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
34
Private
180,284
Some-college
10
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
56
Self-emp-inc
75,214
Prof-school
15
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
32
United-States
Middle-aged
0
>50K
42
Private
284,758
HS-grad
9
Divorced
Exec-managerial
Unmarried
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
45
Self-emp-inc
188,330
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
60
United-States
Middle-aged
0
<=50K
40
Private
198,096
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
40
United-States
Middle-aged
0
>50K
29
Private
163,265
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
40
United-States
Young
0
<=50K
35
Federal-gov
128,608
Bachelors
13
Never-married
Exec-managerial
Own-child
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
47
Private
107,460
HS-grad
9
Separated
Exec-managerial
Unmarried
White
Female
0
0
37
United-States
Middle-aged
0
<=50K
51
Private
251,841
Assoc-voc
11
Never-married
Exec-managerial
Not-in-family
White
Female
0
0
43
United-States
Middle-aged
0
<=50K
28
Private
403,671
HS-grad
9
Never-married
Other-service
Other-relative
White
Male
0
0
40
Mexico
Young
0
<=50K
58
Private
159,378
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
45
United-States
Middle-aged
0
>50K
24
Private
170,070
HS-grad
9
Never-married
Machine-op-inspct
Own-child
White
Female
0
0
25
United-States
Young
0
<=50K
46
State-gov
192,323
HS-grad
9
Divorced
Exec-managerial
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
57
Private
135,796
10th
6
Married-civ-spouse
Machine-op-inspct
Husband
Black
Male
0
0
48
United-States
Middle-aged
0
<=50K
22
Private
232,985
HS-grad
9
Never-married
Handlers-cleaners
Other-relative
White
Male
0
0
20
United-States
Young
0
<=50K
28
Private
34,532
Bachelors
13
Never-married
Tech-support
Not-in-family
Black
Male
0
0
30
Jamaica
Young
0
<=50K
17
?
371,316
10th
6
Never-married
?
Own-child
White
Male
0
0
25
United-States
Young
0
<=50K
23
Private
236,994
HS-grad
9
Never-married
Sales
Own-child
White
Male
0
0
60
United-States
Young
0
<=50K
19
Private
208,366
HS-grad
9
Never-married
Handlers-cleaners
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
66
State-gov
102,640
HS-grad
9
Widowed
Prof-specialty
Unmarried
Black
Female
0
0
35
United-States
Senior
0
<=50K
38
Private
111,377
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
55
United-States
Middle-aged
0
<=50K
39
Federal-gov
472,166
Some-college
10
Divorced
Exec-managerial
Unmarried
Black
Female
0
0
40
United-States
Middle-aged
0
<=50K
39
?
86,551
12th
8
Married-civ-spouse
?
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
39
Private
294,919
HS-grad
9
Divorced
Transport-moving
Own-child
White
Male
0
0
60
United-States
Middle-aged
0
<=50K
22
Private
408,383
Some-college
10
Never-married
Transport-moving
Own-child
White
Male
0
0
40
United-States
Young
0
<=50K
36
Private
255,454
HS-grad
9
Never-married
Craft-repair
Own-child
Black
Male
0
0
30
United-States
Middle-aged
0
<=50K
32
Private
193,260
Some-college
10
Married-civ-spouse
Machine-op-inspct
Husband
Asian-Pac-Islander
Male
0
0
40
Philippines
Middle-aged
0
<=50K
29
?
191,935
HS-grad
9
Never-married
?
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
43
Local-gov
125,461
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
51
Private
97,005
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
42
Private
183,319
5th-6th
3
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
60
United-States
Middle-aged
0
<=50K
32
State-gov
167,049
12th
8
Never-married
Adm-clerical
Unmarried
White
Female
0
0
40
United-States
Middle-aged
0
<=50K
34
Private
185,216
Some-college
10
Never-married
Adm-clerical
Own-child
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
51
Private
161,838
Assoc-voc
11
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
57
United-States
Middle-aged
0
<=50K
38
Private
165,848
Bachelors
13
Married-civ-spouse
Sales
Husband
White
Male
0
0
44
United-States
Middle-aged
0
<=50K
21
Private
138,816
HS-grad
9
Never-married
Handlers-cleaners
Own-child
Black
Male
0
0
20
United-States
Young
0
<=50K
33
Self-emp-not-inc
99,761
Bachelors
13
Never-married
Other-service
Not-in-family
White
Female
0
0
15
United-States
Middle-aged
0
<=50K
34
Private
112,139
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
32
Private
129,020
HS-grad
9
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
38
?
365,465
Assoc-voc
11
Never-married
?
Own-child
White
Male
0
0
15
United-States
Middle-aged
0
<=50K
27
Self-emp-not-inc
259,873
HS-grad
9
Married-civ-spouse
Other-service
Husband
Black
Male
0
0
60
United-States
Young
0
>50K
35
Self-emp-inc
89,622
Some-college
10
Married-civ-spouse
Sales
Husband
White
Male
0
0
50
United-States
Middle-aged
0
>50K
29
State-gov
201,556
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
50
United-States
Young
0
<=50K
40
Private
176,286
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
46
Private
192,894
7th-8th
4
Married-civ-spouse
Farming-fishing
Husband
Black
Male
0
0
30
United-States
Middle-aged
0
<=50K
37
Private
172,232
HS-grad
9
Never-married
Other-service
Unmarried
Black
Female
0
0
30
United-States
Middle-aged
0
<=50K
44
Private
215,304
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
45
United-States
Middle-aged
0
>50K
25
Private
185,952
Masters
14
Never-married
Prof-specialty
Not-in-family
White
Male
0
0
30
United-States
Young
0
<=50K
38
Private
216,845
HS-grad
9
Never-married
Sales
Unmarried
White
Male
0
0
42
United-States
Middle-aged
0
<=50K
34
Local-gov
35,683
Assoc-acdm
12
Divorced
Adm-clerical
Unmarried
White
Female
0
0
10
United-States
Middle-aged
0
<=50K
46
Private
102,359
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
50
United-States
Middle-aged
0
>50K
20
Private
200,089
5th-6th
3
Never-married
Handlers-cleaners
Unmarried
White
Male
0
0
30
Guatemala
Young
0
<=50K
47
State-gov
207,120
Assoc-voc
11
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
0
38
United-States
Middle-aged
0
>50K
46
Private
295,334
Doctorate
16
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
60
United-States
Middle-aged
0
>50K
34
Private
234,537
Assoc-acdm
12
Divorced
Sales
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
61
Private
142,922
HS-grad
9
Married-civ-spouse
Transport-moving
Husband
White
Male
0
0
40
United-States
Senior
0
<=50K
55
State-gov
181,641
Some-college
10
Divorced
Prof-specialty
Not-in-family
Black
Female
0
0
37
United-States
Middle-aged
0
<=50K
36
Private
185,325
HS-grad
9
Never-married
Transport-moving
Not-in-family
White
Male
0
0
35
United-States
Middle-aged
0
<=50K
22
Private
379,778
HS-grad
9
Never-married
Other-service
Not-in-family
White
Male
0
0
40
United-States
Young
0
<=50K
34
Private
176,117
Some-college
10
Never-married
Sales
Own-child
Black
Female
0
0
35
United-States
Middle-aged
0
<=50K
33
Private
100,228
Some-college
10
Never-married
Machine-op-inspct
Not-in-family
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
27
Private
150,296
HS-grad
9
Never-married
Other-service
Own-child
White
Female
0
0
32
United-States
Young
0
<=50K
20
Private
653,574
Some-college
10
Never-married
Other-service
Own-child
White
Male
0
0
33
El-Salvador
Young
0
<=50K
38
Private
175,441
HS-grad
9
Never-married
Handlers-cleaners
Not-in-family
Black
Male
0
0
40
United-States
Middle-aged
0
<=50K
30
Private
333,119
Some-college
10
Never-married
Craft-repair
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
21
Private
89,154
11th
7
Never-married
Other-service
Own-child
White
Male
0
0
42
El-Salvador
Young
0
<=50K
60
Private
198,727
HS-grad
9
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
30
United-States
Senior
0
<=50K
43
Private
87,284
Some-college
10
Never-married
Handlers-cleaners
Not-in-family
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
36
Private
180,686
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
45
United-States
Middle-aged
0
>50K
23
Private
227,070
Some-college
10
Never-married
Other-service
Unmarried
White
Female
0
0
48
El-Salvador
Young
0
<=50K
25
Local-gov
348,986
HS-grad
9
Never-married
Handlers-cleaners
Other-relative
Black
Male
0
0
40
United-States
Young
0
<=50K
38
Private
96,185
HS-grad
9
Divorced
Other-service
Unmarried
Black
Female
0
0
32
United-States
Middle-aged
0
<=50K
22
Private
112,693
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
35
United-States
Young
0
<=50K
23
Private
417,605
5th-6th
3
Never-married
Craft-repair
Not-in-family
White
Male
0
0
40
Mexico
Young
0
<=50K
61
Self-emp-not-inc
140,300
HS-grad
9
Never-married
Sales
Not-in-family
White
Female
0
0
44
United-States
Senior
0
<=50K
28
Private
340,408
Some-college
10
Divorced
Craft-repair
Not-in-family
White
Male
0
0
46
United-States
Young
0
<=50K
17
?
187,539
11th
7
Never-married
?
Own-child
White
Female
0
0
10
United-States
Young
0
<=50K
21
Private
237,051
Some-college
10
Never-married
Other-service
Own-child
White
Female
0
0
25
United-States
Young
0
<=50K
49
Private
175,622
Masters
14
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
37
Private
389,725
12th
8
Divorced
Craft-repair
Own-child
White
Male
0
0
35
United-States
Middle-aged
0
<=50K
23
Private
182,812
Some-college
10
Never-married
Other-service
Own-child
White
Female
0
0
40
Dominican-Republic
Young
0
<=50K
34
Local-gov
93,886
Bachelors
13
Married-civ-spouse
Prof-specialty
Wife
White
Female
0
0
46
United-States
Middle-aged
0
>50K
21
Private
502,837
HS-grad
9
Never-married
Machine-op-inspct
Own-child
White
Female
0
0
40
Peru
Young
0
<=50K
27
State-gov
212,232
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
Black
Male
0
0
40
United-States
Young
0
>50K
57
Private
300,104
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
84
United-States
Middle-aged
0
>50K
22
Private
156,933
HS-grad
9
Never-married
Handlers-cleaners
Own-child
Black
Male
0
0
25
United-States
Young
0
<=50K
20
Private
286,734
Some-college
10
Never-married
Adm-clerical
Not-in-family
Other
Female
0
0
35
United-States
Young
0
<=50K
49
Self-emp-inc
143,482
Some-college
10
Married-civ-spouse
Prof-specialty
Wife
White
Female
0
0
65
United-States
Middle-aged
0
>50K
38
Private
226,357
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
40
Private
104,892
Bachelors
13
Married-civ-spouse
Tech-support
Husband
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
37
Self-emp-not-inc
272,090
Some-college
10
Married-civ-spouse
Adm-clerical
Wife
White
Female
0
0
20
United-States
Middle-aged
0
<=50K
57
Private
204,816
Masters
14
Divorced
Prof-specialty
Not-in-family
White
Male
0
0
30
United-States
Middle-aged
0
<=50K
56
Private
230,039
7th-8th
4
Never-married
Other-service
Own-child
White
Female
0
0
30
United-States
Middle-aged
0
<=50K
41
Private
242,619
Assoc-acdm
12
Divorced
Prof-specialty
Not-in-family
White
Male
0
0
80
United-States
Middle-aged
0
<=50K
50
Self-emp-not-inc
131,982
HS-grad
9
Married-civ-spouse
Other-service
Husband
Asian-Pac-Islander
Male
0
0
60
South
Middle-aged
0
<=50K
33
Private
87,310
9th
5
Never-married
Machine-op-inspct
Not-in-family
White
Male
0
0
50
United-States
Middle-aged
0
<=50K
29
Private
134,566
Masters
14
Married-civ-spouse
Sales
Husband
White
Male
0
0
20
United-States
Young
0
<=50K
35
Private
239,409
10th
6
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
0
50
United-States
Middle-aged
0
<=50K
36
Private
203,717
HS-grad
9
Divorced
Craft-repair
Unmarried
White
Male
0
0
40
United-States
Middle-aged
0
<=50K
30
Self-emp-not-inc
65,278
Assoc-acdm
12
Never-married
Craft-repair
Own-child
White
Male
0
0
40
United-States
Middle-aged
0
<=50K