age
int64
17
90
workclass
stringclasses
9 values
fnlwgt
int64
12.3k
1.48M
education
stringclasses
16 values
education-num
int64
1
16
marital-status
stringclasses
7 values
occupation
stringclasses
15 values
relationship
stringclasses
6 values
race
stringclasses
5 values
sex
stringclasses
2 values
capital-gain
int64
0
100k
capital-loss
int64
0
4.36k
hours-per-week
int64
1
99
native-country
stringlengths
2
27
income
class label
2 classes
26
Private
397,317
Masters
14
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,876
40
United-States
0 <=50K
19
?
170,653
HS-grad
9
Never-married
?
Own-child
White
Male
0
0
40
Italy
0 <=50K
51
Private
259,323
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
United-States
1 >50K
42
Local-gov
254,817
Some-college
10
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,340
40
United-States
0 <=50K
37
State-gov
48,211
HS-grad
9
Divorced
Adm-clerical
Unmarried
White
Female
0
0
35
United-States
0 <=50K
18
Private
140,164
11th
7
Never-married
Sales
Own-child
White
Female
0
0
40
United-States
0 <=50K
36
Private
128,757
Bachelors
13
Married-civ-spouse
Other-service
Husband
Black
Male
7,298
0
36
United-States
1 >50K
35
Private
36,270
HS-grad
9
Divorced
Craft-repair
Not-in-family
White
Male
0
0
60
United-States
0 <=50K
58
Self-emp-inc
210,563
HS-grad
9
Married-civ-spouse
Sales
Wife
White
Female
15,024
0
35
United-States
1 >50K
17
Private
65,368
11th
7
Never-married
Sales
Own-child
White
Female
0
0
12
United-States
0 <=50K
44
Local-gov
160,943
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
Black
Male
0
0
40
United-States
0 <=50K
37
Private
208,358
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
1 >50K
35
Private
153,790
Some-college
10
Never-married
Sales
Not-in-family
Amer-Indian-Eskimo
Female
0
0
40
United-States
0 <=50K
60
Private
85,815
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
Asian-Pac-Islander
Male
0
0
40
United-States
0 <=50K
54
Self-emp-inc
125,417
7th-8th
4
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
1 >50K
37
Private
635,913
Bachelors
13
Never-married
Exec-managerial
Not-in-family
Black
Male
0
0
60
United-States
1 >50K
50
Private
313,321
Assoc-acdm
12
Divorced
Sales
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
38
Private
182,609
Bachelors
13
Married-civ-spouse
Sales
Husband
White
Male
0
0
50
Poland
0 <=50K
45
Private
109,434
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
55
United-States
0 <=50K
25
Private
255,004
10th
6
Never-married
Craft-repair
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
31
Private
197,860
Some-college
10
Married-civ-spouse
Handlers-cleaners
Husband
White
Male
0
0
40
United-States
0 <=50K
64
?
187,656
1st-4th
2
Divorced
?
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
90
Private
51,744
HS-grad
9
Never-married
Other-service
Not-in-family
Black
Male
0
2,206
40
United-States
0 <=50K
54
Private
176,681
HS-grad
9
Married-civ-spouse
Adm-clerical
Husband
Black
Male
0
0
20
United-States
0 <=50K
53
Local-gov
140,359
Preschool
1
Never-married
Machine-op-inspct
Not-in-family
White
Female
0
0
35
United-States
0 <=50K
18
Private
243,313
HS-grad
9
Never-married
Sales
Own-child
White
Female
0
0
40
United-States
0 <=50K
60
?
24,215
10th
6
Divorced
?
Not-in-family
Amer-Indian-Eskimo
Female
0
0
10
United-States
0 <=50K
66
Self-emp-not-inc
167,687
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
1,409
0
50
United-States
0 <=50K
75
Private
314,209
Assoc-voc
11
Widowed
Adm-clerical
Not-in-family
White
Female
0
0
20
Columbia
0 <=50K
65
Private
176,796
HS-grad
9
Divorced
Adm-clerical
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
35
Private
538,583
11th
7
Separated
Transport-moving
Not-in-family
Black
Male
3,674
0
40
United-States
0 <=50K
41
Private
130,408
HS-grad
9
Divorced
Sales
Unmarried
Black
Female
0
0
38
United-States
0 <=50K
25
Private
159,732
Some-college
10
Never-married
Adm-clerical
Not-in-family
White
Male
0
0
42
United-States
0 <=50K
33
Private
110,978
Some-college
10
Divorced
Craft-repair
Other-relative
Other
Female
0
0
40
United-States
0 <=50K
28
Private
76,714
Prof-school
15
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
55
United-States
1 >50K
59
State-gov
268,700
HS-grad
9
Married-civ-spouse
Other-service
Husband
White
Male
0
0
40
United-States
0 <=50K
40
State-gov
170,525
Some-college
10
Never-married
Adm-clerical
Not-in-family
White
Female
0
0
38
United-States
0 <=50K
41
Private
180,138
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
Iran
1 >50K
38
Local-gov
115,076
Masters
14
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
70
United-States
1 >50K
23
Private
115,458
HS-grad
9
Never-married
Transport-moving
Own-child
White
Male
0
0
40
United-States
0 <=50K
40
Private
347,890
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
1 >50K
41
Self-emp-not-inc
196,001
HS-grad
9
Married-civ-spouse
Other-service
Wife
White
Female
0
0
20
United-States
0 <=50K
24
State-gov
273,905
Assoc-acdm
12
Married-civ-spouse
Protective-serv
Husband
White
Male
0
0
50
United-States
0 <=50K
20
?
119,156
Some-college
10
Never-married
?
Own-child
White
Male
0
0
20
United-States
0 <=50K
38
Private
179,488
Some-college
10
Divorced
Craft-repair
Not-in-family
White
Male
0
1,741
40
United-States
0 <=50K
56
Private
203,580
HS-grad
9
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
35
?
0 <=50K
58
Private
236,596
HS-grad
9
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
45
United-States
1 >50K
32
Private
183,916
HS-grad
9
Never-married
Other-service
Not-in-family
White
Female
0
0
34
United-States
0 <=50K
40
Private
207,578
Assoc-acdm
12
Married-civ-spouse
Tech-support
Husband
White
Male
0
1,977
60
United-States
1 >50K
45
Private
153,141
HS-grad
9
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
40
?
0 <=50K
41
Private
112,763
Prof-school
15
Married-civ-spouse
Prof-specialty
Wife
White
Female
0
0
40
United-States
1 >50K
42
Private
390,781
Bachelors
13
Married-civ-spouse
Adm-clerical
Wife
Black
Female
0
0
40
United-States
0 <=50K
59
Local-gov
171,328
10th
6
Widowed
Other-service
Unmarried
Black
Female
0
0
30
United-States
0 <=50K
19
Local-gov
27,382
Some-college
10
Never-married
Adm-clerical
Own-child
White
Male
0
0
40
United-States
0 <=50K
58
Private
259,014
Some-college
10
Never-married
Transport-moving
Not-in-family
White
Male
0
0
20
United-States
0 <=50K
42
Self-emp-not-inc
303,044
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
Asian-Pac-Islander
Male
0
0
40
Cambodia
1 >50K
20
Private
117,789
HS-grad
9
Never-married
Other-service
Own-child
White
Female
0
0
40
United-States
0 <=50K
32
Private
172,579
HS-grad
9
Separated
Other-service
Not-in-family
White
Female
0
0
30
United-States
0 <=50K
45
Private
187,666
Assoc-voc
11
Widowed
Exec-managerial
Not-in-family
White
Female
0
0
45
United-States
0 <=50K
50
Private
204,518
7th-8th
4
Divorced
Craft-repair
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
36
Private
150,042
Bachelors
13
Divorced
Prof-specialty
Own-child
White
Female
0
0
40
United-States
0 <=50K
45
Private
98,092
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
0
0
60
United-States
0 <=50K
17
Private
245,918
11th
7
Never-married
Other-service
Own-child
White
Male
0
0
12
United-States
0 <=50K
59
Private
146,013
Some-college
10
Married-civ-spouse
Sales
Husband
White
Male
4,064
0
40
United-States
0 <=50K
26
Private
378,322
11th
7
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
0 <=50K
37
Self-emp-inc
257,295
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
Asian-Pac-Islander
Male
0
0
75
Thailand
1 >50K
19
?
218,956
Some-college
10
Never-married
?
Own-child
White
Male
0
0
24
Canada
0 <=50K
64
Private
21,174
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
1 >50K
33
Private
185,480
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
45
United-States
0 <=50K
33
Private
222,205
HS-grad
9
Married-civ-spouse
Craft-repair
Wife
White
Female
0
0
40
United-States
1 >50K
61
Private
69,867
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
1 >50K
17
Private
191,260
9th
5
Never-married
Other-service
Own-child
White
Male
1,055
0
24
United-States
0 <=50K
50
Self-emp-not-inc
30,653
Masters
14
Married-civ-spouse
Farming-fishing
Husband
White
Male
2,407
0
98
United-States
0 <=50K
27
Local-gov
209,109
Masters
14
Never-married
Prof-specialty
Own-child
White
Male
0
0
35
United-States
0 <=50K
30
Private
70,377
HS-grad
9
Divorced
Prof-specialty
Own-child
White
Female
0
0
40
United-States
0 <=50K
43
Private
477,983
HS-grad
9
Married-civ-spouse
Handlers-cleaners
Husband
Black
Male
0
0
40
United-States
0 <=50K
44
Private
170,924
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
7,298
0
40
United-States
1 >50K
35
Private
190,174
Some-college
10
Never-married
Exec-managerial
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
25
Private
193,787
Some-college
10
Never-married
Tech-support
Own-child
White
Female
0
0
40
United-States
0 <=50K
24
Private
279,472
Some-college
10
Married-civ-spouse
Machine-op-inspct
Wife
White
Female
7,298
0
48
United-States
1 >50K
22
Private
34,918
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
15
Germany
0 <=50K
42
Local-gov
97,688
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
5,178
0
40
United-States
1 >50K
34
Private
175,413
Assoc-acdm
12
Divorced
Sales
Unmarried
Black
Female
0
0
45
United-States
0 <=50K
60
Private
173,960
Bachelors
13
Divorced
Prof-specialty
Not-in-family
White
Female
0
0
42
United-States
0 <=50K
21
Private
205,759
HS-grad
9
Never-married
Handlers-cleaners
Own-child
White
Male
0
0
40
United-States
0 <=50K
57
Federal-gov
425,161
Masters
14
Married-civ-spouse
Sales
Husband
White
Male
15,024
0
40
United-States
1 >50K
41
Private
220,531
Prof-school
15
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
60
United-States
1 >50K
50
Private
176,609
Some-college
10
Divorced
Other-service
Not-in-family
White
Male
0
0
45
United-States
0 <=50K
25
Private
371,987
Bachelors
13
Never-married
Exec-managerial
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
50
Private
193,884
7th-8th
4
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
Ecuador
0 <=50K
36
Private
200,352
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
45
United-States
0 <=50K
31
Private
127,595
HS-grad
9
Divorced
Prof-specialty
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
29
Local-gov
220,419
Bachelors
13
Never-married
Protective-serv
Not-in-family
White
Male
0
0
56
United-States
0 <=50K
21
Private
231,931
Some-college
10
Never-married
Sales
Own-child
White
Male
0
0
45
United-States
0 <=50K
27
Private
248,402
Bachelors
13
Never-married
Tech-support
Unmarried
Black
Female
0
0
40
United-States
0 <=50K
65
Private
111,095
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
16
United-States
0 <=50K
37
Self-emp-inc
57,424
Bachelors
13
Divorced
Sales
Not-in-family
White
Female
0
0
60
United-States
0 <=50K
39
?
157,443
Masters
14
Married-civ-spouse
?
Wife
Asian-Pac-Islander
Female
3,464
0
40
?
0 <=50K
24
Private
278,130
HS-grad
9
Never-married
Craft-repair
Own-child
White
Male
0
0
40
United-States
0 <=50K
38
Private
169,469
HS-grad
9
Divorced
Sales
Not-in-family
White
Male
0
0
80
United-States
0 <=50K