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
stringclasses
42 values
age_group
stringclasses
3 values
capital_gain_loss_ratio
float64
0
10B
income
stringclasses
2 values
24
Private
191,954
Some-college
10
Never-married
Machine-op-inspct
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
77
Self-emp-not-inc
138,714
Some-college
10
Married-civ-spouse
Sales
Husband
White
Male
0
0
40
United-States
Senior
0
<=50K
22
Private
399,087
5th-6th
3
Married-civ-spouse
Machine-op-inspct
Other-relative
White
Female
0
0
40
Mexico
Young
0
<=50K
29
Private
423,158
Some-college
10
Never-married
Tech-support
Not-in-family
White
Female
0
0
40
United-States
Young
0
<=50K
62
Private
159,841
HS-grad
9
Widowed
Other-service
Not-in-family
White
Female
0
0
24
United-States
Senior
0
<=50K
39
Self-emp-not-inc
174,308
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
35
Private
186,110
HS-grad
9
Divorced
Transport-moving
Not-in-family
White
Male
0
0
45
United-States
Middle-aged
0
<=50K
29
Private
200,381
11th
7
Never-married
Exec-managerial
Not-in-family
White
Female
0
0
40
United-States
Young
0
<=50K
76
Self-emp-not-inc
174,309
Masters
14
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
10
United-States
Senior
0
<=50K
63
Self-emp-not-inc
78,383
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
0
45
United-States
Senior
0
<=50K
23
?
211,601
Assoc-voc
11
Never-married
?
Own-child
Black
Female
0
0
15
United-States
Young
0
<=50K
58
Self-emp-not-inc
321,171
HS-grad
9
Married-civ-spouse
Handlers-cleaners
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
41
Private
206,565
Some-college
10
Never-married
Craft-repair
Not-in-family
Black
Male
0
0
45
United-States
Middle-aged
0
<=50K
26
Private
224,563
Bachelors
13
Never-married
Adm-clerical
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
47
Private
178,686
Assoc-voc
11
Never-married
Other-service
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
55
Local-gov
98,545
10th
6
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
53
Private
242,606
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
17
Private
270,942
5th-6th
3
Never-married
Other-service
Other-relative
White
Male
0
0
48
Mexico
Young
0
<=50K
30
Private
94,235
HS-grad
9
Never-married
Craft-repair
Other-relative
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
49
Private
71,195
Masters
14
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
60
United-States
Middle-aged
0
<=50K
19
Private
104,112
HS-grad
9
Never-married
Sales
Unmarried
Black
Male
0
0
30
Haiti
Young
0
<=50K
45
Private
261,192
HS-grad
9
Married-civ-spouse
Other-service
Husband
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
26
Private
94,936
Assoc-acdm
12
Never-married
Sales
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
33
Private
85,043
HS-grad
9
Never-married
Farming-fishing
Not-in-family
White
Male
0
0
20
United-States
Middle-aged
0
<=50K
22
State-gov
293,364
Some-college
10
Never-married
Protective-serv
Own-child
Black
Female
0
0
40
United-States
Young
0
<=50K
43
Self-emp-not-inc
241,895
Bachelors
13
Never-married
Sales
Not-in-family
White
Male
0
0
42
United-States
Middle-aged
0
<=50K
67
?
36,135
11th
7
Married-civ-spouse
?
Husband
White
Male
0
0
8
United-States
Senior
0
<=50K
30
?
151,989
Assoc-voc
11
Divorced
?
Unmarried
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
56
Private
101,128
Assoc-acdm
12
Married-spouse-absent
Other-service
Not-in-family
White
Male
0
0
25
Iran
Middle-aged
0
<=50K
31
Private
156,464
Bachelors
13
Never-married
Prof-specialty
Own-child
White
Male
0
0
25
United-States
Middle-aged
0
<=50K
33
Private
117,963
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
26
Private
192,262
HS-grad
9
Married-civ-spouse
Other-service
Husband
White
Male
0
0
40
United-States
Young
0
<=50K
33
Private
111,363
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
46
Local-gov
329,752
11th
7
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
30
United-States
Middle-aged
0
<=50K
59
?
372,020
Bachelors
13
Married-civ-spouse
?
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
38
Federal-gov
95,432
HS-grad
9
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
65
Private
161,400
11th
7
Widowed
Other-service
Unmarried
Other
Male
0
0
40
United-States
Senior
0
<=50K
40
Private
96,129
Assoc-voc
11
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
42
Private
111,949
HS-grad
9
Married-civ-spouse
Adm-clerical
Wife
White
Female
0
0
35
United-States
Middle-aged
0
<=50K
26
Self-emp-not-inc
117,125
9th
5
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
Portugal
Young
0
<=50K
36
Private
348,022
10th
6
Married-civ-spouse
Other-service
Wife
White
Female
0
0
24
United-States
Middle-aged
0
<=50K
62
Private
270,092
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
Senior
0
>50K
43
Private
180,609
Bachelors
13
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
45
United-States
Middle-aged
0
<=50K
22
Private
410,439
HS-grad
9
Married-spouse-absent
Sales
Not-in-family
White
Male
0
0
55
United-States
Young
0
<=50K
28
Private
92,262
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Young
0
<=50K
56
Self-emp-not-inc
183,081
Some-college
10
Married-civ-spouse
Sales
Husband
White
Male
0
0
45
United-States
Middle-aged
0
<=50K
22
Private
362,589
Assoc-acdm
12
Never-married
Sales
Not-in-family
White
Female
0
0
15
United-States
Young
0
<=50K
57
Private
212,448
Bachelors
13
Divorced
Exec-managerial
Not-in-family
White
Female
0
0
45
United-States
Middle-aged
0
>50K
39
Private
481,060
HS-grad
9
Divorced
Sales
Unmarried
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
26
Federal-gov
185,885
Some-college
10
Never-married
Adm-clerical
Unmarried
White
Female
0
0
15
United-States
Young
0
<=50K
17
Private
89,821
11th
7
Never-married
Other-service
Own-child
White
Male
0
0
10
United-States
Young
0
<=50K
40
State-gov
184,018
Assoc-voc
11
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
38
United-States
Middle-aged
0
>50K
45
Private
256,649
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
44
Private
160,323
HS-grad
9
Never-married
Craft-repair
Not-in-family
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
20
Local-gov
350,845
Some-college
10
Never-married
Adm-clerical
Own-child
White
Female
0
0
10
United-States
Young
0
<=50K
33
Private
267,404
HS-grad
9
Married-civ-spouse
Craft-repair
Wife
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
23
Private
35,633
Some-college
10
Never-married
Sales
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
46
Self-emp-not-inc
80,914
Masters
14
Divorced
Exec-managerial
Not-in-family
White
Male
0
0
30
United-States
Middle-aged
0
<=50K
38
Private
172,927
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
0
0
50
United-States
Middle-aged
0
<=50K
54
Private
174,319
HS-grad
9
Divorced
Transport-moving
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
25
Private
344,991
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Young
0
<=50K
46
Private
108,699
Some-college
10
Divorced
Sales
Not-in-family
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
36
Local-gov
117,312
Some-college
10
Married-civ-spouse
Transport-moving
Wife
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
23
Private
396,099
HS-grad
9
Never-married
Other-service
Not-in-family
White
Female
0
0
25
United-States
Young
0
<=50K
29
Private
134,152
HS-grad
9
Separated
Machine-op-inspct
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
19
Private
25,429
Some-college
10
Never-married
Adm-clerical
Own-child
White
Female
0
0
16
United-States
Young
0
<=50K
19
Private
232,392
HS-grad
9
Never-married
Other-service
Other-relative
White
Female
0
0
40
United-States
Young
0
<=50K
35
Private
220,098
HS-grad
9
Married-civ-spouse
Other-service
Wife
White
Female
0
0
40
United-States
Middle-aged
0
>50K
27
Private
301,302
Bachelors
13
Never-married
Craft-repair
Not-in-family
White
Male
0
0
50
United-States
Young
0
<=50K
46
Self-emp-not-inc
277,946
Assoc-acdm
12
Separated
Craft-repair
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
34
Private
196,164
HS-grad
9
Never-married
Other-service
Not-in-family
White
Female
0
0
35
United-States
Middle-aged
0
<=50K
44
Private
115,562
Some-college
10
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
45
Private
96,975
Some-college
10
Divorced
Handlers-cleaners
Unmarried
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
20
?
137,300
HS-grad
9
Never-married
?
Other-relative
White
Female
0
0
35
United-States
Young
0
<=50K
25
Private
86,872
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
55
United-States
Young
0
>50K
52
Self-emp-inc
132,178
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
United-States
Middle-aged
0
>50K
20
Private
416,103
Some-college
10
Never-married
Handlers-cleaners
Own-child
White
Male
0
0
40
United-States
Young
0
<=50K
28
Private
108,574
Some-college
10
Never-married
Other-service
Not-in-family
White
Female
0
0
40
United-States
Young
0
<=50K
50
State-gov
288,353
Bachelors
13
Married-civ-spouse
Protective-serv
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
34
Private
227,689
Assoc-voc
11
Divorced
Tech-support
Not-in-family
White
Female
0
0
64
United-States
Middle-aged
0
<=50K
28
Private
110,145
HS-grad
9
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
40
United-States
Young
0
<=50K
46
Self-emp-not-inc
317,253
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
25
United-States
Middle-aged
0
<=50K
32
Private
364,657
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
United-States
Middle-aged
0
<=50K
41
Local-gov
42,346
Some-college
10
Divorced
Other-service
Not-in-family
Black
Female
0
0
24
United-States
Middle-aged
0
<=50K
24
Private
241,951
HS-grad
9
Never-married
Handlers-cleaners
Unmarried
Black
Female
0
0
40
United-States
Young
0
<=50K
33
Private
118,500
Some-college
10
Divorced
Exec-managerial
Unmarried
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
31
State-gov
1,033,222
Some-college
10
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
35
Private
92,440
12th
8
Divorced
Craft-repair
Not-in-family
White
Male
0
0
50
United-States
Middle-aged
0
>50K
52
Private
190,762
1st-4th
2
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
Mexico
Middle-aged
0
<=50K
30
Private
426,017
11th
7
Never-married
Other-service
Own-child
White
Female
0
0
19
United-States
Middle-aged
0
<=50K
34
Local-gov
243,867
11th
7
Separated
Machine-op-inspct
Not-in-family
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
34
State-gov
240,283
HS-grad
9
Divorced
Transport-moving
Unmarried
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
20
Private
61,777
Some-college
10
Married-civ-spouse
Sales
Husband
White
Male
0
0
30
United-States
Young
0
<=50K
32
State-gov
92,003
Bachelors
13
Married-civ-spouse
Exec-managerial
Wife
White
Female
0
0
40
United-States
Middle-aged
0
>50K
29
Private
188,401
HS-grad
9
Divorced
Farming-fishing
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
33
Private
228,528
10th
6
Never-married
Craft-repair
Unmarried
White
Female
0
0
35
United-States
Middle-aged
0
<=50K
25
Private
133,373
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
60
United-States
Young
0
<=50K
23
Private
204,653
HS-grad
9
Never-married
Handlers-cleaners
Not-in-family
White
Male
0
0
72
Dominican-Republic
Young
0
<=50K
63
Self-emp-inc
222,289
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
Senior
0
>50K
47
Local-gov
287,480
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K