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
36
Local-gov
110,866
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
50
United-States
0 <=50K
31
Private
243,605
Bachelors
13
Widowed
Sales
Unmarried
White
Female
0
1,380
40
Cuba
0 <=50K
21
Private
163,870
Some-college
10
Never-married
Handlers-cleaners
Own-child
White
Male
0
0
30
United-States
0 <=50K
31
Self-emp-not-inc
80,145
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
0 <=50K
46
Private
295,566
Doctorate
16
Divorced
Prof-specialty
Unmarried
White
Female
25,236
0
65
United-States
1 >50K
44
Private
63,042
Bachelors
13
Divorced
Exec-managerial
Own-child
White
Female
0
0
50
United-States
1 >50K
40
Private
229,148
12th
8
Married-civ-spouse
Other-service
Husband
Black
Male
0
0
40
Jamaica
0 <=50K
45
Private
242,552
Some-college
10
Never-married
Sales
Not-in-family
Black
Male
0
0
40
United-States
0 <=50K
60
Private
177,665
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
35
United-States
0 <=50K
18
Private
208,103
11th
7
Never-married
Other-service
Other-relative
White
Male
0
0
25
United-States
0 <=50K
28
Private
296,450
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
0 <=50K
36
Private
70,282
Some-college
10
Divorced
Adm-clerical
Unmarried
Black
Female
0
0
40
United-States
0 <=50K
36
Private
271,767
Bachelors
13
Separated
Prof-specialty
Not-in-family
White
Male
0
0
40
?
0 <=50K
40
Private
144,995
Assoc-voc
11
Married-civ-spouse
Tech-support
Husband
White
Male
4,386
0
40
United-States
0 <=50K
36
Local-gov
382,635
Bachelors
13
Divorced
Adm-clerical
Unmarried
White
Female
0
0
35
Honduras
0 <=50K
31
Private
295,697
HS-grad
9
Separated
Other-service
Unmarried
Black
Female
0
0
40
United-States
0 <=50K
33
Private
194,141
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
0 <=50K
19
State-gov
378,418
HS-grad
9
Never-married
Tech-support
Own-child
White
Female
0
0
40
United-States
0 <=50K
22
Private
214,399
Some-college
10
Never-married
Sales
Own-child
White
Female
0
0
15
United-States
0 <=50K
34
Private
217,460
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
45
United-States
1 >50K
33
Private
182,556
HS-grad
9
Never-married
Other-service
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
41
Private
125,831
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
2,051
60
United-States
0 <=50K
29
Private
271,328
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Male
4,650
0
40
United-States
0 <=50K
50
Local-gov
50,459
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
42
United-States
1 >50K
42
Private
162,140
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
7,298
0
45
United-States
1 >50K
43
Private
177,937
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
40
?
1 >50K
44
Private
111,502
HS-grad
9
Married-civ-spouse
Sales
Wife
White
Female
0
0
40
United-States
0 <=50K
20
Private
299,047
Some-college
10
Never-married
Other-service
Not-in-family
White
Female
0
0
20
United-States
0 <=50K
31
Private
223,212
HS-grad
9
Married-civ-spouse
Other-service
Husband
White
Male
0
0
40
Mexico
0 <=50K
65
Self-emp-not-inc
118,474
11th
7
Married-civ-spouse
Exec-managerial
Husband
White
Male
9,386
0
59
?
1 >50K
23
Private
352,139
Some-college
10
Never-married
Other-service
Not-in-family
White
Female
0
0
24
United-States
0 <=50K
55
Private
173,093
Some-college
10
Divorced
Adm-clerical
Not-in-family
Asian-Pac-Islander
Female
0
0
40
United-States
0 <=50K
26
Private
181,655
Assoc-voc
11
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
2,377
45
United-States
0 <=50K
25
Private
332,702
Assoc-voc
11
Never-married
Other-service
Own-child
White
Female
0
0
15
United-States
0 <=50K
45
?
51,164
Some-college
10
Married-civ-spouse
?
Wife
Black
Female
0
0
40
United-States
0 <=50K
35
Private
234,901
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
2,407
0
40
United-States
0 <=50K
36
Private
131,414
Some-college
10
Never-married
Sales
Not-in-family
Black
Female
0
0
36
United-States
0 <=50K
43
State-gov
260,960
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
50
United-States
0 <=50K
56
Private
156,052
HS-grad
9
Widowed
Other-service
Unmarried
Black
Female
594
0
20
United-States
0 <=50K
42
Private
279,914
Bachelors
13
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
40
United-States
1 >50K
19
Private
192,453
Some-college
10
Never-married
Other-service
Other-relative
White
Female
0
0
25
United-States
0 <=50K
55
Self-emp-not-inc
200,939
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
72
United-States
0 <=50K
42
Private
151,408
Masters
14
Never-married
Exec-managerial
Not-in-family
White
Female
14,084
0
50
United-States
1 >50K
26
Private
112,847
Assoc-voc
11
Never-married
Tech-support
Own-child
White
Male
0
0
40
United-States
0 <=50K
17
Private
316,929
12th
8
Never-married
Handlers-cleaners
Own-child
White
Male
0
0
20
United-States
0 <=50K
42
Local-gov
126,319
Bachelors
13
Married-civ-spouse
Prof-specialty
Wife
White
Female
0
0
40
United-States
1 >50K
55
Private
197,422
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
7,688
0
40
United-States
1 >50K
32
Private
267,736
Some-college
10
Never-married
Adm-clerical
Own-child
Black
Female
0
0
40
United-States
0 <=50K
29
Private
267,034
11th
7
Never-married
Craft-repair
Own-child
Black
Male
0
0
40
Haiti
0 <=50K
46
State-gov
193,047
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
37
United-States
0 <=50K
29
State-gov
356,089
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
7,688
0
40
United-States
1 >50K
22
Private
223,515
Bachelors
13
Never-married
Prof-specialty
Unmarried
White
Male
0
0
20
United-States
0 <=50K
58
Self-emp-not-inc
87,510
10th
6
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
0 <=50K
23
Private
145,111
HS-grad
9
Never-married
Transport-moving
Unmarried
White
Male
0
0
50
United-States
0 <=50K
39
Private
48,093
HS-grad
9
Never-married
Handlers-cleaners
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
27
Private
31,757
Assoc-voc
11
Never-married
Craft-repair
Own-child
White
Male
0
0
38
United-States
0 <=50K
54
Private
285,854
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
40
United-States
1 >50K
33
Local-gov
120,064
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
45
United-States
0 <=50K
46
Federal-gov
167,381
HS-grad
9
Married-civ-spouse
Adm-clerical
Wife
White
Female
0
0
40
United-States
1 >50K
37
Private
103,408
HS-grad
9
Never-married
Farming-fishing
Not-in-family
Black
Male
0
0
40
United-States
0 <=50K
36
Private
101,460
HS-grad
9
Never-married
Other-service
Not-in-family
White
Female
0
0
18
United-States
0 <=50K
59
Local-gov
420,537
HS-grad
9
Married-civ-spouse
Adm-clerical
Wife
White
Female
0
0
38
United-States
1 >50K
34
Local-gov
119,411
HS-grad
9
Divorced
Protective-serv
Unmarried
White
Male
0
0
40
Portugal
0 <=50K
53
Self-emp-inc
128,272
Doctorate
16
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
70
United-States
1 >50K
51
Private
386,773
Bachelors
13
Never-married
Sales
Not-in-family
White
Male
0
0
55
United-States
1 >50K
32
Private
283,268
10th
6
Separated
Other-service
Unmarried
White
Female
0
0
42
United-States
0 <=50K
31
State-gov
301,526
Some-college
10
Married-spouse-absent
Other-service
Other-relative
White
Male
0
0
40
United-States
0 <=50K
22
Private
151,790
Some-college
10
Married-civ-spouse
Sales
Wife
White
Female
0
0
30
Germany
0 <=50K
47
Self-emp-not-inc
106,252
Bachelors
13
Divorced
Sales
Not-in-family
White
Female
0
0
50
United-States
0 <=50K
32
Private
188,557
HS-grad
9
Never-married
Machine-op-inspct
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
26
Private
171,114
Some-college
10
Never-married
Farming-fishing
Not-in-family
White
Female
0
0
38
United-States
0 <=50K
37
Private
327,323
5th-6th
3
Separated
Farming-fishing
Not-in-family
White
Male
0
0
32
Guatemala
0 <=50K
31
Private
244,147
HS-grad
9
Divorced
Craft-repair
Unmarried
White
Male
0
0
55
United-States
0 <=50K
37
Private
280,282
Assoc-voc
11
Married-civ-spouse
Tech-support
Wife
White
Female
0
0
24
United-States
1 >50K
55
Private
116,442
HS-grad
9
Never-married
Sales
Not-in-family
White
Male
0
0
38
United-States
0 <=50K
23
Local-gov
282,579
Assoc-voc
11
Divorced
Tech-support
Not-in-family
White
Male
0
0
56
United-States
0 <=50K
36
Private
51,838
Some-college
10
Divorced
Adm-clerical
Unmarried
White
Female
0
0
40
United-States
0 <=50K
34
Private
73,585
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
?
0 <=50K
43
Private
226,902
Bachelors
13
Married-civ-spouse
Sales
Husband
White
Male
0
0
50
United-States
1 >50K
54
Private
279,129
Some-college
10
Never-married
Tech-support
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
43
State-gov
146,908
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
?
0 <=50K
28
Private
196,690
Assoc-voc
11
Never-married
Machine-op-inspct
Not-in-family
White
Female
0
1,669
42
United-States
0 <=50K
40
Private
130,760
Assoc-voc
11
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
United-States
1 >50K
41
Self-emp-not-inc
49,572
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
60
United-States
0 <=50K
40
Private
237,601
Bachelors
13
Never-married
Sales
Not-in-family
Other
Female
0
0
55
United-States
1 >50K
42
Private
169,628
Some-college
10
Divorced
Adm-clerical
Not-in-family
Black
Female
0
0
38
United-States
0 <=50K
61
Self-emp-not-inc
36,671
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
2,352
50
United-States
0 <=50K
18
Private
231,193
12th
8
Never-married
Machine-op-inspct
Own-child
White
Male
0
0
30
United-States
0 <=50K
59
?
192,130
HS-grad
9
Married-civ-spouse
?
Husband
White
Male
0
0
16
United-States
0 <=50K
21
?
149,704
HS-grad
9
Never-married
?
Not-in-family
White
Female
1,055
0
40
United-States
0 <=50K
48
Private
102,102
Assoc-voc
11
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
50
United-States
1 >50K
41
Self-emp-inc
32,185
Bachelors
13
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
40
United-States
0 <=50K
18
?
196,061
Some-college
10
Never-married
?
Own-child
White
Male
0
0
33
United-States
0 <=50K
23
Private
211,046
HS-grad
9
Never-married
Sales
Not-in-family
White
Female
2,463
0
40
United-States
0 <=50K
60
Private
31,577
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
60
United-States
1 >50K
22
Private
162,343
Some-college
10
Never-married
Other-service
Other-relative
Black
Male
0
0
20
United-States
0 <=50K
61
Private
128,831
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
0 <=50K
25
Private
316,688
HS-grad
9
Never-married
Machine-op-inspct
Not-in-family
Black
Male
0
0
40
United-States
0 <=50K
46
Private
90,758
Masters
14
Never-married
Tech-support
Not-in-family
White
Male
0
0
35
United-States
1 >50K
43
Private
274,363
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
1,902
40
England
1 >50K