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
49
Male
Bachelor's
Divorced
83,008
null
36,825
Personal
Employed
1
Poor
0.379018
81,382
3
Snyderton
OH
Puerto Rico
3
0
Medium
64
Female
High School
Widowed
20,254
785
23,834
Business
Unemployed
18
Good
0.307601
161,948
4
South Adamside
MH
Egypt
null
1
Medium
36
Male
Bachelor's
Widowed
61,401
712
8,109
Home
Employed
2
Excellent
0.243868
160,049
2
West Brandonport
MN
Taiwan
4
0
Low
29
Non-binary
High School
Widowed
65,440
682
43,010
Personal
Employed
0
Good
0.127358
156,659
0
West Brandy
NJ
Kuwait
1
2
High
64
Non-binary
PhD
Married
96,310
768
31,273
Home
Self-employed
16
Fair
0.304869
89,193
3
Adamsshire
VT
American Samoa
3
2
Low
20
Non-binary
High School
Married
52,664
null
32,922
Personal
Employed
5
Poor
0.197062
33,117
4
Fosterchester
KS
Niue
0
2
Low
59
Female
High School
Divorced
97,972
760
36,310
Home
Employed
11
Poor
0.201157
245,936
null
West Matthew
PA
Sudan
0
2
Medium
53
Female
High School
Single
38,615
726
49,396
Personal
Employed
6
Poor
0.400176
129,150
3
Lake Nicholas
ID
Burundi
3
0
Low
27
Non-binary
High School
Single
null
null
44,559
Business
Employed
8
Excellent
0.138422
151,786
2
Eatonton
NM
Greenland
4
0
Low
41
Male
Bachelor's
Single
37,916
716
11,458
Personal
Self-employed
0
Excellent
0.449319
212,673
4
Curtisland
VT
Dominican Republic
3
2
Medium
41
Female
PhD
Married
107,943
614
14,574
Auto
Employed
2
Fair
0.148947
null
4
Kristenberg
MH
Svalbard & Jan Mayen Islands
1
2
Low
58
Male
Master's
Divorced
null
779
null
Personal
Self-employed
4
Good
0.11529
null
2
West Ronnie
GA
Slovakia (Slovak Republic)
null
1
Low
24
Non-binary
Bachelor's
Divorced
119,132
648
10,749
Auto
Self-employed
2
Good
0.340333
50,682
1
Lindseyberg
PR
Uganda
4
1
Medium
19
Non-binary
PhD
Single
62,331
null
40,657
Personal
Employed
10
Excellent
0.210094
167,597
2
Lake Ryanburgh
MD
South Africa
4
2
Medium
28
Male
High School
Widowed
null
null
5,121
Personal
Unemployed
5
Excellent
0.415069
197,728
0
Christianland
WV
Haiti
4
1
High
44
Non-binary
PhD
Divorced
null
781
48,413
Personal
Self-employed
7
Excellent
0.277503
35,843
1
Perkinsberg
PA
Algeria
2
1
Low
21
Male
Master's
Divorced
115,637
641
15,662
Home
Self-employed
18
Good
0.351367
176,811
2
Gabriellebury
PA
Tuvalu
1
0
High
44
Female
Master's
Divorced
52,963
758
21,322
Business
Employed
3
Excellent
0.32793
210,173
3
South Debraland
SD
Brunei Darussalam
2
2
Low
41
Female
Bachelor's
Married
51,886
766
19,685
Personal
Self-employed
5
Good
0.387276
298,243
3
West Kimside
CA
Central African Republic
0
2
Low
44
Female
Bachelor's
Widowed
42,592
610
26,103
Home
Employed
4
Excellent
0.301752
109,419
4
Campbellstad
GA
Burkina Faso
0
1
Low
20
Non-binary
High School
Single
42,995
611
39,612
Auto
Unemployed
5
Fair
0.426401
212,161
4
Natalieshire
CO
Vietnam
4
2
Low
64
Non-binary
Bachelor's
Divorced
92,925
647
5,346
Auto
Unemployed
6
Good
0.568806
null
1
Annatown
KY
Saint Helena
1
0
Low
61
Male
PhD
Married
43,746
null
32,140
Auto
Employed
10
Fair
0.517069
160,444
0
Silvaton
SD
Kenya
3
1
High
52
Male
Master's
Married
null
665
44,245
Business
Self-employed
5
Fair
0.476374
null
3
Hurstbury
TX
Mali
1
0
High
30
Non-binary
Bachelor's
Divorced
97,661
615
31,736
Auto
Employed
1
Fair
0.179173
259,346
4
Michaelberg
KY
Ecuador
1
1
Low
59
Non-binary
High School
Married
111,992
null
48,791
Auto
Unemployed
7
Poor
0.239907
258,095
1
Nguyenville
SC
Christmas Island
null
2
Medium
35
Non-binary
Master's
Single
103,750
699
22,924
Home
Self-employed
3
Good
0.556581
234,201
2
Brownmouth
DC
Turkey
3
1
Medium
68
Male
Master's
Married
null
679
19,761
Home
Self-employed
1
Excellent
0.451759
122,130
null
West Dylan
NE
Macao
2
1
Medium
36
Male
Master's
Married
63,327
617
10,375
Business
Self-employed
6
Excellent
0.486339
227,446
2
Lake Johnton
DC
Sierra Leone
2
1
Medium
40
Female
PhD
Divorced
96,902
663
30,065
Business
Self-employed
6
Fair
0.58445
38,895
null
West Crystal
PA
Nepal
2
2
Medium
45
Male
PhD
Married
44,687
772
32,866
Home
Unemployed
12
Fair
0.20419
286,486
1
South Nicole
CO
Austria
2
1
Low
31
Male
Master's
Divorced
56,534
773
null
Home
Self-employed
11
Good
0.461819
287,236
0
Myersburgh
MS
Mali
null
1
Low
55
Male
High School
Divorced
null
773
34,232
Auto
Unemployed
18
Good
0.242607
257,995
2
East Brenda
HI
Pitcairn Islands
3
1
Medium
28
Non-binary
Bachelor's
Divorced
22,035
null
31,304
Personal
Self-employed
14
Fair
0.478038
null
2
New Tyler
NM
Guernsey
4
1
Low
57
Male
Bachelor's
Single
77,911
729
null
Auto
Unemployed
2
Poor
0.485505
null
0
Daniellefort
GA
Colombia
4
2
Low
40
Male
Bachelor's
Widowed
32,587
714
44,110
Home
Unemployed
18
Fair
0.400003
44,864
3
Wilsonstad
DE
Mauritania
null
2
Low
45
Female
Bachelor's
Single
null
712
28,407
Auto
Employed
13
Fair
0.360672
254,529
null
New Jennifermouth
PW
Brunei Darussalam
1
0
Low
38
Non-binary
High School
Single
30,991
null
29,636
Home
Self-employed
9
Fair
0.43627
289,114
2
Johnsonshire
MP
Eritrea
0
1
Medium
40
Male
High School
Widowed
null
785
5,961
Business
Self-employed
7
Fair
0.522923
100,327
2
Kellerburgh
CA
French Polynesia
null
1
Low
28
Female
Bachelor's
Single
68,702
785
42,098
Business
Employed
2
Poor
0.21752
276,585
null
Kramerhaven
KS
Netherlands
2
0
Low
61
Male
Bachelor's
Married
102,203
794
28,054
Home
Unemployed
10
Fair
0.56435
166,523
2
Lake Coreyville
MP
Malaysia
2
1
High
32
Non-binary
Master's
Married
52,343
618
44,428
Home
Unemployed
18
Poor
0.441586
188,678
4
Lucasside
MT
Belarus
3
0
Low
48
Non-binary
Bachelor's
Single
112,663
null
null
Personal
Unemployed
11
Good
0.599859
238,343
0
Port Jacquelinemouth
HI
Syrian Arab Republic
3
0
Low
61
Female
Bachelor's
Married
53,400
783
19,687
Business
Unemployed
3
Fair
0.302651
165,965
3
East Anthony
GU
Panama
1
1
Low
55
Non-binary
Bachelor's
Widowed
44,967
774
32,629
Auto
Self-employed
19
Fair
0.260971
null
2
Mackenzieville
NM
American Samoa
1
0
Low
62
Non-binary
High School
Single
null
652
25,757
Personal
Employed
2
Poor
0.499459
185,053
3
Tapiachester
VA
Christmas Island
3
2
Low
18
Male
High School
Single
84,949
690
11,031
Home
Self-employed
2
Fair
0.237784
182,831
1
West Robertview
NE
Malaysia
null
1
High
67
Female
PhD
Single
53,290
null
null
Business
Unemployed
1
Excellent
0.298455
109,288
null
Hectorberg
KY
Swaziland
4
0
Low
45
Female
Bachelor's
Single
117,911
774
31,681
Personal
Unemployed
9
Poor
0.555971
null
3
New Joshuaburgh
MP
Algeria
null
1
Low
39
Male
Bachelor's
Single
102,850
null
16,034
Home
Unemployed
6
Fair
0.311858
125,077
2
Ericahaven
NY
Croatia
4
0
Low
59
Male
PhD
Divorced
95,453
651
21,922
Home
Employed
10
Good
0.593772
null
null
New Tracy
FM
Montenegro
null
2
Low
43
Non-binary
Bachelor's
Single
87,902
786
25,781
Home
Employed
1
Excellent
0.555103
113,548
null
Michellefort
RI
Anguilla
2
2
Medium
27
Non-binary
Master's
Divorced
46,188
723
46,286
Home
Unemployed
11
Excellent
0.499023
91,193
4
South Cassandramouth
KY
Bosnia and Herzegovina
0
0
High
50
Non-binary
PhD
Widowed
null
638
16,592
Home
Employed
7
Poor
0.399574
159,813
4
Littlehaven
DE
Bouvet Island (Bouvetoya)
4
0
Low
42
Female
High School
Divorced
30,895
null
40,508
Personal
Employed
3
Good
0.569462
127,819
0
Hallfort
RI
Russian Federation
0
2
Low
50
Female
PhD
Single
null
737
13,973
Business
Unemployed
0
Excellent
0.283571
172,737
2
Davidview
WY
Fiji
2
0
Medium
26
Female
Bachelor's
Single
75,956
739
null
Auto
Unemployed
19
Excellent
0.10221
71,361
2
North Sabrinastad
NV
Uruguay
null
0
Low
31
Non-binary
PhD
Single
65,291
617
49,121
Auto
Unemployed
17
Good
0.145392
52,968
0
East Cody
RI
Latvia
1
0
Low
29
Female
Master's
Widowed
58,526
670
49,404
Business
Employed
15
Good
0.527721
207,936
null
Brownborough
ND
Comoros
0
0
Low
42
Female
PhD
Single
81,897
791
35,700
Home
Unemployed
13
Good
0.318477
218,244
0
Conwaybury
MP
Tonga
4
1
Low
53
Non-binary
High School
Married
42,455
667
6,408
Home
Self-employed
3
Fair
0.445407
205,791
4
South Anthonyside
AS
Jersey
null
2
Low
35
Female
High School
Widowed
60,894
629
null
Business
Self-employed
9
Good
0.403501
null
null
Lake Morgan
GA
Tajikistan
0
1
Medium
49
Non-binary
Master's
Widowed
95,350
732
32,575
Home
Employed
1
Poor
0.247525
102,424
2
Pachecobury
GA
Sierra Leone
2
2
Low
24
Female
Bachelor's
Widowed
49,002
674
19,067
Auto
Employed
8
Excellent
0.387544
null
4
East Ricardofort
IA
Samoa
2
1
Medium
57
Female
PhD
Single
null
603
27,938
Business
Self-employed
3
Fair
0.190073
null
3
Brownside
WI
Cote d'Ivoire
4
0
Low
20
Non-binary
Bachelor's
Divorced
28,631
640
27,879
Auto
Unemployed
4
Good
0.447018
203,802
4
Petersburgh
GA
Chile
4
0
Low
23
Non-binary
Master's
Married
38,130
615
24,773
Home
Unemployed
12
Fair
0.585735
null
null
Harmontown
FM
Solomon Islands
1
0
Low
25
Non-binary
High School
Divorced
117,772
796
16,427
Auto
Unemployed
6
Fair
0.178901
259,340
null
North Shelby
MP
Korea
2
1
Medium
38
Female
High School
Single
54,536
768
23,015
Home
Self-employed
16
Poor
0.197176
22,378
0
Davidville
KS
French Southern Territories
1
1
Medium
62
Male
Master's
Married
31,612
762
48,099
Business
Employed
9
Poor
0.340581
231,833
1
Port John
OK
Vanuatu
null
0
High
21
Male
Master's
Widowed
61,992
690
22,527
Business
Self-employed
3
Good
0.28567
34,034
2
West Jeffery
GU
Sri Lanka
0
0
Low
69
Female
High School
Single
47,802
705
18,543
Personal
Unemployed
9
Poor
0.302139
291,985
3
North Brandon
FL
Ethiopia
null
1
Medium
38
Male
High School
Widowed
65,955
698
23,559
Home
Self-employed
13
Good
0.21878
145,270
0
Lopeztown
LA
Austria
0
2
Low
24
Female
High School
Single
32,569
619
null
Personal
Employed
11
Good
0.310699
87,265
0
Hillland
WY
Guatemala
1
0
Low
63
Female
PhD
Single
null
644
null
Home
Unemployed
18
Poor
0.36156
null
1
Warrenstad
NC
Timor-Leste
4
0
Medium
41
Non-binary
High School
Widowed
63,085
null
27,468
Home
Unemployed
12
Poor
0.183576
222,579
1
Amyberg
FL
Bhutan
0
0
Low
25
Female
High School
Widowed
107,787
609
32,653
Business
Unemployed
15
Poor
0.563715
205,232
2
Mahoneyfurt
MP
Cook Islands
2
1
Medium
46
Female
High School
Widowed
96,625
748
28,597
Business
Self-employed
15
Poor
0.21829
140,649
1
South Williamview
UT
Korea
1
1
Low
30
Non-binary
Master's
Married
null
615
47,048
Personal
Unemployed
19
Good
0.540752
228,076
1
North Christian
PA
Burundi
0
0
Low
38
Male
High School
Widowed
89,617
760
null
Personal
Employed
12
Good
0.555477
231,021
1
North Barbaraport
HI
New Zealand
2
1
Low
36
Female
High School
Widowed
null
672
43,890
Personal
Unemployed
6
Fair
0.39181
139,905
2
Kathyview
ME
Italy
0
2
Low
60
Non-binary
PhD
Divorced
116,746
636
41,779
Auto
Employed
8
Poor
0.314916
111,554
null
Mooreland
WV
Myanmar
3
0
Low
24
Female
PhD
Widowed
94,888
603
28,196
Personal
Self-employed
5
Fair
0.596137
124,749
3
Nicholasfurt
NH
Sweden
null
2
Low
60
Female
Bachelor's
Widowed
25,202
744
17,280
Home
Unemployed
12
Fair
0.175783
195,764
null
Muellerberg
ME
Western Sahara
null
1
Medium
42
Non-binary
Bachelor's
Divorced
null
685
38,186
Home
Self-employed
12
Poor
0.473176
247,887
3
Port Jamesport
ND
Ethiopia
null
2
Medium
42
Non-binary
High School
Married
null
757
40,706
Home
Employed
17
Excellent
0.201349
258,599
1
Harrisonborough
ID
Poland
2
2
High
46
Female
High School
Single
58,221
627
41,564
Home
Unemployed
14
Good
0.376048
63,506
null
Lake Bonnieberg
MP
Tonga
1
1
High
62
Female
PhD
Widowed
null
651
44,172
Home
Unemployed
15
Excellent
0.132026
141,346
1
East Glennmouth
IA
Gibraltar
3
0
Low
63
Non-binary
Bachelor's
Married
33,123
646
21,854
Personal
Self-employed
7
Poor
0.23431
199,315
4
South Daniel
VA
Honduras
0
1
Low
55
Female
High School
Married
null
null
38,067
Business
Unemployed
15
Poor
0.395716
69,755
3
West Jose
KY
Honduras
4
0
Medium
62
Female
PhD
Married
112,246
null
18,762
Home
Employed
17
Excellent
0.386195
117,960
2
Ryanberg
NJ
Namibia
0
1
Low
63
Female
High School
Widowed
55,785
694
null
Business
Employed
4
Poor
0.444807
null
null
South William
OR
Ukraine
0
1
Medium
42
Non-binary
PhD
Single
115,063
763
13,149
Home
Unemployed
10
Fair
0.434101
24,254
4
South Jamesmouth
MA
Wallis and Futuna
4
1
Low
44
Male
Master's
Widowed
91,279
616
null
Auto
Self-employed
2
Excellent
0.532443
186,911
4
Danielburgh
MP
Guatemala
3
1
Low
50
Female
Bachelor's
Widowed
118,122
723
null
Home
Self-employed
7
Fair
0.376103
null
4
Lynchport
OR
Liberia
null
0
Low
66
Female
Bachelor's
Single
73,906
766
33,647
Auto
Employed
6
Excellent
0.461541
23,522
1
West Lisa
ID
Martinique
1
2
Medium
64
Non-binary
Bachelor's
Married
73,205
770
null
Auto
Unemployed
18
Poor
0.577785
253,665
3
Weissshire
WA
Tuvalu
2
2
Low
32
Male
Master's
Widowed
79,608
null
24,485
Auto
Unemployed
13
Fair
0.366526
123,691
3
Barrport
PW
Ecuador
3
0
Medium
43
Male
Bachelor's
Married
61,835
694
31,761
Home
Employed
16
Poor
0.492181
152,029
0
North Michaelville
CT
Belarus
2
2
Low
49
Male
Bachelor's
Widowed
54,162
666
32,955
Home
Unemployed
19
Good
0.353599
283,602
4
New Dawn
TN
Italy
3
2
Medium