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
20
Female
Bachelor's
Married
119,248
null
17,839
Home
Employed
12
Poor
0.388304
null
1
Port Jonathanborough
MH
Liberia
2
0
Low
27
Female
High School
Single
23,729
680
null
Auto
Self-employed
0
Poor
0.261926
null
3
Timothyton
KS
Gabon
null
1
Low
58
Non-binary
Bachelor's
Widowed
82,909
780
9,501
Auto
Employed
10
Fair
0.187261
171,100
null
Ortizbury
SD
Nauru
1
2
Medium
36
Non-binary
Bachelor's
Married
87,762
615
23,131
Auto
Employed
18
Poor
0.396399
141,271
1
Amandaton
MS
Oman
0
1
Medium
55
Male
Bachelor's
Divorced
60,888
null
47,095
Business
Self-employed
9
Excellent
0.13324
null
0
East Jennifer
TN
Reunion
4
1
Low
47
Male
PhD
Married
null
710
14,326
Auto
Unemployed
11
Poor
0.361473
142,020
4
Stevenchester
MH
Fiji
0
1
Low
37
Male
Bachelor's
Single
58,196
670
17,813
Business
Unemployed
4
Good
0.191902
167,890
2
East Williammouth
KY
Pitcairn Islands
0
2
Low
62
Female
PhD
Single
95,051
716
28,903
Auto
Self-employed
8
Poor
0.312882
236,589
null
Hansenstad
MN
United States of America
1
1
Low
31
Non-binary
PhD
Married
47,476
null
null
Home
Self-employed
19
Good
0.54878
null
4
Laurafurt
MA
Antarctica (the territory South of 60 deg S)
3
1
Low
52
Non-binary
PhD
Widowed
61,274
782
25,030
Personal
Unemployed
13
Poor
0.341782
231,295
1
Scottbury
RI
Ecuador
0
2
High
44
Non-binary
Bachelor's
Single
94,590
631
28,255
Home
Employed
10
Good
0.296229
267,112
0
Robertsmouth
WY
Marshall Islands
4
2
Low
54
Female
Master's
Divorced
65,778
712
8,858
Auto
Employed
15
Good
0.23391
145,487
null
Diazstad
CA
Palau
0
1
Low
58
Non-binary
Bachelor's
Married
45,600
643
30,491
Personal
Unemployed
14
Fair
0.417666
41,377
3
Stevenstad
VT
Somalia
3
2
Low
26
Male
Bachelor's
Single
null
631
37,503
Home
Self-employed
14
Good
0.523763
187,172
null
Jeremiahtown
GU
Saint Lucia
2
0
High
26
Female
High School
Single
23,668
null
25,517
Auto
Self-employed
8
Excellent
0.52987
222,403
1
East Ericfurt
MS
Guinea-Bissau
1
2
High
47
Non-binary
Master's
Divorced
78,541
713
9,412
Personal
Employed
5
Fair
0.242539
172,895
1
Jeffreyville
CA
Swaziland
null
0
Low
27
Non-binary
Bachelor's
Married
23,048
698
27,894
Auto
Self-employed
10
Fair
0.438963
35,120
3
Whitestad
CO
South Georgia and the South Sandwich Islands
3
2
Low
63
Non-binary
PhD
Divorced
41,545
743
30,233
Personal
Employed
15
Good
0.485852
76,096
0
Lake Christophermouth
DE
Timor-Leste
4
0
High
61
Non-binary
Bachelor's
Divorced
36,643
648
42,473
Personal
Self-employed
9
Fair
0.519747
257,763
2
Clarkshire
ND
Ghana
0
2
High
59
Male
Master's
Widowed
null
null
30,917
Home
Unemployed
10
Poor
0.406946
null
3
West Sarah
TN
Bulgaria
null
0
Medium
62
Non-binary
Bachelor's
Married
null
657
7,561
Home
Self-employed
4
Excellent
0.383993
91,389
3
North Johnville
IL
Oman
4
2
Low
31
Non-binary
High School
Married
55,109
674
33,091
Home
Self-employed
13
Good
0.274823
165,768
0
East Luishaven
NY
Nauru
null
1
Low
59
Non-binary
PhD
Single
41,652
null
24,088
Personal
Unemployed
1
Fair
0.157776
230,401
null
Rodriguezborough
UT
Ecuador
4
1
Low
54
Female
High School
Widowed
67,429
624
16,059
Personal
Unemployed
2
Poor
0.334307
129,450
3
New Alexanderside
PR
Comoros
2
0
Low
61
Non-binary
Master's
Widowed
68,850
787
null
Home
Unemployed
0
Poor
0.306913
224,925
null
Thompsonport
TX
Mali
4
2
Low
44
Male
PhD
Divorced
94,904
676
29,749
Home
Self-employed
11
Good
0.561421
144,296
3
Michaelton
VT
Kenya
2
0
Low
32
Non-binary
Master's
Divorced
93,158
null
30,276
Business
Employed
12
Excellent
0.475882
38,743
2
Escobarville
AL
Malawi
4
2
Low
43
Male
Bachelor's
Widowed
42,743
653
5,633
Business
Employed
6
Good
0.396888
150,504
2
Hernandezhaven
PA
Swaziland
0
1
Medium
54
Male
Master's
Divorced
87,082
720
42,945
Business
Unemployed
8
Good
0.488777
null
3
Knightfort
ND
Dominica
null
2
Medium
22
Non-binary
High School
Divorced
33,423
715
36,856
Business
Unemployed
6
Fair
0.555369
154,147
3
Weberfurt
PR
American Samoa
3
1
Low
31
Male
Bachelor's
Divorced
30,196
724
32,727
Personal
Employed
4
Good
0.419681
250,570
3
Jennachester
AS
Isle of Man
null
0
Low
67
Male
PhD
Married
31,352
725
32,735
Home
Self-employed
16
Excellent
0.563066
null
4
South Brian
OK
Cuba
4
0
Low
55
Female
Master's
Single
71,673
628
15,170
Home
Employed
5
Fair
0.325803
145,327
2
West Kristinaborough
RI
Singapore
4
1
Low
34
Non-binary
PhD
Married
32,926
null
18,660
Auto
Employed
14
Good
0.207524
156,836
4
Port George
WI
Vanuatu
4
1
Low
35
Male
Bachelor's
Widowed
22,594
674
26,707
Home
Employed
15
Good
0.22756
238,913
0
Lake Thomaston
IN
Myanmar
2
1
Medium
44
Female
Master's
Widowed
101,099
null
11,339
Business
Unemployed
2
Excellent
0.217884
160,612
null
Scottfort
HI
Armenia
4
2
Low
66
Female
High School
Married
57,487
731
28,084
Auto
Unemployed
13
Excellent
0.477252
153,122
2
Lopezview
NV
Slovenia
4
2
Low
68
Female
High School
Single
99,049
777
39,184
Business
Unemployed
0
Excellent
0.445232
55,738
4
Sherrymouth
NJ
Switzerland
null
2
Low
50
Female
Bachelor's
Married
83,830
742
28,147
Business
Self-employed
0
Fair
0.14193
57,148
3
New Paula
WI
Gibraltar
3
2
Low
54
Non-binary
PhD
Divorced
24,271
776
11,635
Business
Self-employed
9
Excellent
0.536717
65,680
1
South Andrea
AZ
Namibia
1
2
Low
26
Male
High School
Married
69,294
693
23,527
Business
Employed
18
Fair
0.260321
null
1
Ronaldville
NH
Zambia
4
1
Low
41
Male
PhD
Married
113,375
747
28,670
Personal
Employed
3
Good
0.304564
279,725
0
East Heathertown
SD
Fiji
1
2
Low
22
Non-binary
Master's
Single
48,725
619
23,821
Personal
Employed
7
Good
0.347065
null
2
Port Paula
OH
Heard Island and McDonald Islands
3
0
Low
29
Female
Bachelor's
Single
118,303
746
43,849
Personal
Unemployed
16
Excellent
0.582754
29,205
1
West Katherineborough
CT
Ecuador
3
0
Low
48
Male
Bachelor's
Married
113,899
609
null
Business
Employed
3
Fair
0.325645
159,513
2
South Jenna
MS
Trinidad and Tobago
null
2
Low
58
Female
High School
Widowed
58,745
763
32,177
Personal
Employed
0
Fair
0.503189
null
4
Port Elijahport
CA
Wallis and Futuna
2
0
Low
68
Male
Bachelor's
Single
32,891
604
40,396
Business
Unemployed
3
Excellent
0.168813
null
1
North Jeremyton
AR
Andorra
3
2
High
30
Non-binary
PhD
Divorced
87,564
672
48,532
Home
Unemployed
13
Excellent
0.536492
null
4
Wagnerberg
DC
Tajikistan
1
1
Medium
20
Female
Master's
Married
96,644
746
null
Business
Employed
19
Fair
0.398887
280,793
0
Rodriguezshire
PA
Guyana
1
2
Medium
25
Male
PhD
Single
114,819
760
7,366
Home
Employed
14
Poor
0.433718
63,100
3
Michaelland
AK
British Virgin Islands
4
0
Low
68
Female
PhD
Widowed
27,066
694
34,495
Personal
Self-employed
15
Good
0.279249
43,190
3
Nelsonchester
FM
Guyana
2
0
Low
60
Non-binary
High School
Single
90,874
null
39,224
Auto
Self-employed
16
Poor
0.383873
225,705
null
Michaelburgh
VT
Ukraine
3
2
High
23
Male
Bachelor's
Married
88,201
666
null
Personal
Unemployed
19
Poor
0.21377
null
2
Keithborough
PW
Puerto Rico
1
1
High
40
Non-binary
Bachelor's
Widowed
32,996
696
19,758
Auto
Employed
3
Good
0.103651
null
2
East Margaretfurt
NJ
Antigua and Barbuda
1
0
Low
19
Male
PhD
Single
99,345
779
10,505
Home
Self-employed
3
Fair
0.389887
106,765
0
North Matthew
NV
Nicaragua
2
0
Low
30
Female
PhD
Married
84,042
640
49,808
Auto
Self-employed
1
Fair
0.117312
62,599
4
Waynebury
FL
Luxembourg
2
1
Low
55
Male
Bachelor's
Divorced
46,921
null
18,930
Personal
Unemployed
7
Fair
0.568758
26,175
4
Hestermouth
MT
Hong Kong
3
1
High
27
Female
Master's
Widowed
34,671
611
39,599
Home
Self-employed
11
Good
0.473114
null
0
Hayesmouth
MN
Slovakia (Slovak Republic)
3
2
Low
21
Female
High School
Single
null
751
null
Home
Employed
16
Good
0.494115
83,476
null
Edwardville
KY
Bermuda
3
1
Low
29
Male
High School
Married
79,332
768
25,748
Business
Unemployed
5
Excellent
0.52606
198,991
4
East Kristinfurt
KY
Cambodia
3
1
Low
66
Female
High School
Married
59,823
611
25,919
Business
Unemployed
3
Fair
0.154705
252,041
2
South Michael
DE
Somalia
1
2
Low
55
Female
High School
Divorced
71,342
628
14,899
Home
Employed
3
Poor
0.570084
127,499
3
Port Theresaside
FM
North Macedonia
4
2
Medium
18
Male
Bachelor's
Single
108,197
700
49,550
Home
Employed
9
Good
0.258426
79,841
3
New Ginatown
KY
Bahrain
0
0
Medium
27
Male
PhD
Widowed
null
745
44,994
Business
Employed
0
Good
0.542289
169,817
4
Patriciastad
MP
Israel
4
0
Medium
19
Female
Master's
Widowed
65,485
null
9,351
Business
Unemployed
3
Poor
0.465298
22,398
2
Jenniferville
NC
Hungary
4
0
Low
46
Male
PhD
Divorced
48,365
782
46,094
Home
Unemployed
11
Excellent
0.117781
35,719
3
Lake Carlfurt
IA
Cayman Islands
0
2
Low
23
Non-binary
Master's
Widowed
104,816
682
15,427
Auto
Self-employed
12
Fair
0.46123
227,103
1
Johnport
GU
Chile
1
2
Low
53
Non-binary
Master's
Widowed
101,696
null
44,379
Business
Self-employed
7
Poor
0.530058
105,847
2
Michellemouth
GA
Eritrea
null
2
Low
44
Non-binary
Bachelor's
Single
92,197
693
41,984
Home
Employed
18
Fair
0.423769
99,475
0
South Stephen
WA
Isle of Man
0
2
Low
30
Female
Master's
Single
48,239
716
9,194
Business
Employed
5
Excellent
0.385383
243,622
2
New Tina
DE
Marshall Islands
1
1
Medium
64
Female
PhD
Widowed
25,738
657
47,392
Home
Employed
11
Fair
0.490056
36,750
1
Melissabury
SD
Vietnam
3
2
Low
23
Female
High School
Married
47,358
725
37,083
Business
Employed
9
Poor
0.511688
276,591
3
Alvaradohaven
GU
Holy See (Vatican City State)
1
2
Low
18
Female
Bachelor's
Widowed
110,450
null
25,165
Personal
Self-employed
2
Excellent
0.416657
74,339
4
Jimenezburgh
DE
Nicaragua
3
1
Low
22
Female
PhD
Single
28,418
661
10,180
Auto
Employed
4
Good
0.419761
268,907
1
Port Michael
AS
Honduras
null
0
Low
27
Male
High School
Married
35,583
null
41,984
Home
Self-employed
17
Fair
0.559648
139,015
3
Williamsport
NC
India
1
2
Low
57
Male
High School
Divorced
73,787
731
31,926
Personal
Self-employed
7
Poor
0.299683
null
0
Bartonland
SD
Peru
2
0
Low
20
Non-binary
High School
Married
109,376
729
43,405
Personal
Self-employed
17
Poor
0.461668
194,417
0
New Jamesburgh
UT
Panama
null
0
High
67
Non-binary
High School
Single
104,958
600
40,146
Business
Unemployed
13
Good
0.163886
196,408
null
Warrenmouth
MP
Argentina
0
1
Low
63
Male
High School
Widowed
22,199
749
11,553
Business
Employed
7
Excellent
0.106959
134,892
null
Garciafort
MN
Chile
null
2
Low
32
Male
Bachelor's
Married
89,951
null
12,193
Personal
Self-employed
10
Good
0.509159
107,600
null
Allenfort
DE
Costa Rica
4
2
Low
21
Non-binary
PhD
Married
37,046
676
null
Business
Unemployed
3
Good
0.227874
117,160
1
New Claytontown
OR
Egypt
0
1
Low
56
Non-binary
High School
Single
29,551
790
23,560
Personal
Employed
5
Excellent
0.184401
154,716
3
Lake Robin
MD
Estonia
4
1
Medium
50
Male
Bachelor's
Single
null
698
11,121
Auto
Self-employed
14
Excellent
0.324661
null
2
Sarahburgh
WI
Cote d'Ivoire
0
0
Low
44
Male
PhD
Widowed
51,516
612
36,651
Business
Unemployed
1
Good
0.241847
null
0
North Timothy
GU
Saint Helena
2
0
Medium
63
Female
High School
Married
null
621
12,414
Home
Unemployed
6
Fair
0.416892
128,770
null
Lake Matthew
AK
Nicaragua
0
2
Medium
26
Male
High School
Married
40,791
685
30,567
Auto
Unemployed
7
Fair
0.504029
102,668
3
New Elizabeth
WY
Uzbekistan
null
1
Medium
51
Female
PhD
Widowed
62,185
666
49,812
Auto
Self-employed
14
Excellent
0.582066
215,503
3
Boothhaven
NH
Slovenia
4
2
Low
46
Male
Bachelor's
Married
50,802
784
12,800
Business
Unemployed
0
Excellent
0.479134
71,391
1
Annehaven
SD
Thailand
0
2
Medium
27
Male
High School
Divorced
null
626
46,064
Personal
Employed
18
Excellent
0.354302
50,695
0
West Mathewchester
TN
Swaziland
2
0
High
66
Male
High School
Single
90,883
762
29,662
Business
Self-employed
18
Good
0.259877
119,162
4
Stricklandtown
AL
French Guiana
3
1
Medium
58
Male
PhD
Widowed
62,749
606
null
Home
Self-employed
0
Poor
0.313901
115,327
4
Hicksport
DC
Brazil
4
2
Low
33
Male
Bachelor's
Divorced
62,738
781
6,974
Personal
Employed
15
Fair
0.42715
null
2
Douglasberg
MN
Nicaragua
null
2
Low
40
Female
Bachelor's
Single
27,938
688
18,057
Business
Unemployed
17
Excellent
0.497625
null
1
East Sharifort
MI
Greenland
2
2
High
62
Male
Master's
Single
25,176
732
22,507
Auto
Unemployed
14
Poor
0.560293
291,845
2
Dustinville
SC
Seychelles
2
0
Medium
29
Male
Bachelor's
Married
20,015
628
null
Business
Employed
9
Poor
0.589304
41,873
4
North Sherry
MH
Hungary
null
2
Low
32
Female
Bachelor's
Divorced
95,583
688
34,497
Home
Unemployed
3
Poor
0.498974
182,352
2
Steeletown
CO
Czech Republic
0
1
Low
43
Male
High School
Widowed
106,842
673
49,293
Auto
Employed
9
Poor
0.436827
175,259
2
Adamsshire
MD
Saint Martin
4
2
High
62
Non-binary
High School
Single
33,155
null
8,287
Auto
Self-employed
7
Excellent
0.157468
221,540
0
South Debra
IA
Syrian Arab Republic
4
0
Low
56
Male
PhD
Single
49,424
782
14,358
Auto
Employed
14
Poor
0.277538
201,766
1
Catherinemouth
FM
Bolivia
null
0
Low
61
Male
High School
Single
75,277
736
18,941
Business
Self-employed
10
Poor
0.575873
115,628
0
Roberthaven
NE
Central African Republic
null
1
Medium