US Census Adult Income Dataset (1994)

age workclass fnlwgt education education-num marital-status occupation relationship race sex capital-gain capital-loss hours-per-week country salary
1 39 State-gov 77516 Bachelors 13 Never-married Adm-clerical Not-in-family White Male 2174 0 40 United-States <=50K
2 50 Self-emp-not-inc 83311 Bachelors 13 Married-civ-spouse Exec-managerial Husband White Male 0 0 13 United-States <=50K
3 38 Private 215646 HS-grad 9 Divorced Handlers-cleaners Not-in-family White Male 0 0 40 United-States <=50K
4 53 Private 234721 11th 7 Married-civ-spouse Handlers-cleaners Husband Black Male 0 0 40 United-States <=50K
5 28 Private 338409 Bachelors 13 Married-civ-spouse Prof-specialty Wife Black Female 0 0 40 Cuba <=50K
6 37 Private 284582 Masters 14 Married-civ-spouse Exec-managerial Wife White Female 0 0 40 United-States <=50K
7 49 Private 160187 9th 5 Married-spouse-absent Other-service Not-in-family Black Female 0 0 16 Jamaica <=50K
8 52 Self-emp-not-inc 209642 HS-grad 9 Married-civ-spouse Exec-managerial Husband White Male 0 0 45 United-States >50K
9 31 Private 45781 Masters 14 Never-married Prof-specialty Not-in-family White Female 14084 0 50 United-States >50K
10 42 Private 159449 Bachelors 13 Married-civ-spouse Exec-managerial Husband White Male 5178 0 40 United-States >50K
11 37 Private 280464 Some-college 10 Married-civ-spouse Exec-managerial Husband Black Male 0 0 80 United-States >50K
12 30 State-gov 141297 Bachelors 13 Married-civ-spouse Prof-specialty Husband Asian-Pac-Islander Male 0 0 40 India >50K
13 23 Private 122272 Bachelors 13 Never-married Adm-clerical Own-child White Female 0 0 30 United-States <=50K
14 32 Private 205019 Assoc-acdm 12 Never-married Sales Not-in-family Black Male 0 0 50 United-States <=50K
15 40 Private 121772 Assoc-voc 11 Married-civ-spouse Craft-repair Husband Asian-Pac-Islander Male 0 0 40 ? >50K
16 34 Private 245487 7th-8th 4 Married-civ-spouse Transport-moving Husband Amer-Indian-Eskimo Male 0 0 45 Mexico <=50K
17 25 Self-emp-not-inc 176756 HS-grad 9 Never-married Farming-fishing Own-child White Male 0 0 35 United-States <=50K
18 32 Private 186824 HS-grad 9 Never-married Machine-op-inspct Unmarried White Male 0 0 40 United-States <=50K
19 38 Private 28887 11th 7 Married-civ-spouse Sales Husband White Male 0 0 50 United-States <=50K
20 43 Self-emp-not-inc 292175 Masters 14 Divorced Exec-managerial Unmarried White Female 0 0 45 United-States >50K
21 40 Private 193524 Doctorate 16 Married-civ-spouse Prof-specialty Husband White Male 0 0 60 United-States >50K
22 54 Private 302146 HS-grad 9 Separated Other-service Unmarried Black Female 0 0 20 United-States <=50K
23 35 Federal-gov 76845 9th 5 Married-civ-spouse Farming-fishing Husband Black Male 0 0 40 United-States <=50K
24 43 Private 117037 11th 7 Married-civ-spouse Transport-moving Husband White Male 0 2042 40 United-States <=50K
25 59 Private 109015 HS-grad 9 Divorced Tech-support Unmarried White Female 0 0 40 United-States <=50K
26 56 Local-gov 216851 Bachelors 13 Married-civ-spouse Tech-support Husband White Male 0 0 40 United-States >50K
27 19 Private 168294 HS-grad 9 Never-married Craft-repair Own-child White Male 0 0 40 United-States <=50K
28 54 ? 180211 Some-college 10 Married-civ-spouse ? Husband Asian-Pac-Islander Male 0 0 60 South >50K
29 39 Private 367260 HS-grad 9 Divorced Exec-managerial Not-in-family White Male 0 0 80 United-States <=50K
30 49 Private 193366 HS-grad 9 Married-civ-spouse Craft-repair Husband White Male 0 0 40 United-States <=50K
31 23 Local-gov 190709 Assoc-acdm 12 Never-married Protective-serv Not-in-family White Male 0 0 52 United-States <=50K
32 20 Private 266015 Some-college 10 Never-married Sales Own-child Black Male 0 0 44 United-States <=50K
33 45 Private 386940 Bachelors 13 Divorced Exec-managerial Own-child White Male 0 1408 40 United-States <=50K
34 30 Federal-gov 59951 Some-college 10 Married-civ-spouse Adm-clerical Own-child White Male 0 0 40 United-States <=50K
35 22 State-gov 311512 Some-college 10 Married-civ-spouse Other-service Husband Black Male 0 0 15 United-States <=50K
36 48 Private 242406 11th 7 Never-married Machine-op-inspct Unmarried White Male 0 0 40 Puerto-Rico <=50K
37 21 Private 197200 Some-college 10 Never-married Machine-op-inspct Own-child White Male 0 0 40 United-States <=50K
38 19 Private 544091 HS-grad 9 Married-AF-spouse Adm-clerical Wife White Female 0 0 25 United-States <=50K
39 31 Private 84154 Some-college 10 Married-civ-spouse Sales Husband White Male 0 0 38 ? >50K
40 48 Self-emp-not-inc 265477 Assoc-acdm 12 Married-civ-spouse Prof-specialty Husband White Male 0 0 40 United-States <=50K
41 31 Private 507875 9th 5 Married-civ-spouse Machine-op-inspct Husband White Male 0 0 43 United-States <=50K
42 53 Self-emp-not-inc 88506 Bachelors 13 Married-civ-spouse Prof-specialty Husband White Male 0 0 40 United-States <=50K
43 24 Private 172987 Bachelors 13 Married-civ-spouse Tech-support Husband White Male 0 0 50 United-States <=50K
44 49 Private 94638 HS-grad 9 Separated Adm-clerical Unmarried White Female 0 0 40 United-States <=50K
45 25 Private 289980 HS-grad 9 Never-married Handlers-cleaners Not-in-family White Male 0 0 35 United-States <=50K
46 57 Federal-gov 337895 Bachelors 13 Married-civ-spouse Prof-specialty Husband Black Male 0 0 40 United-States >50K
47 53 Private 144361 HS-grad 9 Married-civ-spouse Machine-op-inspct Husband White Male 0 0 38 United-States <=50K
48 44 Private 128354 Masters 14 Divorced Exec-managerial Unmarried White Female 0 0 40 United-States <=50K
49 41 State-gov 101603 Assoc-voc 11 Married-civ-spouse Craft-repair Husband White Male 0 0 40 United-States <=50K
50 29 Private 271466 Assoc-voc 11 Never-married Prof-specialty Not-in-family White Male 0 0 43 United-States <=50K
51 25 Private 32275 Some-college 10 Married-civ-spouse Exec-managerial Wife Other Female 0 0 40 United-States <=50K
52 18 Private 226956 HS-grad 9 Never-married Other-service Own-child White Female 0 0 30 ? <=50K
53 47 Private 51835 Prof-school 15 Married-civ-spouse Prof-specialty Wife White Female 0 1902 60 Honduras >50K
54 50 Federal-gov 251585 Bachelors 13 Divorced Exec-managerial Not-in-family White Male 0 0 55 United-States >50K
55 47 Self-emp-inc 109832 HS-grad 9 Divorced Exec-managerial Not-in-family White Male 0 0 60 United-States <=50K
56 43 Private 237993 Some-college 10 Married-civ-spouse Tech-support Husband White Male 0 0 40 United-States >50K
57 46 Private 216666 5th-6th 3 Married-civ-spouse Machine-op-inspct Husband White Male 0 0 40 Mexico <=50K
58 35 Private 56352 Assoc-voc 11 Married-civ-spouse Other-service Husband White Male 0 0 40 Puerto-Rico <=50K
59 41 Private 147372 HS-grad 9 Married-civ-spouse Adm-clerical Husband White Male 0 0 48 United-States <=50K
60 30 Private 188146 HS-grad 9 Married-civ-spouse Machine-op-inspct Husband White Male 5013 0 40 United-States <=50K
61 30 Private 59496 Bachelors 13 Married-civ-spouse Sales Husband White Male 2407 0 40 United-States <=50K
62 32 ? 293936 7th-8th 4 Married-spouse-absent ? Not-in-family White Male 0 0 40 ? <=50K
63 48 Private 149640 HS-grad 9 Married-civ-spouse Transport-moving Husband White Male 0 0 40 United-States <=50K
64 42 Private 116632 Doctorate 16 Married-civ-spouse Prof-specialty Husband White Male 0 0 45 United-States >50K
65 29 Private 105598 Some-college 10 Divorced Tech-support Not-in-family White Male 0 0 58 United-States <=50K
66 36 Private 155537 HS-grad 9 Married-civ-spouse Craft-repair Husband White Male 0 0 40 United-States <=50K
67 28 Private 183175 Some-college 10 Divorced Adm-clerical Not-in-family White Female 0 0 40 United-States <=50K
68 53 Private 169846 HS-grad 9 Married-civ-spouse Adm-clerical Wife White Female 0 0 40 United-States >50K
69 49 Self-emp-inc 191681 Some-college 10 Married-civ-spouse Exec-managerial Husband White Male 0 0 50 United-States >50K
70 25 ? 200681 Some-college 10 Never-married ? Own-child White Male 0 0 40 United-States <=50K
71 19 Private 101509 Some-college 10 Never-married Prof-specialty Own-child White Male 0 0 32 United-States <=50K
72 31 Private 309974 Bachelors 13 Separated Sales Own-child Black Female 0 0 40 United-States <=50K
73 29 Self-emp-not-inc 162298 Bachelors 13 Married-civ-spouse Sales Husband White Male 0 0 70 United-States >50K
74 23 Private 211678 Some-college 10 Never-married Machine-op-inspct Not-in-family White Male 0 0 40 United-States <=50K
75 79 Private 124744 Some-college 10 Married-civ-spouse Prof-specialty Other-relative White Male 0 0 20 United-States <=50K
76 27 Private 213921 HS-grad 9 Never-married Other-service Own-child White Male 0 0 40 Mexico <=50K
77 40 Private 32214 Assoc-acdm 12 Married-civ-spouse Adm-clerical Husband White Male 0 0 40 United-States <=50K
78 67 ? 212759 10th 6 Married-civ-spouse ? Husband White Male 0 0 2 United-States <=50K
79 18 Private 309634 11th 7 Never-married Other-service Own-child White Female 0 0 22 United-States <=50K
80 31 Local-gov 125927 7th-8th 4 Married-civ-spouse Farming-fishing Husband White Male 0 0 40 United-States <=50K
81 18 Private 446839 HS-grad 9 Never-married Sales Not-in-family White Male 0 0 30 United-States <=50K
82 52 Private 276515 Bachelors 13 Married-civ-spouse Other-service Husband White Male 0 0 40 Cuba <=50K
83 46 Private 51618 HS-grad 9 Married-civ-spouse Other-service Wife White Female 0 0 40 United-States <=50K
84 59 Private 159937 HS-grad 9 Married-civ-spouse Sales Husband White Male 0 0 48 United-States <=50K
85 44 Private 343591 HS-grad 9 Divorced Craft-repair Not-in-family White Female 14344 0 40 United-States >50K
86 53 Private 346253 HS-grad 9 Divorced Sales Own-child White Female 0 0 35 United-States <=50K
87 49 Local-gov 268234 HS-grad 9 Married-civ-spouse Protective-serv Husband White Male 0 0 40 United-States >50K
88 33 Private 202051 Masters 14 Married-civ-spouse Prof-specialty Husband White Male 0 0 50 United-States <=50K
89 30 Private 54334 9th 5 Never-married Sales Not-in-family White Male 0 0 40 United-States <=50K
90 43 Federal-gov 410867 Doctorate 16 Never-married Prof-specialty Not-in-family White Female 0 0 50 United-States >50K
91 57 Private 249977 Assoc-voc 11 Married-civ-spouse Prof-specialty Husband White Male 0 0 40 United-States <=50K
92 37 Private 286730 Some-college 10 Divorced Craft-repair Unmarried White Female 0 0 40 United-States <=50K
93 28 Private 212563 Some-college 10 Divorced Machine-op-inspct Unmarried Black Female 0 0 25 United-States <=50K
94 30 Private 117747 HS-grad 9 Married-civ-spouse Sales Wife Asian-Pac-Islander Female 0 1573 35 ? <=50K
95 34 Local-gov 226296 Bachelors 13 Married-civ-spouse Protective-serv Husband White Male 0 0 40 United-States >50K
96 29 Local-gov 115585 Some-college 10 Never-married Handlers-cleaners Not-in-family White Male 0 0 50 United-States <=50K
97 48 Self-emp-not-inc 191277 Doctorate 16 Married-civ-spouse Prof-specialty Husband White Male 0 1902 60 United-States >50K
98 37 Private 202683 Some-college 10 Married-civ-spouse Sales Husband White Male 0 0 48 United-States >50K
99 48 Private 171095 Assoc-acdm 12 Divorced Exec-managerial Unmarried White Female 0 0 40 England <=50K
100 32 Federal-gov 249409 HS-grad 9 Never-married Other-service Own-child Black Male 0 0 40 United-States <=50K

Insights

17 found
Outliers 6 Values > 3σ from the mean
Distributions 5 One value dominates (>60%)
32,561 adults from the 1994 Census with demographics, education, occupation, and whether income exceeds $50K.

This dataset contains 32,561 records across 15 fields: age, workclass, fnlwgt, education, education-num, marital-status, and 9 more.