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
25
Private
178,025
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
0 <=50K
49
?
113,913
HS-grad
9
Married-civ-spouse
?
Wife
White
Female
0
0
60
United-States
0 <=50K
28
Private
55,191
Assoc-acdm
12
Never-married
Handlers-cleaners
Not-in-family
White
Male
0
0
45
United-States
0 <=50K
51
Federal-gov
223,206
Doctorate
16
Married-civ-spouse
Prof-specialty
Husband
Asian-Pac-Islander
Male
15,024
0
40
Vietnam
1 >50K
23
Local-gov
162,551
Bachelors
13
Never-married
Prof-specialty
Own-child
Asian-Pac-Islander
Female
0
0
35
China
0 <=50K
19
Private
693,066
12th
8
Never-married
Other-service
Own-child
White
Female
0
0
15
United-States
0 <=50K
72
?
96,867
5th-6th
3
Widowed
?
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
33
Private
256,362
Some-college
10
Never-married
Other-service
Not-in-family
White
Male
0
0
35
United-States
0 <=50K
53
Private
539,864
Some-college
10
Divorced
Craft-repair
Not-in-family
White
Male
0
0
20
United-States
0 <=50K
35
Private
241,153
Assoc-voc
11
Never-married
Tech-support
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
31
Private
284,395
Bachelors
13
Married-civ-spouse
Sales
Husband
White
Male
0
0
40
United-States
0 <=50K
18
Private
180,039
12th
8
Never-married
Sales
Own-child
White
Female
0
0
20
United-States
0 <=50K
45
Private
178,416
Assoc-voc
11
Divorced
Handlers-cleaners
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
28
Private
175,710
Bachelors
13
Never-married
Adm-clerical
Not-in-family
White
Female
0
0
30
?
0 <=50K
22
Local-gov
164,775
5th-6th
3
Never-married
Handlers-cleaners
Other-relative
White
Male
0
0
40
Guatemala
1 >50K
55
Private
176,897
Some-college
10
Divorced
Tech-support
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
45
Private
265,097
HS-grad
9
Married-civ-spouse
Other-service
Husband
White
Male
0
1,902
40
United-States
1 >50K
22
Private
193,090
HS-grad
9
Never-married
Sales
Not-in-family
White
Female
0
0
37
United-States
0 <=50K
37
Private
186,009
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
1,672
60
United-States
0 <=50K
28
Private
175,262
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Own-child
White
Male
0
0
40
United-States
0 <=50K
19
Private
109,928
11th
7
Never-married
Sales
Own-child
Black
Female
0
0
35
United-States
0 <=50K
37
Self-emp-not-inc
162,834
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
0
1,902
45
United-States
1 >50K
50
Private
177,896
Doctorate
16
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
1 >50K
31
Private
181,372
HS-grad
9
Divorced
Adm-clerical
Unmarried
White
Female
0
0
35
United-States
0 <=50K
40
Private
70,645
Preschool
1
Never-married
Other-service
Not-in-family
White
Female
0
0
20
United-States
0 <=50K
51
Private
128,272
9th
5
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
45
United-States
0 <=50K
56
Private
106,723
HS-grad
9
Divorced
Adm-clerical
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
21
Private
122,348
Some-college
10
Never-married
Tech-support
Own-child
White
Female
0
0
35
United-States
0 <=50K
40
Private
177,905
Assoc-voc
11
Married-civ-spouse
Exec-managerial
Husband
White
Male
7,688
0
44
United-States
1 >50K
22
Private
254,547
Some-college
10
Never-married
Exec-managerial
Unmarried
Black
Female
0
0
40
Jamaica
0 <=50K
47
Self-emp-inc
102,308
Prof-school
15
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
2,415
45
United-States
1 >50K
44
Private
33,105
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
Amer-Indian-Eskimo
Male
0
0
40
United-States
0 <=50K
30
Private
215,441
Some-college
10
Never-married
Adm-clerical
Not-in-family
Other
Male
0
0
40
?
0 <=50K
44
Local-gov
197,919
Some-college
10
Divorced
Other-service
Unmarried
White
Female
0
0
40
United-States
0 <=50K
41
Private
206,139
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
0
0
40
United-States
1 >50K
47
Private
117,849
Assoc-acdm
12
Divorced
Sales
Own-child
White
Male
0
0
44
United-States
0 <=50K
26
Private
323,044
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
45
Germany
1 >50K
34
Private
90,415
Assoc-voc
11
Never-married
Tech-support
Not-in-family
Black
Male
0
0
40
United-States
0 <=50K
47
Private
294,913
Prof-school
15
Married-civ-spouse
Exec-managerial
Husband
White
Male
99,999
0
40
United-States
1 >50K
36
Private
127,573
HS-grad
9
Separated
Adm-clerical
Not-in-family
White
Female
0
0
38
United-States
0 <=50K
21
Private
180,190
Assoc-voc
11
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
0
46
United-States
0 <=50K
45
State-gov
231,013
Bachelors
13
Divorced
Protective-serv
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
33
Private
356,015
HS-grad
9
Separated
Craft-repair
Not-in-family
Amer-Indian-Eskimo
Male
0
0
35
Hong
0 <=50K
33
Private
198,069
HS-grad
9
Never-married
Machine-op-inspct
Not-in-family
White
Male
0
0
65
United-States
0 <=50K
58
Self-emp-not-inc
99,141
HS-grad
9
Divorced
Farming-fishing
Unmarried
White
Female
0
0
10
United-States
0 <=50K
31
Private
188,246
Assoc-acdm
12
Divorced
Craft-repair
Not-in-family
White
Male
0
0
50
United-States
1 >50K
32
Self-emp-not-inc
116,508
Some-college
10
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
0
50
United-States
1 >50K
44
Federal-gov
38,434
Bachelors
13
Widowed
Exec-managerial
Unmarried
White
Female
0
0
40
United-States
1 >50K
24
Private
128,477
Masters
14
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
35
Private
91,839
Bachelors
13
Married-civ-spouse
Other-service
Husband
Amer-Indian-Eskimo
Male
7,688
0
20
United-States
1 >50K
43
Private
409,922
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
1,977
50
United-States
1 >50K
49
Private
185,041
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
0 <=50K
37
Self-emp-not-inc
103,925
Bachelors
13
Married-civ-spouse
Sales
Wife
White
Female
0
0
50
United-States
0 <=50K
42
Self-emp-not-inc
34,037
Bachelors
13
Never-married
Farming-fishing
Own-child
White
Male
0
0
35
United-States
0 <=50K
31
Private
251,659
Some-college
10
Married-civ-spouse
Other-service
Husband
Asian-Pac-Islander
Male
0
1,485
55
?
1 >50K
19
Private
57,145
HS-grad
9
Never-married
Other-service
Own-child
White
Female
0
0
25
United-States
0 <=50K
41
Private
182,108
Doctorate
16
Never-married
Machine-op-inspct
Not-in-family
White
Female
0
0
40
United-States
1 >50K
51
Self-emp-inc
213,296
HS-grad
9
Married-civ-spouse
Other-service
Husband
White
Male
0
0
30
United-States
0 <=50K
51
Self-emp-inc
28,765
Prof-school
15
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
60
United-States
1 >50K
63
Private
37,792
10th
6
Widowed
Other-service
Not-in-family
White
Female
0
0
31
United-States
0 <=50K
39
Federal-gov
232,036
Some-college
10
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
40
United-States
1 >50K
30
Private
33,678
HS-grad
9
Never-married
Sales
Own-child
White
Male
0
0
40
United-States
0 <=50K
62
Without-pay
159,908
Some-college
10
Married-civ-spouse
Adm-clerical
Wife
White
Female
0
0
16
United-States
0 <=50K
27
Private
176,761
HS-grad
9
Never-married
Craft-repair
Other-relative
Other
Male
0
0
40
Nicaragua
0 <=50K
32
Private
260,954
11th
7
Married-civ-spouse
Craft-repair
Husband
White
Male
0
2,042
30
United-States
0 <=50K
37
Local-gov
180,342
Bachelors
13
Married-civ-spouse
Other-service
Husband
White
Male
0
0
40
United-States
1 >50K
47
Local-gov
324,791
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
1,887
50
United-States
1 >50K
31
Private
183,801
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
1,902
43
United-States
1 >50K
42
Private
204,235
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
0
0
40
United-States
0 <=50K
37
Private
249,720
Assoc-voc
11
Married-spouse-absent
Sales
Unmarried
Black
Female
0
0
32
United-States
0 <=50K
60
Private
127,084
HS-grad
9
Married-civ-spouse
Protective-serv
Husband
White
Male
0
2,042
34
United-States
0 <=50K
42
Local-gov
201,495
Some-college
10
Married-civ-spouse
Protective-serv
Husband
White
Male
0
0
72
United-States
1 >50K
38
Private
447,346
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
36
United-States
1 >50K
24
Private
206,008
Assoc-acdm
12
Never-married
Prof-specialty
Own-child
Black
Male
0
0
20
United-States
0 <=50K
34
Private
286,020
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
45
United-States
0 <=50K
20
?
99,891
Some-college
10
Never-married
?
Own-child
White
Female
0
0
30
United-States
0 <=50K
29
Local-gov
169,544
Some-college
10
Never-married
Protective-serv
Own-child
White
Male
0
0
48
United-States
0 <=50K
90
Private
313,749
HS-grad
9
Widowed
Adm-clerical
Unmarried
White
Female
0
0
25
United-States
0 <=50K
55
Private
89,182
12th
8
Divorced
Machine-op-inspct
Not-in-family
White
Female
0
0
40
Italy
0 <=50K
36
Private
258,102
HS-grad
9
Never-married
Handlers-cleaners
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
49
Private
255,466
Some-college
10
Divorced
Adm-clerical
Not-in-family
White
Female
0
0
60
United-States
0 <=50K
50
Private
38,795
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
50
United-States
0 <=50K
17
Private
311,907
11th
7
Never-married
Other-service
Own-child
White
Male
0
0
25
United-States
0 <=50K
54
Private
171,924
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
70
United-States
0 <=50K
26
Private
164,488
Bachelors
13
Never-married
Exec-managerial
Not-in-family
White
Male
0
0
10
United-States
0 <=50K
44
Private
297,991
Assoc-acdm
12
Never-married
Exec-managerial
Not-in-family
Asian-Pac-Islander
Female
0
0
50
United-States
0 <=50K
28
Private
478,315
Bachelors
13
Never-married
Prof-specialty
Own-child
Black
Female
0
0
40
United-States
0 <=50K
54
Local-gov
34,832
Doctorate
16
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
60
United-States
1 >50K
21
Private
67,804
9th
5
Never-married
Machine-op-inspct
Own-child
Black
Male
0
0
20
United-States
0 <=50K
24
Private
34,568
Assoc-voc
11
Never-married
Transport-moving
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
31
Private
47,151
HS-grad
9
Never-married
Other-service
Not-in-family
White
Female
0
0
56
United-States
0 <=50K
59
?
120,617
Some-college
10
Never-married
?
Not-in-family
Black
Female
0
0
40
United-States
0 <=50K
41
Private
318,046
Some-college
10
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
48
United-States
1 >50K
29
Private
363,963
HS-grad
9
Divorced
Other-service
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
50
Private
92,811
Bachelors
13
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
40
United-States
0 <=50K
32
Private
33,678
Some-college
10
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
50
United-States
1 >50K
42
Private
66,118
Some-college
10
Divorced
Machine-op-inspct
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
47
Private
160,474
HS-grad
9
Married-civ-spouse
Exec-managerial
Wife
White
Female
0
0
30
United-States
1 >50K
44
Private
159,960
Some-college
10
Divorced
Adm-clerical
Unmarried
White
Female
0
0
40
United-States
0 <=50K
49
Private
242,987
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
Columbia
0 <=50K