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
23
Local-gov
324,960
HS-grad
9
Never-married
Farming-fishing
Not-in-family
White
Male
0
0
40
Poland
0 <=50K
62
Local-gov
114,060
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
40
United-States
0 <=50K
52
Private
48,925
Some-college
10
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
40
United-States
0 <=50K
58
Private
180,980
Some-college
10
Divorced
Other-service
Unmarried
White
Female
0
0
42
France
0 <=50K
25
Private
181,054
Bachelors
13
Never-married
Sales
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
24
Private
388,093
Bachelors
13
Never-married
Exec-managerial
Not-in-family
Black
Male
0
0
40
United-States
0 <=50K
19
Private
249,609
Some-college
10
Never-married
Protective-serv
Own-child
White
Male
0
0
8
United-States
0 <=50K
43
Private
112,131
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
0 <=50K
47
Local-gov
543,162
HS-grad
9
Separated
Adm-clerical
Unmarried
Black
Female
0
0
40
United-States
0 <=50K
39
Private
91,996
HS-grad
9
Divorced
Other-service
Unmarried
White
Female
0
0
40
United-States
0 <=50K
49
Private
141,944
Assoc-voc
11
Married-spouse-absent
Handlers-cleaners
Unmarried
White
Male
0
1,380
42
United-States
0 <=50K
53
?
251,804
5th-6th
3
Widowed
?
Unmarried
Black
Female
0
0
30
United-States
0 <=50K
32
Private
37,070
Assoc-voc
11
Never-married
Craft-repair
Not-in-family
White
Male
0
0
45
United-States
0 <=50K
34
Private
337,587
Some-college
10
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
50
United-States
1 >50K
28
Private
189,346
HS-grad
9
Divorced
Craft-repair
Not-in-family
White
Male
0
0
45
United-States
0 <=50K
57
?
222,216
Assoc-voc
11
Widowed
?
Unmarried
White
Female
0
0
38
United-States
0 <=50K
25
Private
267,044
Some-college
10
Never-married
Adm-clerical
Not-in-family
Amer-Indian-Eskimo
Female
0
0
20
United-States
0 <=50K
20
?
214,635
Some-college
10
Never-married
?
Own-child
White
Male
0
0
24
United-States
0 <=50K
21
?
204,226
Some-college
10
Never-married
?
Unmarried
White
Female
0
0
35
United-States
0 <=50K
34
Private
108,116
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
50
United-States
1 >50K
38
Self-emp-inc
99,146
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
15,024
0
80
United-States
1 >50K
50
Private
196,232
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
7,688
0
50
United-States
1 >50K
24
Local-gov
248,344
Some-college
10
Divorced
Handlers-cleaners
Not-in-family
Black
Male
0
0
50
United-States
0 <=50K
37
Local-gov
186,035
Some-college
10
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
45
United-States
1 >50K
44
Private
177,905
Some-college
10
Divorced
Machine-op-inspct
Unmarried
White
Male
0
0
58
United-States
1 >50K
28
Private
85,812
Some-college
10
Married-civ-spouse
Sales
Wife
White
Female
0
0
40
United-States
0 <=50K
42
Private
221,172
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
1 >50K
74
Private
99,183
Some-college
10
Divorced
Adm-clerical
Not-in-family
White
Female
0
0
9
United-States
0 <=50K
38
Self-emp-not-inc
190,387
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
50
United-States
0 <=50K
44
Self-emp-not-inc
202,692
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
0 <=50K
44
Private
109,339
11th
7
Divorced
Machine-op-inspct
Unmarried
Other
Female
0
0
46
Puerto-Rico
0 <=50K
26
Private
108,658
HS-grad
9
Never-married
Machine-op-inspct
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
36
Private
197,202
HS-grad
9
Married-civ-spouse
Other-service
Husband
Black
Male
0
0
40
United-States
0 <=50K
41
Private
101,739
Assoc-acdm
12
Married-civ-spouse
Exec-managerial
Wife
White
Female
0
0
50
United-States
1 >50K
67
Private
231,559
Prof-school
15
Married-civ-spouse
Prof-specialty
Husband
White
Male
20,051
0
48
United-States
1 >50K
39
Local-gov
207,853
12th
8
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
50
United-States
0 <=50K
57
Private
190,942
1st-4th
2
Widowed
Priv-house-serv
Not-in-family
Black
Female
0
0
30
United-States
0 <=50K
29
Private
102,345
Assoc-voc
11
Separated
Craft-repair
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
31
Self-emp-inc
41,493
Bachelors
13
Never-married
Farming-fishing
Not-in-family
White
Female
0
0
45
United-States
0 <=50K
34
?
190,027
HS-grad
9
Never-married
?
Unmarried
Black
Female
0
0
40
United-States
0 <=50K
44
Private
210,525
Some-college
10
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
40
United-States
0 <=50K
29
Private
133,937
Doctorate
16
Never-married
Prof-specialty
Own-child
White
Male
0
0
40
United-States
0 <=50K
30
Private
237,903
Some-college
10
Never-married
Handlers-cleaners
Unmarried
White
Female
0
0
40
United-States
0 <=50K
27
Private
163,862
HS-grad
9
Never-married
Transport-moving
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
27
Private
201,872
Some-college
10
Married-civ-spouse
Sales
Husband
White
Male
0
0
50
United-States
0 <=50K
32
Private
84,179
HS-grad
9
Never-married
Handlers-cleaners
Not-in-family
White
Female
0
0
45
United-States
0 <=50K
58
Private
51,662
10th
6
Married-civ-spouse
Other-service
Wife
White
Female
0
0
8
United-States
0 <=50K
35
Local-gov
233,327
Some-college
10
Married-civ-spouse
Protective-serv
Husband
White
Male
0
0
40
United-States
0 <=50K
21
Private
259,510
HS-grad
9
Never-married
Handlers-cleaners
Own-child
White
Male
0
0
36
United-States
0 <=50K
28
Private
184,831
Some-college
10
Never-married
Craft-repair
Unmarried
White
Male
0
0
40
United-States
0 <=50K
46
Self-emp-not-inc
245,724
Some-college
10
Divorced
Exec-managerial
Not-in-family
White
Male
0
0
50
United-States
0 <=50K
36
Self-emp-not-inc
27,053
HS-grad
9
Separated
Other-service
Unmarried
White
Female
0
0
40
United-States
0 <=50K
72
Private
205,343
11th
7
Widowed
Adm-clerical
Unmarried
White
Female
0
0
40
United-States
0 <=50K
35
Private
229,328
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Wife
Black
Female
0
0
40
United-States
0 <=50K
33
Federal-gov
319,560
Assoc-voc
11
Divorced
Craft-repair
Unmarried
Black
Female
0
0
40
United-States
1 >50K
69
Private
136,218
11th
7
Never-married
Machine-op-inspct
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
35
Private
54,576
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
0 <=50K
31
Private
323,069
HS-grad
9
Separated
Adm-clerical
Unmarried
White
Female
0
0
20
?
0 <=50K
34
Private
148,291
HS-grad
9
Married-civ-spouse
Tech-support
Wife
White
Female
0
0
32
United-States
0 <=50K
30
Private
152,453
11th
7
Married-civ-spouse
Other-service
Husband
White
Male
0
0
40
Mexico
0 <=50K
28
Private
114,053
Bachelors
13
Never-married
Transport-moving
Not-in-family
White
Male
0
0
55
United-States
0 <=50K
54
Private
212,960
Bachelors
13
Married-civ-spouse
Sales
Husband
White
Male
0
0
35
United-States
1 >50K
47
Private
264,052
Some-college
10
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
50
United-States
1 >50K
24
Private
82,804
HS-grad
9
Never-married
Handlers-cleaners
Unmarried
Black
Female
0
0
40
United-States
0 <=50K
52
Self-emp-not-inc
334,273
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
60
United-States
1 >50K
20
Private
27,337
HS-grad
9
Never-married
Handlers-cleaners
Own-child
Amer-Indian-Eskimo
Male
0
0
48
United-States
0 <=50K
43
Self-emp-inc
188,436
Masters
14
Married-civ-spouse
Exec-managerial
Husband
White
Male
5,013
0
45
United-States
0 <=50K
45
Private
433,665
7th-8th
4
Separated
Other-service
Unmarried
White
Female
0
0
40
Mexico
0 <=50K
29
Self-emp-not-inc
110,663
HS-grad
9
Separated
Craft-repair
Not-in-family
White
Male
0
0
35
United-States
0 <=50K
47
Private
87,490
Masters
14
Divorced
Exec-managerial
Unmarried
White
Male
0
0
42
United-States
0 <=50K
24
Private
354,351
HS-grad
9
Never-married
Craft-repair
Own-child
White
Male
0
0
40
United-States
0 <=50K
51
Private
95,469
HS-grad
9
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
0 <=50K
17
Private
242,718
11th
7
Never-married
Sales
Own-child
White
Male
0
0
12
United-States
0 <=50K
37
Private
22,463
Assoc-voc
11
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,977
40
United-States
1 >50K
27
Private
158,156
Doctorate
16
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
70
United-States
0 <=50K
29
Private
350,162
Bachelors
13
Married-civ-spouse
Exec-managerial
Wife
White
Male
0
0
40
United-States
1 >50K
18
?
165,532
12th
8
Never-married
?
Own-child
White
Male
0
0
25
United-States
0 <=50K
36
Self-emp-not-inc
28,738
Assoc-acdm
12
Divorced
Sales
Unmarried
White
Female
0
0
35
United-States
0 <=50K
58
Local-gov
283,635
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
40
United-States
0 <=50K
26
Self-emp-not-inc
86,646
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
45
United-States
0 <=50K
65
?
195,733
Some-college
10
Married-civ-spouse
?
Husband
White
Male
0
0
30
United-States
1 >50K
57
Private
69,884
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
0
0
40
United-States
1 >50K
59
Private
199,713
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
0 <=50K
27
Private
181,659
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
0 <=50K
31
Self-emp-not-inc
340,939
Bachelors
13
Never-married
Tech-support
Not-in-family
White
Male
0
0
40
United-States
0 <=50K
21
Private
197,747
Some-college
10
Never-married
Sales
Own-child
White
Female
0
0
24
United-States
0 <=50K
29
Private
34,292
Some-college
10
Never-married
Adm-clerical
Not-in-family
White
Male
0
0
60
United-States
0 <=50K
18
Private
156,764
11th
7
Never-married
Other-service
Own-child
White
Male
0
0
40
United-States
0 <=50K
52
Private
25,826
10th
6
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,887
47
United-States
1 >50K
57
Self-emp-inc
103,948
Bachelors
13
Divorced
Prof-specialty
Not-in-family
White
Male
0
0
80
United-States
0 <=50K
42
?
137,390
HS-grad
9
Married-civ-spouse
?
Husband
White
Male
0
0
40
United-States
0 <=50K
55
?
105,138
HS-grad
9
Married-civ-spouse
?
Wife
Asian-Pac-Islander
Female
0
0
40
United-States
0 <=50K
60
Private
39,352
7th-8th
4
Never-married
Transport-moving
Not-in-family
White
Male
0
0
48
United-States
1 >50K
31
Private
168,387
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
7,688
0
40
Canada
1 >50K
23
Private
117,789
Bachelors
13
Never-married
Adm-clerical
Own-child
White
Female
0
0
40
United-States
0 <=50K
27
Private
267,147
HS-grad
9
Never-married
Sales
Own-child
White
Male
0
0
40
United-States
0 <=50K
23
?
99,399
Some-college
10
Never-married
?
Unmarried
Amer-Indian-Eskimo
Female
0
0
25
United-States
0 <=50K
42
Self-emp-not-inc
214,242
Prof-school
15
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
1,902
50
United-States
1 >50K
25
Private
200,408
Some-college
10
Never-married
Tech-support
Not-in-family
White
Male
2,174
0
40
United-States
0 <=50K
49
Private
136,455
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
45
United-States
0 <=50K