent
0.480067
259,692
4
Roachview
AS
Croatia
null
2
Low
40
Non-binary
Bachelor's
Divorced
76,321
null
24,713
Personal
Self-employed
7
Poor
0.211376
184,929
1
East Joshuastad
NM
Saint Barthelemy
1
2
Low
28
Non-binary
Bachelor's
Widowed
26,861
618
26,687
Personal
Self-employed
6
Excellent
0.304577
null
3
Elizabethbury
IA
Egypt
null
1
Low
43
Male
Master's
Divorced
73,900
613
18,831
Personal
Self-employed
10
Excellent
0.468276
234,425
3
Jenniferchester
MT
Albania
0
2
Low
49
Male
Master's
Single
33,582
681
5,236
Home
Unemployed
11
Good
0.393563
65,973
3
New Scott
MP
Ghana
0
2
Low
66
Non-binary
Master's
Single
92,629
750
41,473
Auto
Unemployed
17
Fair
0.588915
120,306
null
Benderport
WY
Belize
4
1
Low
40
Female
Master's
Married
118,095
null
null
Business
Self-employed
6
Excellent
0.247794
27,012
2
Katelynfort
VI
Montserrat
null
2
Medium
24
Non-binary
Master's
Single
88,363
660
null
Auto
Self-employed
11
Poor
0.534099
108,324
4
East Paulborough
AS
Brazil
null
2
Low
40
Non-binary
Bachelor's
Single
58,368
735
32,968
Business
Employed
12
Excellent
0.257972
228,140
2
East Marilyn
MI
Saint Barthelemy
4
2
Medium
28
Male
Bachelor's
Divorced
70,859
779
40,292
Auto
Employed
19
Good
0.261394
57,335
4
New Nicholasview
NE
Seychelles
0
1
Low
38
Male
Bachelor's
Married
110,183
712
31,117
Personal
Employed
6
Fair
0.404271
41,247
null
North Laura
CT
Turkmenistan
0
2
Medium
39
Male
High School
Divorced
31,628
738
10,235
Home
Unemployed
13
Fair
0.196249
35,251
0
Port Ashley
CO
Syrian Arab Republic
4
2
Low
50
Non-binary
Master's
Widowed
108,373
638
null
Home
Employed
0
Poor
0.366749
150,165
3
Deborahhaven
WA
Barbados
null
1
High
31
Male
Master's
Married
40,519
639
38,782
Home
Employed
13
Good
0.282986
null
2
West Tashaland
IL
Barbados
null
2
Medium
39
Male
PhD
Married
52,194
690
47,771
Personal
Employed
11
Fair
0.337147
262,230
3
Beckerbury
DE
British Virgin Islands
2
2
Medium