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
67
Non-binary
PhD
Divorced
117,384
768
43,310
Personal
Self-employed
14
Fair
0.23025
193,887
null
East Eileen
CT
Angola
0
1
High
21
Male
High School
Married
null
717
18,045
Business
Unemployed
2
Excellent
0.336113
94,833
1
Johnsonshire
NC
Samoa
3
2
Medium
50
Female
Master's
Widowed
43,950
630
6,850
Personal
Employed
10
Fair
0.556381
255,166
null
Kevinport
UT
United States of America
1
1
Medium
18
Male
High School
Single
108,479
756
null
Personal
Unemployed
1
Fair
0.199406
155,479
null
Hardingland
PR
Palestinian Territory
null
1
Medium
33
Non-binary
Bachelor's
Single
106,994
727
26,924
Personal
Self-employed
16
Good
0.461402
294,932
0
Andersonfurt
MO
Bulgaria
3
0
Low
62
Non-binary
Bachelor's
Single
81,710
722
18,018
Auto
Unemployed
16
Fair
0.228688
21,583
4
Lake Michael
OR
Cuba
3
0
Low
30
Female
PhD
Divorced
111,005
731
34,657
Personal
Employed
6
Excellent
0.156844
72,186
2
Myersfort
LA
Bouvet Island (Bouvetoya)
3
1
Low
34
Female
Bachelor's
Divorced
110,073
662
16,416
Auto
Unemployed
10
Fair
0.169338
111,987
0
New Michael
VA
Barbados
null
1
Low
50
Male
Master's
Divorced
78,051
null
27,463
Business
Employed
3
Excellent
0.446545
286,710
null
South Tammy
UT
Turkey
0
0
Low
39
Non-binary
Master's
Widowed
110,197
642
13,407
Business
Employed
13
Good
0.514387
249,792
0
Paulberg
RI
Romania
0
1
Low
59
Male
Bachelor's
Married
110,444
726
null
Auto
Self-employed
6
Fair
0.49696
null
0
Lake Nicole
NH
Central African Republic
2
2
Low
49
Male
Master's
Divorced
73,625
null
40,628
Auto
Employed
7
Excellent
0.277857
194,744
2
Sanchezburgh
TX
Ghana
0
2
Medium
47
Non-binary
PhD
Married
48,892
623
42,009
Auto
Unemployed
5
Fair
0.481389
199,557
1
South Sharon
IL
Finland
4
1
Low
43
Female
Master's
Divorced
95,400
768
44,512
Auto
Unemployed
19
Fair
0.1454
125,061
1
New Michael
MD
Indonesia
2
2
Low
46
Female
Master's
Widowed
108,271
604
29,454
Business
Employed
7
Good
0.563961
212,570
0
East Katherine
TN
Zambia
4
1
Low
62
Male
PhD
Married
102,805
735
34,741
Personal
Unemployed
15
Good
0.592882
132,461
4
Port Rebeccaville
MD
Iceland
4
0
Low
44
Female
Bachelor's
Divorced
44,136
793
null
Business
Employed
10
Fair
0.182276
203,769
2
Lake Justin
ND
Palestinian Territory
2
2
Medium
67
Female
High School
Married
73,276
717
44,581
Auto
Employed
0
Poor
0.245911
298,985
1
Waynestad
RI
Western Sahara
2
0
Medium
53
Female
Bachelor's
Single
null
null
34,580
Auto
Employed
5
Poor
0.434801
96,142
3
Victorbury
MS
Niger
2
1
Medium
62
Female
High School
Married
45,367
null
49,500
Personal
Employed
11
Good
0.507975
38,681
0
Valeriechester
NE
Armenia
2
2
Low
23
Non-binary
PhD
Married
43,107
652
47,148
Business
Unemployed
7
Excellent
0.236961
52,635
3
Port Shelbyport
NM
Niger
null
2
Medium
62
Non-binary
High School
Single
50,054
669
32,562
Business
Self-employed
14
Excellent
0.398731
260,959
0
New Danielle
AR
Eritrea
1
1
Medium
42
Male
PhD
Married
37,745
null
22,859
Personal
Unemployed
16
Poor
0.106142
80,013
4
East Zacharyville
TX
British Indian Ocean Territory (Chagos Archipelago)
null
0
Low
46
Non-binary
High School
Married
27,089
720
35,207
Home
Self-employed
15
Excellent
0.577377
75,245
3
New Deborah
CT
Morocco
0
1
Medium
27
Non-binary
PhD
Divorced
54,019
738
null
Business
Employed
4
Good
0.320158
130,143
4
Andersonfort
HI
France
3
2
Low
26
Male
PhD
Widowed
54,407
null
29,001
Home
Self-employed
14
Good
0.329529
null
2
North Stevenhaven
MS
Montserrat
null
1
Medium
29
Male
Bachelor's
Divorced
87,857
665
39,679
Business
Unemployed
12
Excellent
0.441831
231,160
1
Mariahburgh
ID
Cote d'Ivoire
null
0
Low
45
Non-binary
PhD
Single
24,476
616
38,874
Home
Employed
1
Excellent
0.386979
210,576
1
East Leeville
VT
Portugal
4
1
Medium
40
Female
PhD
Widowed
null
644
23,180
Personal
Self-employed
1
Excellent
0.273142
74,170
4
North Ian
WA
Eritrea
1
0
Low
19
Male
High School
Divorced
92,855
615
46,036
Personal
Employed
11
Good
0.246013
152,805
2
West Brentburgh
DC
Liberia
4
2
Low
48
Male
Bachelor's
Married
56,790
744
11,069
Business
Unemployed
12
Good
0.103322
91,957
3
Port Johnshire
PW
Nicaragua
0
2
Low
53
Male
High School
Divorced
81,877
691
32,324
Auto
Employed
0
Fair
0.154811
null
null
West Ryan
MI
Vanuatu
3
1
Low
56
Male
Bachelor's
Single
37,878
null
null
Auto
Employed
14
Fair
0.383373
113,274
0
Lake Chelseaberg
AK
Somalia
0
0
Medium
51
Non-binary
PhD
Married
null
630
20,738
Business
Employed
13
Excellent
0.259367
182,356
2
East Angie
PW
Austria
0
2
Low
24
Non-binary
Master's
Married
88,595
765
49,046
Auto
Self-employed
3
Poor
0.233089
214,936
0
New Justin
ME
Syrian Arab Republic
4
1
Medium
67
Female
Master's
Single
66,576
651
28,129
Business
Self-employed
16
Poor
0.336274
253,493
0
Lake Aaronshire
WA
Uzbekistan
3
0
High
18
Male
Master's
Single
95,876
797
21,839
Home
Employed
6
Excellent
0.147537
64,401
1
Port Michael
VT
Equatorial Guinea
null
1
Low
64
Non-binary
Bachelor's
Married
108,762
724
21,553
Home
Employed
17
Fair
0.587845
149,028
3
South Brian
IL
Luxembourg
3
1
High
29
Female
Master's
Widowed
76,422
null
14,701
Auto
Employed
18
Excellent
0.336128
null
0
North Larry
PW
Yemen
3
0
Low
39
Female
Bachelor's
Married
64,273
777
46,308
Business
Self-employed
6
Excellent
0.150295
154,005
2
Matthewview
DE
Dominican Republic
0
0
Medium
59
Male
Bachelor's
Single
59,950
796
null
Auto
Employed
11
Good
0.106251
null
2
New Jacquelinehaven
AL
Somalia
1
1
Low
24
Non-binary
Bachelor's
Married
94,714
779
12,184
Personal
Unemployed
3
Excellent
0.357803
297,324
2
South Christopher
UT
Nepal
1
0
Low
53
Non-binary
High School
Widowed
90,043
643
25,773
Business
Employed
11
Good
0.299838
null
2
South Valeriechester
PA
Indonesia
2
1
Low
65
Non-binary
High School
Single
54,593
628
49,092
Auto
Self-employed
0
Good
0.415578
155,171
2
Alexanderbury
MP
Papua New Guinea
1
0
Low
48
Male
Master's
Divorced
116,665
787
12,157
Personal
Unemployed
3
Good
0.445538
21,333
1
North Shannonmouth
MS
San Marino
1
0
Low
48
Female
PhD
Married
null
691
27,307
Home
Self-employed
14
Good
0.121821
178,877
4
Adrianfurt
LA
Serbia
4
0
Low
69
Non-binary
PhD
Married
42,487
640
17,620
Auto
Employed
1
Poor
0.329724
52,473
0
East Jennaton
IN
Equatorial Guinea
1
1
Medium
49
Male
Bachelor's
Single
28,301
661
48,974
Business
Self-employed
17
Poor
0.517501
204,270
4
South Amanda
ID
Lithuania
1
1
Medium
51
Non-binary
Master's
Widowed
90,561
659
5,141
Auto
Unemployed
7
Excellent
0.152169
33,050
3
Baldwinbury
NH
Fiji
null
2
High
35
Non-binary
Bachelor's
Widowed
null
606
42,141
Personal
Self-employed
1
Excellent
0.51294
143,365
3
North Toni
PA
Falkland Islands (Malvinas)
1
1
Low
46
Male
Master's
Married
null
757
null
Personal
Unemployed
15
Excellent
0.297836
241,201
3
Pereztown
CA
United States of America
4
2
Medium
55
Non-binary
Master's
Divorced
104,192
741
38,688
Auto
Employed
2
Poor
0.559546
158,706
4
Robertstown
MT
Australia
null
0
Low
29
Female
Bachelor's
Divorced
null
727
12,009
Personal
Employed
10
Excellent
0.200301
107,759
4
North Cassandrastad
WI
Singapore
4
0
Medium
32
Female
High School
Married
78,479
701
17,549
Home
Employed
15
Excellent
0.128213
269,377
3
South Alejandro
CO
Togo
null
2
Low
59
Female
PhD
Single
null
659
17,748
Personal
Employed
1
Excellent
0.50621
213,258
1
Tracytown
SC
Saudi Arabia
3
1
Low
56
Male
Master's
Married
65,101
614
null
Business
Self-employed
17
Poor
0.369827
120,760
2
Fosterhaven
HI
Egypt
3
2
Low
39
Non-binary
PhD
Married
58,458
779
42,648
Home
Unemployed
4
Excellent
0.293071
195,287
0
Lake Lee
SD
Somalia
3
2
Medium
46
Non-binary
High School
Divorced
107,242
613
10,917
Auto
Employed
17
Good
0.24031
129,237
3
Matthewshire
MO
Peru
2
2
Low
46
Non-binary
PhD
Married
null
749
14,094
Personal
Unemployed
17
Good
0.481996
null
null
Charlesbury
NJ
Tonga
4
1
Low
25
Non-binary
Bachelor's
Widowed
null
763
10,963
Home
Unemployed
10
Poor
0.158429
56,506
3
Grahamshire
TN
Cambodia
3
0
Low
66
Male
Bachelor's
Widowed
38,423
790
8,534
Business
Employed
16
Good
0.385556
231,882
2
Parkerfort
ME
Sao Tome and Principe
0
2
Low
28
Non-binary
Master's
Single
68,001
690
23,940
Business
Unemployed
15
Good
0.292108
191,836
4
North Ernest
TX
Isle of Man
4
2
High
65
Male
Bachelor's
Single
21,195
753
null
Personal
Self-employed
2
Excellent
0.432256
22,528
3
New Davidberg
CT
Vanuatu
3
0
Low
45
Male
Master's
Married
110,203
639
31,269
Auto
Self-employed
17
Fair
0.281937
237,232
null
Waltersshire
MT
Cote d'Ivoire
1
1
Low
63
Male
Master's
Married
66,996
675
31,457
Auto
Unemployed
1
Poor
0.127057
null
4
Cynthiafort
VT
United States Minor Outlying Islands
3
2
Low
37
Female
PhD
Widowed
70,559
744
40,422
Auto
Unemployed
12
Fair
0.241869
49,173
4
Debbieburgh
LA
Burkina Faso
4
2
Medium
31
Male
Master's
Divorced
110,680
782
37,605
Business
Employed
8
Excellent
0.302576
123,105
3
Jamesstad
VA
Greece
0
0
Medium
67
Non-binary
Bachelor's
Married
58,664
652
9,748
Business
Employed
8
Fair
0.40757
281,653
2
Charleschester
SC
Senegal
null
2
Low
39
Female
PhD
Married
92,076
null
8,454
Personal
Self-employed
13
Good
0.223129
49,166
0
North Robert
ND
Cook Islands
3
1
Medium
25
Male
High School
Married
92,231
672
null
Personal
Self-employed
2
Good
0.506064
180,522
4
Charlesstad
MN
Vanuatu
0
0
Low
29
Male
PhD
Widowed
83,211
754
49,587
Home
Employed
3
Fair
0.437862
209,931
4
Bennettbury
CA
Jordan
4
0
Medium
65
Male
Bachelor's
Widowed
98,314
625
27,295
Auto
Employed
3
Excellent
0.455985
292,546
3
North Ronaldfort
SC
Serbia
2
1
High
65
Male
Bachelor's
Divorced
42,887
677
27,628
Business
Self-employed
14
Fair
0.135176
218,768
null
Michaelhaven
FL
Cuba
2
0
High
66
Non-binary
PhD
Married
111,544
748
22,812
Home
Self-employed
7
Fair
0.551404
281,631
3
Hernandezchester
OH
Malawi
0
0
Low
42
Male
Master's
Single
113,528
648
29,365
Auto
Self-employed
18
Excellent
0.452257
null
null
Cooperchester
WY
Western Sahara
1
1
Low
24
Non-binary
PhD
Single
26,421
688
null
Business
Unemployed
15
Good
0.232941
235,915
3
East Ryanborough
MA
Ecuador
null
0
Low
66
Female
Master's
Single
33,107
794
13,463
Business
Self-employed
16
Fair
0.212985
24,387
4
East Dan
ID
Saint Martin
0
0
Low
34
Female
PhD
Divorced
22,703
665
31,274
Auto
Self-employed
11
Excellent
0.417962
103,999
0
New Kiara
CA
Oman
4
0
High
59
Female
High School
Single
68,120
657
34,122
Home
Employed
17
Excellent
0.550016
100,167
1
Perkinsbury
ME
Cote d'Ivoire
3
2
Medium
28
Female
Bachelor's
Single
null
null
26,313
Auto
Employed
5
Excellent
0.395178
143,358
2
Dianaport
TN
Comoros
1
0
Low
41
Female
Bachelor's
Single
76,251
null
46,890
Business
Employed
19
Excellent
0.471315
172,640
3
Heatherside
NJ
Samoa
0
2
Low
55
Non-binary
High School
Married
null
630
43,060
Home
Unemployed
10
Good
0.290484
201,544
2
Jimenezstad
VI
Armenia
1
1
Low
42
Male
Master's
Single
57,462
null
null
Home
Self-employed
11
Good
0.505556
null
4
North Barbarahaven
MN
Egypt
0
0
Low
52
Female
High School
Married
110,179
749
42,559
Personal
Self-employed
15
Fair
0.525627
132,745
2
North William
VI
Western Sahara
2
1
High
52
Male
High School
Divorced
90,599
null
27,319
Business
Unemployed
14
Good
0.468091
176,205
1
Christophermouth
VT
Poland
4
2
Low
32
Female
High School
Divorced
96,230
671
48,015
Home
Unemployed
19
Excellent
0.538377
96,225
null
Lake Brian
OR
Turkmenistan
1
2
Medium
32
Non-binary
PhD
Widowed
null
639
38,116
Home
Unemployed
7
Poor
0.414081
158,540
1
New Samanthastad
NC
Hong Kong
1
0
High
28
Female
Bachelor's
Widowed
42,030
665
15,203
Auto
Self-employed
3
Fair
0.101514
120,645
4
Michaelchester
WA
Armenia
1
0
Low
63
Male
Bachelor's
Divorced
97,614
601
40,182
Home
Self-employed
17
Fair
0.470057
240,712
4
North Tammy
FL
Colombia
4
0
Medium
51
Male
PhD
Married
104,075
693
49,212
Auto
Employed
10
Fair
0.297267
45,516
2
Walkermouth
NC
Palau
2
1
Low
53
Male
High School
Married
71,885
null
18,657
Auto
Employed
9
Excellent
0.324896
111,903
0
West Brandy
WI
Kenya
0
0
Medium
24
Female
High School
Married
115,157
737
33,707
Home
Employed
2
Fair
0.287578
281,687
0
West Brittney
AR
Sierra Leone
1
0
Medium
58
Male
Bachelor's
Divorced
49,482
729
19,101
Auto
Unemployed
9
Poor
0.399701
261,115
null
New Robertchester
UT
Thailand
2
0
Low
33
Male
Master's
Single
91,980
668
20,234
Home
Self-employed
19
Poor
0.247261
182,945
null
Dawnbury
TX
Oman
3
1
Low
67
Male
Master's
Widowed
31,333
770
21,238
Personal
Employed
15
Fair
0.123869
101,545
2
Lake Kellyfort
LA
Fiji
0
1
Medium
47
Female
Bachelor's
Divorced
29,605
649
24,539
Auto
Unemployed
1
Poor
0.432843
null
1
Mccoyhaven
DE
Antarctica (the territory South of 60 deg S)
3
1
Low
29
Non-binary
PhD
Divorced
67,361
null
null
Personal
Unemployed
10
Excellent
0.206683
289,761
4
Port Ashleyland
AK
Russian Federation
3
0
Low
63
Male
High School
Married
33,403
627
36,664
Personal
Employed
2
Poor
0.206582
24,674
3
Harrisonside
PA
Afghanistan
3
0
Medium
56
Non-binary
Master's
Widowed
77,751
683
42,422
Home
Employed
15
Excellent
0.462629
206,056
0
Port Sabrinaberg
LA
Lao People's Democratic Republic
3
1
Medium
36
Non-binary
PhD
Married
35,091
770
49,689
Home
Employed
3
Good
0.317154
null
3
Jeffreytown
OH
Puerto Rico
3
2
Medium