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
54,850
Bachelors
13
Never-married
Exec-managerial
Not-in-family
White
Male
0
1,590
50
United-States
Middle-aged
0
<=50K
45
Private
293,691
HS-grad
9
Divorced
Adm-clerical
Not-in-family
Asian-Pac-Islander
Female
0
1,590
40
Japan
Middle-aged
0
<=50K
47
Private
192,053
HS-grad
9
Divorced
Transport-moving
Not-in-family
White
Male
0
1,590
40
United-States
Middle-aged
0
<=50K
50
Private
188,186
Masters
14
Divorced
Sales
Not-in-family
White
Female
0
1,590
45
United-States
Middle-aged
0
<=50K
32
Private
317,219
Masters
14
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,590
40
United-States
Middle-aged
0
<=50K
46
Private
160,474
HS-grad
9
Divorced
Adm-clerical
Unmarried
White
Female
0
1,590
43
United-States
Middle-aged
0
<=50K
32
Private
165,949
Bachelors
13
Divorced
Machine-op-inspct
Not-in-family
White
Female
0
1,590
42
United-States
Middle-aged
0
<=50K
34
Private
211,948
HS-grad
9
Divorced
Sales
Not-in-family
White
Female
0
1,590
40
United-States
Middle-aged
0
<=50K
32
Self-emp-not-inc
188,246
HS-grad
9
Divorced
Sales
Own-child
White
Male
0
1,590
62
United-States
Middle-aged
0
<=50K
35
Private
140,915
Bachelors
13
Never-married
Sales
Own-child
Asian-Pac-Islander
Male
0
1,590
40
South
Middle-aged
0
<=50K
29
Local-gov
82,393
HS-grad
9
Never-married
Handlers-cleaners
Unmarried
Asian-Pac-Islander
Male
0
1,590
45
United-States
Young
0
<=50K
46
Private
254,367
HS-grad
9
Never-married
Transport-moving
Not-in-family
White
Male
0
1,590
48
United-States
Middle-aged
0
<=50K
30
Private
340,899
Prof-school
15
Never-married
Prof-specialty
Not-in-family
White
Male
0
1,590
80
United-States
Middle-aged
0
<=50K
34
Local-gov
62,463
Some-college
10
Married-civ-spouse
Transport-moving
Husband
White
Male
0
1,579
40
United-States
Middle-aged
0
<=50K
35
Private
111,387
Some-college
10
Married-civ-spouse
Handlers-cleaners
Husband
White
Male
0
1,579
40
United-States
Middle-aged
0
<=50K
31
Private
260,782
Some-college
10
Married-civ-spouse
Transport-moving
Husband
White
Male
0
1,579
45
El-Salvador
Middle-aged
0
<=50K
21
Private
146,499
Assoc-voc
11
Married-civ-spouse
Adm-clerical
Other-relative
White
Female
0
1,579
40
United-States
Young
0
<=50K
40
Federal-gov
177,595
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,579
40
United-States
Middle-aged
0
<=50K
48
Private
273,435
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,579
40
United-States
Middle-aged
0
<=50K
41
Private
289,886
5th-6th
3
Married-civ-spouse
Other-service
Husband
Other
Male
0
1,579
40
Nicaragua
Middle-aged
0
<=50K
33
Private
54,782
Bachelors
13
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
1,579
42
United-States
Middle-aged
0
<=50K
31
Private
164,243
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,579
40
United-States
Middle-aged
0
<=50K
54
Self-emp-not-inc
58,898
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,579
48
United-States
Middle-aged
0
<=50K
51
Self-emp-not-inc
136,322
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
1,579
40
United-States
Middle-aged
0
<=50K
25
Private
182,227
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,579
40
United-States
Young
0
<=50K
43
Local-gov
301,638
12th
8
Married-civ-spouse
Transport-moving
Husband
White
Male
0
1,579
40
United-States
Middle-aged
0
<=50K
26
Self-emp-not-inc
221,626
HS-grad
9
Married-civ-spouse
Other-service
Wife
White
Female
0
1,579
20
United-States
Young
0
<=50K
27
Private
87,006
Some-college
10
Married-civ-spouse
Adm-clerical
Wife
White
Female
0
1,579
40
United-States
Young
0
<=50K
24
Private
216,469
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
1,579
50
United-States
Young
0
<=50K
50
Private
95,435
7th-8th
4
Married-civ-spouse
Transport-moving
Husband
White
Male
0
1,579
65
Canada
Middle-aged
0
<=50K
55
Private
135,803
Bachelors
13
Married-civ-spouse
Exec-managerial
Husband
Other
Male
0
1,579
35
India
Middle-aged
0
<=50K
42
Private
119,679
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
1,579
42
United-States
Middle-aged
0
<=50K
59
Self-emp-not-inc
56,392
Some-college
10
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
1,579
60
United-States
Middle-aged
0
<=50K
30
Private
117,747
HS-grad
9
Married-civ-spouse
Sales
Wife
Asian-Pac-Islander
Female
0
1,573
35
?
Middle-aged
0
<=50K
20
Private
115,824
11th
7
Married-civ-spouse
Handlers-cleaners
Husband
White
Male
0
1,573
40
United-States
Young
0
<=50K
23
Private
278,107
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
1,573
30
United-States
Young
0
<=50K
34
Private
58,305
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,573
40
United-States
Middle-aged
0
<=50K
31
Private
202,450
HS-grad
9
Married-civ-spouse
Machine-op-inspct
Husband
White
Male
0
1,573
40
United-States
Middle-aged
0
<=50K
27
Self-emp-not-inc
151,402
HS-grad
9
Married-civ-spouse
Farming-fishing
Husband
White
Male
0
1,573
70
United-States
Young
0
<=50K
45
Private
196,584
Assoc-voc
11
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,564
40
United-States
Middle-aged
0
>50K
43
Private
174,575
Bachelors
13
Divorced
Exec-managerial
Not-in-family
White
Male
0
1,564
45
United-States
Middle-aged
0
>50K
40
Self-emp-not-inc
266,324
Some-college
10
Divorced
Exec-managerial
Other-relative
White
Male
0
1,564
70
Iran
Middle-aged
0
>50K
53
Private
156,843
Masters
14
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,564
54
United-States
Middle-aged
0
>50K
51
Federal-gov
282,680
Doctorate
16
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,564
70
United-States
Middle-aged
0
>50K
40
Private
179,717
Bachelors
13
Divorced
Sales
Not-in-family
White
Male
0
1,564
60
United-States
Middle-aged
0
>50K
46
Federal-gov
43,206
Doctorate
16
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,564
50
United-States
Middle-aged
0
>50K
51
Private
216,475
Bachelors
13
Never-married
Sales
Not-in-family
White
Female
0
1,564
43
United-States
Middle-aged
0
>50K
42
Private
143,046
Bachelors
13
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,564
38
United-States
Middle-aged
0
>50K
46
State-gov
119,904
Prof-school
15
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,564
55
United-States
Middle-aged
0
>50K
28
Private
181,291
Bachelors
13
Never-married
Exec-managerial
Not-in-family
White
Female
0
1,564
50
United-States
Young
0
>50K
34
Private
98,283
Prof-school
15
Never-married
Tech-support
Not-in-family
Asian-Pac-Islander
Male
0
1,564
40
India
Middle-aged
0
>50K
39
Self-emp-not-inc
230,329
Some-college
10
Never-married
Prof-specialty
Not-in-family
White
Male
0
1,564
12
United-States
Middle-aged
0
>50K
30
Private
327,112
Bachelors
13
Divorced
Sales
Not-in-family
White
Male
0
1,564
40
United-States
Middle-aged
0
>50K
33
Local-gov
281,784
Bachelors
13
Never-married
Tech-support
Not-in-family
Black
Male
0
1,564
52
United-States
Middle-aged
0
>50K
28
Private
190,067
Bachelors
13
Never-married
Prof-specialty
Own-child
White
Female
0
1,564
40
United-States
Young
0
>50K
44
Private
207,685
HS-grad
9
Never-married
Exec-managerial
Not-in-family
White
Male
0
1,564
55
England
Middle-aged
0
>50K
34
Private
34,862
Bachelors
13
Divorced
Sales
Not-in-family
Amer-Indian-Eskimo
Male
0
1,564
60
United-States
Middle-aged
0
>50K
29
Self-emp-not-inc
341,672
HS-grad
9
Married-spouse-absent
Transport-moving
Other-relative
Asian-Pac-Islander
Male
0
1,564
50
India
Young
0
>50K
47
Private
150,768
Bachelors
13
Divorced
Handlers-cleaners
Not-in-family
White
Male
0
1,564
51
United-States
Middle-aged
0
>50K
39
Private
165,106
Bachelors
13
Married-spouse-absent
Craft-repair
Not-in-family
White
Male
0
1,564
50
?
Middle-aged
0
>50K
29
Local-gov
302,422
Assoc-voc
11
Never-married
Protective-serv
Not-in-family
White
Male
0
1,564
56
United-States
Young
0
>50K
31
Private
240,441
Masters
14
Never-married
Exec-managerial
Not-in-family
White
Male
0
1,564
40
United-States
Middle-aged
0
>50K
31
Private
44,464
Bachelors
13
Never-married
Exec-managerial
Not-in-family
White
Female
0
1,564
60
United-States
Middle-aged
0
>50K
39
Private
284,166
HS-grad
9
Never-married
Craft-repair
Not-in-family
White
Male
0
1,564
50
United-States
Middle-aged
0
>50K
67
Private
397,831
Some-college
10
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
1,539
40
United-States
Senior
0
<=50K
46
Private
187,370
Bachelors
13
Never-married
Sales
Not-in-family
White
Male
0
1,504
40
United-States
Middle-aged
0
<=50K
44
Private
111,483
HS-grad
9
Never-married
Adm-clerical
Own-child
White
Male
0
1,504
50
United-States
Middle-aged
0
<=50K
21
?
161,930
HS-grad
9
Never-married
?
Own-child
Black
Female
0
1,504
30
United-States
Young
0
<=50K
25
Private
178,505
Some-college
10
Never-married
Exec-managerial
Other-relative
White
Female
0
1,504
45
United-States
Young
0
<=50K
59
Local-gov
114,401
HS-grad
9
Widowed
Other-service
Not-in-family
White
Female
0
1,504
19
United-States
Middle-aged
0
<=50K
47
Private
223,342
HS-grad
9
Divorced
Adm-clerical
Unmarried
White
Female
0
1,504
35
United-States
Middle-aged
0
<=50K
21
Private
118,712
Assoc-voc
11
Never-married
Craft-repair
Own-child
White
Male
0
1,504
40
United-States
Young
0
<=50K
44
Private
222,978
HS-grad
9
Divorced
Sales
Not-in-family
White
Female
0
1,504
40
United-States
Middle-aged
0
<=50K
31
Private
187,901
Some-college
10
Never-married
Sales
Not-in-family
White
Female
0
1,504
40
United-States
Middle-aged
0
<=50K
37
Private
245,053
Some-college
10
Divorced
Handlers-cleaners
Own-child
White
Male
0
1,504
40
United-States
Middle-aged
0
<=50K
44
Private
262,684
HS-grad
9
Divorced
Adm-clerical
Not-in-family
White
Female
0
1,504
45
United-States
Middle-aged
0
<=50K
25
Private
177,017
HS-grad
9
Never-married
Sales
Not-in-family
White
Male
0
1,504
37
United-States
Young
0
<=50K
21
Private
52,753
HS-grad
9
Never-married
Craft-repair
Not-in-family
White
Male
0
1,504
40
United-States
Young
0
<=50K
27
Private
189,462
Masters
14
Never-married
Prof-specialty
Not-in-family
White
Female
0
1,504
45
United-States
Young
0
<=50K
27
Private
38,606
Bachelors
13
Never-married
Sales
Not-in-family
White
Male
0
1,504
45
United-States
Young
0
<=50K
53
?
150,393
HS-grad
9
Never-married
?
Not-in-family
White
Male
0
1,504
35
United-States
Middle-aged
0
<=50K
34
Self-emp-not-inc
156,809
Some-college
10
Never-married
Craft-repair
Not-in-family
White
Male
0
1,504
60
United-States
Middle-aged
0
<=50K
30
Private
89,735
HS-grad
9
Never-married
Craft-repair
Own-child
White
Male
0
1,504
40
United-States
Middle-aged
0
<=50K
43
Private
50,356
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,485
50
United-States
Middle-aged
0
<=50K
32
Private
211,699
Assoc-acdm
12
Married-civ-spouse
Exec-managerial
Wife
White
Female
0
1,485
40
United-States
Middle-aged
0
>50K
49
Private
168,211
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
>50K
41
Local-gov
344,624
Some-college
10
Married-civ-spouse
Other-service
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
>50K
32
Private
130,304
HS-grad
9
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
1,485
48
United-States
Middle-aged
0
<=50K
48
Private
202,467
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
>50K
46
Private
175,109
HS-grad
9
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
>50K
59
Private
107,833
10th
6
Married-civ-spouse
Transport-moving
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
>50K
36
Private
398,931
Bachelors
13
Married-civ-spouse
Prof-specialty
Husband
White
Male
0
1,485
50
United-States
Middle-aged
0
>50K
53
Private
238,481
Assoc-voc
11
Married-civ-spouse
Exec-managerial
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
<=50K
37
Private
176,756
Some-college
10
Married-civ-spouse
Adm-clerical
Husband
Black
Male
0
1,485
70
United-States
Middle-aged
0
>50K
58
Federal-gov
81,973
Some-college
10
Married-civ-spouse
Tech-support
Husband
Asian-Pac-Islander
Male
0
1,485
40
United-States
Middle-aged
0
>50K
47
Private
189,123
11th
7
Married-civ-spouse
Adm-clerical
Husband
White
Male
0
1,485
58
United-States
Middle-aged
0
<=50K
40
Private
316,820
Some-college
10
Married-civ-spouse
Other-service
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
<=50K
45
Self-emp-not-inc
192,203
Some-college
10
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,485
40
United-States
Middle-aged
0
>50K
30
Private
97,933
Assoc-acdm
12
Married-civ-spouse
Transport-moving
Wife
White
Female
0
1,485
37
United-States
Middle-aged
0
>50K
60
Self-emp-not-inc
148,492
HS-grad
9
Married-civ-spouse
Craft-repair
Husband
White
Male
0
1,485
50
United-States
Senior
0
>50K