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
67
Self-emp-not-inc
252,842
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
1,797
0
20
United-States
Senior
179,700,000
<=50K
34
Private
104,509
Assoc-voc
11
Never-married
Prof-specialty
Not-in-family
White
Female
1,639
0
20
United-States
Middle-aged
163,900,000
<=50K
45
Local-gov
339,681
Masters
14
Divorced
Prof-specialty
Unmarried
White
Female
1,506
0
45
United-States
Middle-aged
150,600,000
<=50K
46
State-gov
106,705
Some-college
10
Divorced
Prof-specialty
Unmarried
White
Female
1,506
0
50
United-States
Middle-aged
150,600,000
<=50K
36
Private
135,293
Bachelors
13
Divorced
Prof-specialty
Unmarried
White
Female
1,506
0
45
?
Middle-aged
150,600,000
<=50K
44
Private
239,723
Some-college
10
Married-spouse-absent
Craft-repair
Unmarried
White
Female
1,506
0
45
United-States
Middle-aged
150,600,000
<=50K
39
Private
99,357
Masters
14
Divorced
Prof-specialty
Own-child
White
Female
1,506
0
40
United-States
Middle-aged
150,600,000
<=50K
41
Private
283,116
HS-grad
9
Divorced
Craft-repair
Unmarried
White
Female
1,506
0
50
United-States
Middle-aged
150,600,000
<=50K
40
Self-emp-inc
50,644
Assoc-acdm
12
Divorced
Sales
Unmarried
White
Female
1,506
0
40
United-States
Middle-aged
150,600,000
<=50K
37
Private
257,042
HS-grad
9
Divorced
Craft-repair
Unmarried
White
Male
1,506
0
40
United-States
Middle-aged
150,600,000
<=50K
39
Private
58,972
Assoc-acdm
12
Divorced
Exec-managerial
Unmarried
White
Male
1,506
0
40
United-States
Middle-aged
150,600,000
<=50K
49
Private
48,120
HS-grad
9
Never-married
Transport-moving
Unmarried
Black
Female
1,506
0
40
United-States
Middle-aged
150,600,000
<=50K
40
State-gov
150,874
Masters
14
Divorced
Exec-managerial
Unmarried
White
Female
1,506
0
40
United-States
Middle-aged
150,600,000
<=50K
43
State-gov
241,506
Bachelors
13
Divorced
Prof-specialty
Unmarried
White
Female
1,506
0
36
United-States
Middle-aged
150,600,000
<=50K
49
Private
50,748
Bachelors
13
Widowed
Prof-specialty
Unmarried
White
Female
1,506
0
35
United-States
Middle-aged
150,600,000
<=50K
42
Private
384,508
11th
7
Divorced
Sales
Unmarried
White
Male
1,506
0
50
Mexico
Middle-aged
150,600,000
<=50K
41
Federal-gov
160,467
Masters
14
Divorced
Prof-specialty
Unmarried
White
Female
1,506
0
40
United-States
Middle-aged
150,600,000
<=50K
61
Local-gov
101,265
HS-grad
9
Widowed
Adm-clerical
Unmarried
White
Female
1,471
0
35
United-States
Senior
147,100,000
<=50K
34
Federal-gov
67,083
Bachelors
13
Never-married
Exec-managerial
Unmarried
Asian-Pac-Islander
Male
1,471
0
40
Cambodia
Middle-aged
147,100,000
<=50K
32
Private
197,457
HS-grad
9
Divorced
Tech-support
Unmarried
White
Female
1,471
0
38
United-States
Middle-aged
147,100,000
<=50K
33
Private
288,273
12th
8
Separated
Adm-clerical
Unmarried
White
Female
1,471
0
40
United-States
Middle-aged
147,100,000
<=50K
48
Federal-gov
497,486
HS-grad
9
Married-spouse-absent
Adm-clerical
Unmarried
White
Female
1,471
0
40
United-States
Middle-aged
147,100,000
<=50K
53
Private
95,540
Some-college
10
Divorced
Adm-clerical
Unmarried
White
Female
1,471
0
40
United-States
Middle-aged
147,100,000
<=50K
40
Private
260,425
Assoc-acdm
12
Separated
Tech-support
Unmarried
White
Female
1,471
0
32
United-States
Middle-aged
147,100,000
<=50K
72
Private
157,593
Bachelors
13
Married-civ-spouse
Sales
Husband
White
Male
1,455
0
6
United-States
Senior
145,500,000
<=50K
69
Private
88,566
9th
5
Married-civ-spouse
Other-service
Husband
White
Male
1,424
0
35
United-States
Senior
142,400,000
<=50K
76
Private
93,125
HS-grad
9
Married-civ-spouse
Sales
Husband
White
Male
1,424
0
24
United-States
Senior
142,400,000
<=50K
69
Local-gov
61,958
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
1,424
0
6
United-States
Senior
142,400,000
<=50K
66
Self-emp-not-inc
167,687
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
1,409
0
50
United-States
Senior
140,900,000
<=50K
66
Self-emp-inc
150,726
9th
5
Married-civ-spouse
Exec-managerial
Husband
White
Male
1,409
0
1
?
Senior
140,900,000
<=50K
66
Self-emp-not-inc
293,114
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
1,409
0
40
United-States
Senior
140,900,000
<=50K
75
?
164,849
9th
5
Married-civ-spouse
?
Husband
Black
Male
1,409
0
5
United-States
Senior
140,900,000
<=50K
68
?
117,542
HS-grad
9
Married-civ-spouse
?
Husband
White
Male
1,409
0
15
United-States
Senior
140,900,000
<=50K
79
?
142,171
7th-8th
4
Married-civ-spouse
?
Husband
White
Male
1,409
0
35
United-States
Senior
140,900,000
<=50K
80
Self-emp-not-inc
225,892
HS-grad
9
Married-civ-spouse
Other-service
Husband
White
Male
1,409
0
40
United-States
Senior
140,900,000
<=50K
76
?
79,445
10th
6
Married-civ-spouse
?
Husband
White
Male
1,173
0
40
United-States
Senior
117,300,000
<=50K
73
Private
105,886
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
1,173
0
75
United-States
Senior
117,300,000
<=50K
57
?
202,903
7th-8th
4
Married-civ-spouse
?
Wife
White
Female
1,173
0
45
Puerto-Rico
Middle-aged
117,300,000
<=50K
42
Self-emp-inc
184,018
HS-grad
9
Divorced
Sales
Unmarried
White
Male
1,151
0
50
United-States
Middle-aged
115,100,000
<=50K
35
Private
342,824
HS-grad
9
Never-married
Tech-support
Not-in-family
White
Female
1,151
0
40
United-States
Middle-aged
115,100,000
<=50K
38
Private
275,338
Bachelors
13
Divorced
Sales
Unmarried
White
Female
1,151
0
40
United-States
Middle-aged
115,100,000
<=50K
37
Local-gov
80,680
Bachelors
13
Divorced
Prof-specialty
Unmarried
White
Female
1,151
0
35
United-States
Middle-aged
115,100,000
<=50K
30
Private
149,368
HS-grad
9
Divorced
Sales
Unmarried
White
Male
1,151
0
30
United-States
Middle-aged
115,100,000
<=50K
24
Local-gov
187,397
Some-college
10
Never-married
Protective-serv
Unmarried
Other
Male
1,151
0
40
United-States
Young
115,100,000
<=50K
44
Private
155,472
Assoc-acdm
12
Never-married
Prof-specialty
Unmarried
Black
Female
1,151
0
50
United-States
Middle-aged
115,100,000
<=50K
34
Private
130,369
HS-grad
9
Divorced
Transport-moving
Unmarried
White
Female
1,151
0
48
Germany
Middle-aged
115,100,000
<=50K
70
?
167,358
9th
5
Widowed
?
Unmarried
White
Female
1,111
0
15
United-States
Senior
111,100,000
<=50K
66
?
160,995
10th
6
Divorced
?
Not-in-family
White
Female
1,086
0
20
United-States
Senior
108,600,000
<=50K
78
?
135,839
HS-grad
9
Widowed
?
Not-in-family
White
Female
1,086
0
20
United-States
Senior
108,600,000
<=50K
67
?
102,693
HS-grad
9
Widowed
?
Not-in-family
White
Male
1,086
0
35
United-States
Senior
108,600,000
<=50K
65
Self-emp-not-inc
99,359
Prof-school
15
Never-married
Prof-specialty
Not-in-family
White
Male
1,086
0
60
United-States
Senior
108,600,000
<=50K
17
Private
191,260
9th
5
Never-married
Other-service
Own-child
White
Male
1,055
0
24
United-States
Young
105,500,000
<=50K
26
Local-gov
208,122
Bachelors
13
Never-married
Prof-specialty
Own-child
White
Male
1,055
0
40
United-States
Young
105,500,000
<=50K
21
?
149,704
HS-grad
9
Never-married
?
Not-in-family
White
Female
1,055
0
40
United-States
Young
105,500,000
<=50K
17
?
333,100
10th
6
Never-married
?
Own-child
White
Male
1,055
0
30
United-States
Young
105,500,000
<=50K
20
?
206,671
Some-college
10
Never-married
?
Own-child
White
Male
1,055
0
50
United-States
Young
105,500,000
<=50K
17
Private
103,851
11th
7
Never-married
Adm-clerical
Own-child
White
Female
1,055
0
20
United-States
Young
105,500,000
<=50K
64
Self-emp-not-inc
177,825
HS-grad
9
Never-married
Other-service
Not-in-family
White
Male
1,055
0
40
United-States
Senior
105,500,000
<=50K
19
?
37,332
HS-grad
9
Never-married
?
Own-child
White
Female
1,055
0
12
United-States
Young
105,500,000
<=50K
17
Private
130,125
10th
6
Never-married
Other-service
Own-child
Amer-Indian-Eskimo
Female
1,055
0
20
United-States
Young
105,500,000
<=50K
33
Private
170,651
HS-grad
9
Never-married
Other-service
Own-child
White
Female
1,055
0
40
United-States
Middle-aged
105,500,000
<=50K
33
Local-gov
161,942
Bachelors
13
Never-married
Adm-clerical
Not-in-family
White
Female
1,055
0
40
United-States
Middle-aged
105,500,000
<=50K
18
Private
125,441
11th
7
Never-married
Other-service
Own-child
White
Male
1,055
0
20
United-States
Young
105,500,000
<=50K
19
Private
123,416
12th
8
Separated
Prof-specialty
Own-child
White
Female
1,055
0
40
United-States
Young
105,500,000
<=50K
18
Private
186,909
HS-grad
9
Never-married
Sales
Other-relative
White
Female
1,055
0
30
United-States
Young
105,500,000
<=50K
21
Private
223,352
HS-grad
9
Never-married
Other-service
Not-in-family
White
Female
1,055
0
30
United-States
Young
105,500,000
<=50K
26
Private
183,171
11th
7
Never-married
Other-service
Own-child
Black
Male
1,055
0
32
United-States
Young
105,500,000
<=50K
43
Private
88,913
Some-college
10
Never-married
Handlers-cleaners
Own-child
Asian-Pac-Islander
Female
1,055
0
40
United-States
Middle-aged
105,500,000
<=50K
18
Private
173,255
HS-grad
9
Never-married
Transport-moving
Own-child
White
Male
1,055
0
25
United-States
Young
105,500,000
<=50K
21
Private
253,612
Some-college
10
Never-married
Prof-specialty
Own-child
White
Female
1,055
0
32
United-States
Young
105,500,000
<=50K
62
Private
147,627
9th
5
Never-married
Priv-house-serv
Not-in-family
Black
Female
1,055
0
22
United-States
Senior
105,500,000
<=50K
19
Private
243,373
12th
8
Never-married
Sales
Other-relative
White
Male
1,055
0
40
United-States
Young
105,500,000
<=50K
20
Private
148,409
Some-college
10
Never-married
Sales
Other-relative
White
Male
1,055
0
20
United-States
Young
105,500,000
<=50K
17
Private
56,536
11th
7
Never-married
Sales
Own-child
White
Female
1,055
0
18
India
Young
105,500,000
<=50K
22
Private
205,940
Bachelors
13
Never-married
Adm-clerical
Own-child
White
Female
1,055
0
30
United-States
Young
105,500,000
<=50K
23
Private
142,766
Some-college
10
Never-married
Adm-clerical
Own-child
White
Male
1,055
0
20
United-States
Young
105,500,000
<=50K
90
?
256,514
Bachelors
13
Widowed
?
Other-relative
White
Female
991
0
10
United-States
Senior
99,100,000
<=50K
72
?
289,930
Bachelors
13
Separated
?
Not-in-family
White
Female
991
0
7
United-States
Senior
99,100,000
<=50K
67
Private
335,979
HS-grad
9
Widowed
Sales
Not-in-family
White
Female
991
0
18
United-States
Senior
99,100,000
<=50K
69
Private
203,313
HS-grad
9
Widowed
Other-service
Not-in-family
White
Female
991
0
18
United-States
Senior
99,100,000
<=50K
65
Private
180,807
HS-grad
9
Separated
Protective-serv
Not-in-family
White
Male
991
0
20
United-States
Senior
99,100,000
<=50K
54
Private
175,912
HS-grad
9
Widowed
Machine-op-inspct
Unmarried
White
Male
914
0
40
United-States
Middle-aged
91,400,000
<=50K
33
Private
131,776
Bachelors
13
Divorced
Prof-specialty
Unmarried
White
Female
914
0
40
Germany
Middle-aged
91,400,000
<=50K
55
Local-gov
177,163
Masters
14
Widowed
Prof-specialty
Unmarried
White
Female
914
0
50
United-States
Middle-aged
91,400,000
<=50K
41
Private
116,103
HS-grad
9
Widowed
Exec-managerial
Other-relative
White
Male
914
0
40
United-States
Middle-aged
91,400,000
<=50K
25
Private
114,345
9th
5
Never-married
Craft-repair
Unmarried
White
Male
914
0
40
United-States
Young
91,400,000
<=50K
48
Private
210,424
HS-grad
9
Separated
Adm-clerical
Unmarried
White
Female
914
0
40
United-States
Middle-aged
91,400,000
<=50K
40
Private
88,368
Some-college
10
Divorced
Adm-clerical
Unmarried
White
Female
914
0
40
United-States
Middle-aged
91,400,000
<=50K
43
Local-gov
188,280
Masters
14
Divorced
Prof-specialty
Unmarried
White
Female
914
0
40
United-States
Middle-aged
91,400,000
<=50K
34
Local-gov
284,843
HS-grad
9
Never-married
Farming-fishing
Not-in-family
Black
Male
594
0
60
United-States
Middle-aged
59,400,000
<=50K
52
?
271,749
12th
8
Never-married
?
Other-relative
Black
Male
594
0
40
United-States
Middle-aged
59,400,000
<=50K
56
Private
156,052
HS-grad
9
Widowed
Other-service
Unmarried
Black
Female
594
0
20
United-States
Middle-aged
59,400,000
<=50K
18
?
169,882
Some-college
10
Never-married
?
Own-child
White
Female
594
0
15
United-States
Young
59,400,000
<=50K
18
Private
675,421
9th
5
Never-married
Handlers-cleaners
Own-child
White
Male
594
0
40
United-States
Young
59,400,000
<=50K
57
Private
296,152
Some-college
10
Divorced
Exec-managerial
Other-relative
White
Female
594
0
10
United-States
Middle-aged
59,400,000
<=50K
20
Private
196,745
Some-college
10
Never-married
Other-service
Own-child
White
Female
594
0
16
United-States
Young
59,400,000
<=50K
21
Private
321,666
HS-grad
9
Never-married
Craft-repair
Own-child
White
Male
594
0
40
United-States
Young
59,400,000
<=50K
18
Private
32,244
11th
7
Never-married
Handlers-cleaners
Own-child
White
Male
594
0
30
United-States
Young
59,400,000
<=50K
17
Private
191,260
11th
7
Never-married
Other-service
Own-child
White
Male
594
0
10
United-States
Young
59,400,000
<=50K
19
?
217,769
Some-college
10
Never-married
?
Own-child
White
Female
594
0
10
United-States
Young
59,400,000
<=50K