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
50
Male
High School
Divorced
92,796
602
26,101
Business
Self-employed
3
Poor
0.151182
275,199
1
Lake Mistyville
WV
Myanmar
4
2
High
29
Female
Bachelor's
Single
32,941
602
39,503
Auto
Unemployed
10
Fair
0.197278
38,837
1
Shelbyland
NJ
Antigua and Barbuda
3
2
Low
26
Male
Master's
Divorced
65,741
null
25,746
Business
Self-employed
15
Excellent
0.15935
272,764
4
North Lance
NV
Jordan
null
0
Medium
60
Male
Master's
Single
28,539
729
29,166
Auto
Employed
19
Poor
0.501716
255,685
3
Iantown
AL
Kyrgyz Republic
2
0
Low
30
Non-binary
High School
Widowed
34,999
781
26,627
Business
Unemployed
15
Poor
0.131448
70,655
0
Charlesburgh
AK
Tajikistan
4
1
Low
38
Non-binary
PhD
Divorced
115,980
776
null
Personal
Employed
2
Poor
0.524919
192,634
1
Fishermouth
TN
French Southern Territories
null
2
Low
49
Non-binary
Bachelor's
Divorced
20,445
722
5,761
Business
Employed
9
Good
0.143965
171,902
0
Bakerside
PW
Faroe Islands
null
2
Low
35
Non-binary
High School
Single
118,831
795
10,457
Business
Unemployed
13
Fair
0.256559
59,001
null
West Paulburgh
DE
Brunei Darussalam
1
2
Low
35
Female
Master's
Married
78,920
649
49,591
Business
Employed
7
Good
0.547939
211,600
null
Lake Ericaberg
AZ
Lebanon
null
0
Low
42
Male
Master's
Single
89,363
656
34,118
Home
Self-employed
19
Good
0.486052
283,817
4
Lake Janetville
MD
Costa Rica
2
0
Medium
53
Female
High School
Single
117,135
628
10,282
Home
Employed
9
Good
0.556873
32,508
1
Colleenfort
UT
British Indian Ocean Territory (Chagos Archipelago)
null
2
Medium
44
Non-binary
Master's
Divorced
89,360
686
32,115
Business
Self-employed
12
Excellent
0.409616
84,985
3
Lake Jill
WY
Northern Mariana Islands
3
2
Medium
30
Female
PhD
Widowed
104,475
646
48,518
Personal
Unemployed
14
Fair
0.24418
24,636
2
Port Karen
OK
Saint Barthelemy
1
0
Low
51
Non-binary
Master's
Widowed
95,940
630
37,864
Personal
Unemployed
19
Fair
0.155429
132,465
null
Port Christopherview
PR
Estonia
4
2
Medium
53
Female
High School
Single
93,185
649
24,533
Business
Unemployed
12
Excellent
0.477788
128,391
null
West Stevenport
AS
Georgia
null
2
Medium
30
Non-binary
PhD
Divorced
103,017
616
35,905
Home
Self-employed
8
Fair
0.244223
295,016
0
South Scott
IN
Ethiopia
4
2
Low
31
Non-binary
Bachelor's
Widowed
26,385
718
12,393
Business
Employed
3
Excellent
0.419268
276,755
0
East Allison
MA
Nepal
2
2
Low
69
Non-binary
Bachelor's
Married
26,862
600
20,396
Auto
Self-employed
17
Fair
0.166635
null
4
South Anthonyburgh
GU
Saint Pierre and Miquelon
3
2
Low
56
Non-binary
Bachelor's
Divorced
67,475
699
14,933
Auto
Employed
5
Good
0.23694
284,679
0
Kelleyshire
AK
Serbia
2
2
Low
30
Non-binary
High School
Married
47,690
739
48,369
Business
Employed
19
Good
0.204503
204,498
3
North Nicholashaven
MI
Colombia
1
1
Low
18
Male
High School
Divorced
64,250
null
null
Home
Unemployed
11
Fair
0.474059
235,236
4
Port Melissafurt
MP
Christmas Island
4
2
Medium
67
Non-binary
Master's
Married
103,114
null
39,644
Auto
Unemployed
15
Good
0.346684
137,396
1
New Melissaport
WA
Belarus
4
0
Low
49
Male
PhD
Married
53,087
652
34,447
Personal
Unemployed
6
Fair
0.328107
110,696
0
South Melissaborough
GA
Heard Island and McDonald Islands
2
2
Low
58
Male
High School
Married
62,850
748
36,084
Auto
Employed
0
Poor
0.546061
104,837
1
Rodriguezton
AZ
Antigua and Barbuda
3
0
Low
37
Non-binary
Master's
Divorced
69,104
null
13,301
Auto
Employed
13
Poor
0.374076
153,452
null
Gregorymouth
VA
Hong Kong
3
2
Low
40
Non-binary
Bachelor's
Divorced
53,500
630
14,143
Home
Employed
9
Excellent
0.411909
103,342
3
Middletonmouth
NH
Western Sahara
4
0
Low
58
Female
PhD
Divorced
null
672
14,136
Home
Self-employed
3
Poor
0.563757
279,152
1
Roberthaven
VA
Saint Lucia
1
0
Medium
30
Male
PhD
Divorced
66,969
691
22,135
Home
Unemployed
12
Excellent
0.260741
null
2
North Jessica
NV
Saint Martin
null
2
Medium
23
Non-binary
Bachelor's
Married
40,809
679
null
Personal
Unemployed
19
Poor
0.290132
207,813
4
East Ashley
PW
Somalia
3
1
Medium
68
Male
PhD
Married
38,254
770
11,461
Personal
Unemployed
1
Good
0.516527
132,585
3
Darrylview
UT
Greenland
2
0
Low
36
Non-binary
High School
Single
81,768
676
42,451
Business
Unemployed
4
Poor
0.580044
183,541
null
Port Maryton
GA
Iran
2
2
Low
21
Non-binary
Master's
Married
57,367
null
27,182
Business
Unemployed
0
Excellent
0.49465
null
2
South Andrea
LA
Belize
4
0
Low
29
Non-binary
PhD
Divorced
80,684
777
41,499
Personal
Self-employed
15
Poor
0.183612
287,169
4
Lake Sean
AK
Kyrgyz Republic
2
0
Low
44
Female
Bachelor's
Married
84,277
740
null
Auto
Unemployed
5
Fair
0.181279
151,227
4
Lake Zacharyland
FM
Chad
4
0
Medium
61
Male
Bachelor's
Widowed
null
751
26,828
Personal
Self-employed
13
Excellent
0.569981
107,597
4
Port Melissa
TX
Mauritius
0
0
Medium
56
Non-binary
PhD
Married
null
688
30,910
Home
Employed
2
Good
0.559639
230,516
3
Shieldsmouth
OH
Montenegro
0
1
Medium
31
Male
PhD
Married
56,139
658
null
Auto
Self-employed
0
Fair
0.378727
169,693
0
Wilsonshire
IA
Honduras
null
2
High
57
Non-binary
Master's
Divorced
113,937
null
5,577
Home
Unemployed
17
Good
0.133713
null
1
Kellyton
WI
Latvia
4
2
Low
59
Male
PhD
Married
112,851
770
31,965
Auto
Employed
19
Good
0.533353
248,185
2
South Susan
HI
Slovenia
3
0
Medium
37
Non-binary
PhD
Single
100,501
767
8,911
Personal
Unemployed
14
Good
0.177274
279,157
3
New Davidside
VI
Heard Island and McDonald Islands
0
0
Low
32
Male
Master's
Single
85,036
null
10,139
Auto
Self-employed
3
Fair
0.362013
229,079
4
North Jermaine
MP
Marshall Islands
0
2
High
28
Non-binary
Master's
Divorced
24,131
null
null
Home
Employed
4
Fair
0.312978
96,308
4
Higginsburgh
PW
Netherlands
0
2
Low
63
Male
Bachelor's
Married
null
740
35,232
Home
Unemployed
10
Fair
0.266457
252,773
2
South Katieberg
WA
Martinique
2
1
Low
26
Female
PhD
Single
67,498
752
5,722
Home
Employed
2
Fair
0.201324
212,268
3
Lindseychester
MT
British Indian Ocean Territory (Chagos Archipelago)
null
2
Low
47
Female
PhD
Widowed
40,221
786
null
Home
Employed
11
Excellent
0.483414
263,834
1
Port Ariel
OK
Macao
3
0
Medium
52
Male
PhD
Married
null
784
33,418
Home
Self-employed
11
Excellent
0.1547
null
3
Moraport
UT
Iraq
null
2
Low
18
Female
Bachelor's
Married
77,255
713
32,476
Home
Employed
7
Poor
0.480628
171,826
null
Anthonyview
AZ
Isle of Man
null
0
Low
64
Non-binary
Master's
Widowed
95,475
689
44,284
Auto
Self-employed
11
Good
0.46565
223,428
1
Dennisfurt
TX
Myanmar
0
0
High
51
Female
High School
Divorced
119,683
686
null
Business
Unemployed
0
Poor
0.538998
27,877
null
Port Misty
OR
Luxembourg
3
0
Low
44
Female
High School
Widowed
98,670
615
23,410
Personal
Employed
6
Excellent
0.437092
null
3
South Juan
MP
Zambia
4
2
Medium
28
Non-binary
Master's
Married
31,885
735
21,313
Business
Unemployed
0
Excellent
0.49051
138,048
1
North Meagan
AR
Estonia
4
2
Low
69
Female
Bachelor's
Widowed
53,978
637
24,725
Auto
Self-employed
15
Fair
0.172649
65,774
4
North Mikaylamouth
CO
South Georgia and the South Sandwich Islands
1
2
Low
30
Male
Master's
Married
50,283
null
41,582
Auto
Employed
11
Excellent
0.589288
91,092
2
East Pamelaside
FL
Mauritius
1
2
Medium
44
Non-binary
Master's
Single
48,668
673
6,631
Personal
Unemployed
17
Good
0.322401
null
4
Ruizton
WI
Kuwait
4
1
Low
29
Female
Bachelor's
Divorced
69,289
739
5,583
Auto
Self-employed
14
Good
0.26844
253,751
2
Lake Leeville
ID
Latvia
0
1
Low
27
Female
High School
Single
null
624
5,744
Business
Unemployed
12
Excellent
0.261927
22,794
null
Susanberg
KS
Fiji
0
2
Medium
58
Female
Bachelor's
Widowed
26,416
768
34,955
Business
Unemployed
0
Good
0.555759
null
0
Christinafort
AZ
Trinidad and Tobago
0
2
Low
64
Male
High School
Widowed
119,546
756
43,821
Auto
Unemployed
5
Fair
0.191726
104,056
4
West Marieberg
OR
American Samoa
null
1
Low
28
Female
Master's
Widowed
null
643
33,388
Auto
Self-employed
1
Poor
0.584521
75,383
2
North Josephport
WV
United Arab Emirates
null
2
Medium
37
Male
Master's
Widowed
null
795
17,300
Personal
Unemployed
4
Excellent
0.23093
null
0
Vazquezburgh
PR
Norway
1
0
Low
30
Non-binary
Bachelor's
Single
96,519
740
27,963
Home
Employed
5
Good
0.58323
27,615
4
West Daniel
AS
Andorra
0
1
Low
41
Female
PhD
Divorced
54,311
624
40,592
Personal
Self-employed
9
Excellent
0.179353
234,134
3
New Faith
MD
Hong Kong
1
2
Low
67
Female
Bachelor's
Single
23,052
735
48,261
Home
Self-employed
10
Excellent
0.302971
174,316
2
Markborough
MI
Saudi Arabia
2
1
Low
59
Male
High School
Single
116,458
null
9,946
Home
Employed
17
Excellent
0.301653
250,294
null
New Raymond
MI
Gabon
3
0
Medium
28
Male
PhD
Widowed
48,625
675
23,721
Home
Self-employed
0
Excellent
0.451268
285,002
0
Katherinehaven
TN
Cuba
0
0
Medium
49
Female
Bachelor's
Married
71,901
758
23,609
Auto
Employed
13
Good
0.483001
296,797
4
New Deanchester
ND
Greenland
1
1
Low
64
Non-binary
Bachelor's
Married
62,425
633
44,113
Personal
Self-employed
2
Excellent
0.147655
260,580
4
Mackenzieshire
MN
Costa Rica
2
1
Medium
25
Male
PhD
Single
null
623
19,558
Personal
Employed
14
Poor
0.172361
122,723
null
Victoriaburgh
FM
Uganda
4
0
Low
19
Non-binary
Master's
Married
null
642
9,683
Auto
Unemployed
0
Fair
0.389865
96,277
3
North Alexandrachester
DE
Rwanda
1
1
Medium
49
Non-binary
Bachelor's
Widowed
96,687
611
37,908
Business
Employed
18
Excellent
0.494043
42,700
2
Brownborough
AK
Vanuatu
1
2
High
64
Male
PhD
Divorced
64,264
637
41,309
Business
Employed
11
Poor
0.179431
23,141
0
North Maryhaven
IN
Martinique
1
1
Medium
54
Non-binary
PhD
Married
69,431
768
32,861
Home
Employed
13
Excellent
0.460661
28,037
2
New Christopherstad
VT
Niger
0
1
Low
36
Male
Bachelor's
Married
115,117
null
17,034
Personal
Employed
15
Poor
0.12179
30,851
2
Esparzaville
FM
South Africa
4
2
Medium
35
Non-binary
High School
Single
24,486
674
null
Business
Unemployed
12
Fair
0.568201
180,746
4
Hayeston
NJ
Qatar
3
1
Medium
44
Non-binary
PhD
Married
117,309
780
13,807
Home
Self-employed
1
Good
0.333894
260,548
3
North Tylerbury
DC
Trinidad and Tobago
3
1
Medium
61
Non-binary
PhD
Single
112,297
773
41,898
Business
Unemployed
9
Good
0.400565
231,574
3
Brownton
UT
Syrian Arab Republic
4
1
Medium
60
Female
Master's
Single
69,349
661
15,245
Business
Employed
14
Poor
0.249227
285,451
1
New Cesar
TN
Cote d'Ivoire
2
0
Low
43
Female
Bachelor's
Widowed
24,944
null
null
Business
Employed
17
Poor
0.290106
41,713
4
East Lauren
KY
Anguilla
4
0
Medium
59
Male
PhD
Married
84,353
773
null
Auto
Employed
3
Fair
0.528561
286,357
1
Rosarioburgh
VT
Chile
3
0
Medium
31
Female
High School
Widowed
77,298
658
34,526
Business
Unemployed
15
Good
0.561577
253,993
3
Hoffmanberg
MA
Papua New Guinea
null
1
Low
58
Male
Master's
Married
null
608
12,054
Personal
Employed
15
Poor
0.504539
88,796
1
North Aprilville
UT
Mexico
4
0
Medium
33
Female
PhD
Single
21,649
629
49,055
Business
Unemployed
11
Fair
0.582084
281,720
4
Lake Andrew
MP
Singapore
null
0
Medium
34
Male
Master's
Married
46,081
774
33,530
Auto
Self-employed
18
Fair
0.516119
54,515
2
West Robert
MP
Azerbaijan
2
2
Medium
20
Non-binary
Master's
Divorced
null
705
34,432
Home
Employed
1
Good
0.305168
94,237
4
West Wendybury
ME
Kazakhstan
null
1
Low
18
Male
High School
Widowed
45,165
null
15,411
Business
Employed
0
Excellent
0.328574
133,477
null
Riverabury
PA
Isle of Man
3
2
Medium
41
Female
Master's
Widowed
70,539
628
null
Home
Self-employed
3
Fair
0.52995
96,320
4
Murrayberg
KY
Ecuador
1
2
High
57
Non-binary
Master's
Widowed
null
748
45,698
Personal
Employed
18
Good
0.519603
258,160
2
Carrburgh
KY
United Kingdom
3
0
Medium
52
Male
High School
Single
114,925
773
20,931
Auto
Self-employed
9
Good
0.275554
281,826
null
New Brianna
FM
Finland
null
1
Low
22
Male
PhD
Married
25,597
787
34,798
Personal
Unemployed
16
Excellent
0.550435
null
null
East Julieland
WV
Suriname
2
2
Medium
29
Non-binary
Bachelor's
Widowed
71,158
632
42,674
Home
Self-employed
17
Excellent
0.385215
159,995
4
Lake Johntown
SC
Kiribati
3
1
Medium
19
Female
High School
Widowed
null
795
32,129
Home
Self-employed
8
Poor
0.516175
158,066
0
North Kelly
AS
Niue
null
2
Low
38
Non-binary
High School
Married
97,166
null
8,474
Auto
Employed
8
Poor
0.163941
183,949
0
Amandachester
IA
Italy
0
1
Low
55
Non-binary
Master's
Single
66,308
735
47,395
Personal
Employed
17
Excellent
0.330204
263,627
2
New Brendaburgh
ND
Trinidad and Tobago
0
2
Low
49
Female
Bachelor's
Married
59,044
null
28,995
Personal
Self-employed
17
Poor
0.282694
74,182
3
Turnerport
TX
Israel
2
1
Low
44
Non-binary
Bachelor's
Widowed
64,893
726
48,059
Home
Employed
14
Good
0.206416
80,913
3
West Kirsten
DE
Saint Lucia
4
2
Medium
61
Non-binary
High School
Married
26,500
null
32,573
Home
Employed
13
Excellent
0.157006
28,823
1
Aliceberg
SD
Barbados
0
1
High
49
Male
PhD
Widowed
96,693
null
41,126
Auto
Self-employed
9
Fair
0.304064
141,703
1
Weaverberg
RI
Tajikistan
2
0
Medium
20
Non-binary
Bachelor's
Single
70,929
660
28,671
Auto
Self-employed
3
Excellent
0.331369
294,335
null
Port Charleneport
FM
Equatorial Guinea
4
0
High
29
Male
High School
Single
82,278
786
7,749
Home
Unemployed
10
Fair
0.439296
182,784
3
Lake Kimshire
AR
Mauritius
4
1
Low
21
Female
Master's
Widowed
null
712
37,361
Personal
Employed
5
Fair
0.270911
197,777
null
East Stacy
KS
Zambia
null
2
Low