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
50
Private
28,952
Some-college
10
Married-civ-spouse
Sales
Wife
White
Female
0
0
39
United-States
Middle-aged
0
<=50K
25
?
214,925
10th
6
Never-married
?
Own-child
Black
Male
0
0
40
United-States
Young
0
<=50K
63
Private
163,708
9th
5
Widowed
Other-service
Not-in-family
White
Female
0
0
20
United-States
Senior
0
<=50K
56
Private
200,235
Assoc-voc
11
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
48
United-States
Middle-aged
0
>50K
46
Private
109,209
Some-college
10
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
19
Private
166,153
Some-college
10
Never-married
Other-service
Own-child
White
Female
0
0
30
United-States
Young
0
<=50K
56
Local-gov
268,213
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
35
?
Middle-aged
0
>50K
31
Private
69,056
HS-grad
9
Divorced
Other-service
Own-child
White
Female
0
0
15
United-States
Middle-aged
0
<=50K
51
State-gov
237,141
Masters
14
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
17
Private
277,541
11th
7
Never-married
Sales
Own-child
White
Male
0
0
5
United-States
Young
0
<=50K
27
Local-gov
289,039
Some-college
10
Never-married
Protective-serv
Unmarried
Asian-Pac-Islander
Female
0
0
40
United-States
Young
0
<=50K
30
Private
134,737
Some-college
10
Never-married
Adm-clerical
Own-child
White
Male
0
0
45
United-States
Middle-aged
0
<=50K
18
Private
56,613
Some-college
10
Never-married
Protective-serv
Own-child
White
Female
0
0
20
United-States
Young
0
<=50K
40
Local-gov
333,530
Masters
14
Married-civ-spouse
Prof-specialty
Wife
White
Female
0
0
40
United-States
Middle-aged
0
>50K
35
Private
185,366
Bachelors
13
Never-married
Sales
Not-in-family
White
Male
0
0
50
United-States
Middle-aged
0
<=50K
29
Private
154,017
HS-grad
9
Never-married
Sales
Not-in-family
White
Female
0
0
10
United-States
Young
0
<=50K
53
Private
191,565
1st-4th
2
Divorced
Other-service
Unmarried
Black
Female
0
0
40
Dominican-Republic
Middle-aged
0
<=50K
53
Private
111,939
Bachelors
13
Married-civ-spouse
Other-service
Husband
White
Male
0
0
35
United-States
Middle-aged
0
<=50K
26
State-gov
53,903
HS-grad
9
Never-married
Craft-repair
Unmarried
White
Male
0
0
50
United-States
Young
0
<=50K
41
Private
146,659
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
70
United-States
Middle-aged
0
<=50K
28
Private
194,200
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
70
United-States
Young
0
<=50K
48
State-gov
78,529
Masters
14
Separated
Prof-specialty
Not-in-family
White
Male
0
0
60
United-States
Middle-aged
0
<=50K
22
Private
194,829
Bachelors
13
Never-married
Exec-managerial
Not-in-family
White
Male
0
0
30
United-States
Young
0
<=50K
57
Private
300,908
Assoc-acdm
12
Divorced
Machine-op-inspct
Not-in-family
White
Male
0
0
75
United-States
Middle-aged
0
<=50K
53
Self-emp-not-inc
187,830
Assoc-voc
11
Separated
Craft-repair
Not-in-family
White
Male
0
0
40
Poland
Middle-aged
0
<=50K
23
Private
201,138
Some-college
10
Never-married
Adm-clerical
Not-in-family
White
Female
0
0
8
United-States
Young
0
<=50K
31
Self-emp-not-inc
44,503
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
20
Private
381,357
9th
5
Never-married
Handlers-cleaners
Own-child
White
Male
0
0
28
United-States
Young
0
<=50K
25
Private
311,124
Prof-school
15
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
20
United-States
Young
0
<=50K
37
Private
96,330
Some-college
10
Never-married
Exec-managerial
Unmarried
Black
Female
0
0
40
United-States
Middle-aged
0
<=50K
50
Private
228,238
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
34
Self-emp-not-inc
56,964
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
35
United-States
Middle-aged
0
<=50K
37
Private
127,772
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
United-States
Middle-aged
0
>50K
52
Private
386,397
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
45
United-States
Middle-aged
0
>50K
29
Self-emp-not-inc
404,998
Assoc-voc
11
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
0
90
United-States
Young
0
<=50K
31
Private
157,886
Some-college
10
Married-civ-spouse
Other-service
Wife
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
47
Private
101,299
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
51
Self-emp-not-inc
134,447
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
70
United-States
Middle-aged
0
<=50K
27
Private
191,822
HS-grad
9
Married-civ-spouse
Sales
Wife
White
Female
0
0
50
United-States
Young
0
<=50K
23
Private
70,919
Bachelors
13
Never-married
Exec-managerial
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
55
Private
266,343
HS-grad
9
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
46
United-States
Middle-aged
0
<=50K
28
Private
87,239
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
United-States
Young
0
>50K
31
Local-gov
236,487
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Female
0
0
40
Germany
Middle-aged
0
<=50K
30
Private
224,147
HS-grad
9
Never-married
Transport-moving
Own-child
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
23
Private
197,200
Bachelors
13
Never-married
Prof-specialty
Own-child
White
Male
0
0
60
United-States
Young
0
<=50K
19
Private
124,265
HS-grad
9
Never-married
Sales
Own-child
White
Male
0
0
50
United-States
Young
0
<=50K
22
Private
79,980
Some-college
10
Never-married
Sales
Own-child
White
Male
0
0
25
United-States
Young
0
<=50K
50
Private
128,814
HS-grad
9
Divorced
Other-service
Unmarried
White
Female
0
0
25
United-States
Middle-aged
0
<=50K
64
?
208,862
HS-grad
9
Married-civ-spouse
?
Husband
White
Male
0
0
50
United-States
Senior
0
>50K
21
Private
51,262
HS-grad
9
Never-married
Other-service
Own-child
White
Male
0
0
35
United-States
Young
0
<=50K
75
Self-emp-inc
98,116
Some-college
10
Widowed
Sales
Not-in-family
White
Male
0
0
40
United-States
Senior
0
>50K
29
Private
82,393
HS-grad
9
Never-married
Machine-op-inspct
Own-child
Asian-Pac-Islander
Male
0
0
40
Germany
Young
0
<=50K
47
Private
57,534
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
20
Private
218,962
HS-grad
9
Never-married
Machine-op-inspct
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
33
Private
204,752
HS-grad
9
Never-married
Other-service
Own-child
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
45
Private
243,631
Doctorate
16
Married-civ-spouse
Prof-specialty
Husband
Asian-Pac-Islander
Male
0
0
45
China
Middle-aged
0
>50K
41
Private
170,299
Assoc-voc
11
Divorced
Prof-specialty
Unmarried
White
Female
0
0
43
United-States
Middle-aged
0
<=50K
23
Private
60,331
HS-grad
9
Never-married
Machine-op-inspct
Own-child
White
Male
0
0
40
United-States
Young
0
<=50K
67
State-gov
132,819
Some-college
10
Married-civ-spouse
Protective-serv
Husband
White
Male
0
0
41
United-States
Senior
0
>50K
21
Private
119,665
Some-college
10
Never-married
Tech-support
Own-child
White
Male
0
0
35
United-States
Young
0
<=50K
38
Private
150,057
Some-college
10
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
45
United-States
Middle-aged
0
<=50K
31
Private
128,567
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
19
?
230,874
Some-college
10
Never-married
?
Own-child
White
Female
0
0
40
United-States
Young
0
<=50K
59
Self-emp-not-inc
148,526
Some-college
10
Married-civ-spouse
Sales
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
36
Private
160,192
HS-grad
9
Never-married
Other-service
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
50
Local-gov
74,660
Some-college
10
Widowed
Prof-specialty
Unmarried
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
60
Self-emp-inc
142,494
10th
6
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Senior
0
<=50K
30
Private
122,042
Masters
14
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
45
United-States
Middle-aged
0
>50K
28
Self-emp-inc
37,088
Bachelors
13
Never-married
Sales
Not-in-family
White
Male
0
0
50
United-States
Young
0
<=50K
36
Private
61,778
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
60
United-States
Middle-aged
0
>50K
21
?
176,356
Some-college
10
Never-married
?
Own-child
White
Female
0
0
10
Germany
Young
0
<=50K
27
Private
123,302
HS-grad
9
Married-civ-spouse
Other-service
Husband
White
Male
0
0
40
Poland
Young
0
<=50K
18
Private
89,760
12th
8
Never-married
Other-service
Own-child
White
Female
0
0
20
United-States
Young
0
<=50K
56
Private
104,945
7th-8th
4
Married-civ-spouse
Other-service
Husband
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
51
Self-emp-inc
192,973
Bachelors
13
Married-civ-spouse
Protective-serv
Husband
Black
Male
0
0
40
United-States
Middle-aged
0
>50K
48
Private
97,863
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
45
Italy
Middle-aged
0
>50K
31
Private
73,585
Assoc-voc
11
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
45
United-States
Middle-aged
0
<=50K
35
Private
29,145
Assoc-voc
11
Never-married
Transport-moving
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
35
Private
175,232
HS-grad
9
Divorced
Handlers-cleaners
Other-relative
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
36
Private
325,374
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
23
Private
129,345
Some-college
10
Never-married
Other-service
Not-in-family
White
Male
0
0
25
United-States
Young
0
<=50K
21
Private
228,395
Some-college
10
Never-married
Sales
Other-relative
Black
Female
0
0
20
United-States
Young
0
<=50K
49
Private
452,402
Some-college
10
Separated
Exec-managerial
Unmarried
Black
Female
0
0
60
United-States
Middle-aged
0
<=50K
46
Private
165,138
Assoc-voc
11
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
27
Private
193,122
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
Young
0
<=50K
56
?
425,497
Assoc-acdm
12
Married-civ-spouse
?
Husband
White
Male
0
0
20
United-States
Middle-aged
0
<=50K
48
Private
191,858
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
30
Private
297,155
Some-college
10
Divorced
Adm-clerical
Unmarried
Black
Female
0
0
40
United-States
Middle-aged
0
<=50K
29
Local-gov
181,282
Bachelors
13
Divorced
Prof-specialty
Not-in-family
White
Male
0
0
50
United-States
Young
0
<=50K
50
Federal-gov
111,700
Masters
14
Never-married
Exec-managerial
Not-in-family
White
Female
0
0
50
United-States
Middle-aged
0
<=50K
18
Private
35,065
HS-grad
9
Never-married
Transport-moving
Not-in-family
Black
Male
0
0
35
United-States
Young
0
<=50K
51
Self-emp-not-inc
95,435
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
0
0
60
United-States
Middle-aged
0
>50K
31
Private
162,160
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
47
United-States
Middle-aged
0
<=50K
48
Private
197,683
Some-college
10
Married-civ-spouse
Sales
Husband
Black
Male
0
0
40
United-States
Middle-aged
0
>50K
39
Private
290,321
10th
6
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
22
Local-gov
44,064
11th
7
Never-married
Handlers-cleaners
Own-child
White
Male
0
0
35
United-States
Young
0
<=50K
27
?
174,163
Some-college
10
Married-civ-spouse
?
Wife
White
Female
0
0
40
United-States
Young
0
>50K
42
Private
374,790
9th
5
Divorced
Craft-repair
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
18
Private
231,562
HS-grad
9
Never-married
Sales
Own-child
White
Female
0
0
33
United-States
Young
0
<=50K
27
Private
376,150
Some-college
10
Married-spouse-absent
Sales
Not-in-family
White
Female
0
0
25
United-States
Young
0
<=50K