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Other Experiments
Options: -S
J48 pruned tree
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capital-gain <= 6849
| marital-status = Married-civ-spouse
| | capital-loss <= 1762
| | | education-num <= 12
| | | | education-num <= 8
| | | | | capital-gain <= 3942: <=50K (1606.0/149.0)
| | | | | capital-gain > 3942
| | | | | | capital-gain <= 5060: <=50K (15.0/3.0)
| | | | | | capital-gain > 5060: >50K (11.0)
| | | | education-num > 8
| | | | | capital-gain <= 5060
| | | | | | hours-per-week <= 34: <=50K (777.0/111.0)
| | | | | | hours-per-week > 34
| | | | | | | age <= 35: <=50K (2505.0/532.0)
| | | | | | | age > 35
| | | | | | | | native-country = United-States
| | | | | | | | | capital-loss <= 1504
| | | | | | | | | | occupation = Tech-support: >50K (145.5/54.97)
| | | | | | | | | | occupation = Craft-repair
| | | | | | | | | | | race = White
| | | | | | | | | | | | relationship = Wife: >50K (6.44/1.97)
| | | | | | | | | | | | relationship = Own-child: <=50K (1.0)
| | | | | | | | | | | | relationship = Husband
| | | | | | | | | | | | | workclass = Private
| | | | | | | | | | | | | | education-num <= 9
| | | | | | | | | | | | | | | age <= 40: <=50K (126.94/33.19)
| | | | | | | | | | | | | | | age > 40
| | | | | | | | | | | | | | | | hours-per-week <= 41: <=50K (249.58/90.12)
| | | | | | | | | | | | | | | | hours-per-week > 41: >50K (98.56/46.06)
| | | | | | | | | | | | | | education-num > 9
| | | | | | | | | | | | | | | age <= 48
| | | | | | | | | | | | | | | | hours-per-week <= 47
| | | | | | | | | | | | | | | | | capital-gain <= 1506: <=50K (139.52/45.44)
| | | | | | | | | | | | | | | | | capital-gain > 1506
| | | | | | | | | | | | | | | | | | age <= 42: >50K (4.0)
| | | | | | | | | | | | | | | | | | age > 42
| | | | | | | | | | | | | | | | | | | capital-gain <= 4101: <=50K (2.0)
| | | | | | | | | | | | | | | | | | | capital-gain > 4101: >50K (3.0/1.0)
| | | | | | | | | | | | | | | | hours-per-week > 47
| | | | | | | | | | | | | | | | | fnlwgt <= 191858: <=50K (33.19/16.0)
| | | | | | | | | | | | | | | | | fnlwgt > 191858: >50K (18.13/1.0)
| | | | | | | | | | | | | | | age > 48
| | | | | | | | | | | | | | | | age <= 59
| | | | | | | | | | | | | | | | | capital-gain <= 3942
| | | | | | | | | | | | | | | | | | hours-per-week <= 52: >50K (69.01/18.12)
| | | | | | | | | | | | | | | | | | hours-per-week > 52: <=50K (4.0/1.0)
| | | | | | | | | | | | | | | | | capital-gain > 3942: <=50K (4.0)
| | | | | | | | | | | | | | | | age > 59: <=50K (12.06/1.75)
| | | | | | | | | | | | | workclass = Self-emp-not-inc
| | | | | | | | | | | | | | capital-gain <= 1173
| | | | | | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | | | | | education = Some-college
| | | | | | | | | | | | | | | | age <= 36: >50K (2.0)
| | | | | | | | | | | | | | | | age > 36: <=50K (29.49/4.18)
| | | | | | | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | | | | | age <= 56: <=50K (47.86/10.21)
| | | | | | | | | | | | | | | | age > 56
| | | | | | | | | | | | | | | | | age <= 61: >50K (9.36/2.23)
| | | | | | | | | | | | | | | | | age > 61: <=50K (2.93/0.31)
| | | | | | | | | | | | | | | education = Prof-school: <=50K (0.0)
| | | | | | | | | | | | | | | education = Assoc-acdm: >50K (0.03)
| | | | | | | | | | | | | | | education = Assoc-voc
| | | | | | | | | | | | | | | | fnlwgt <= 72143: >50K (2.03)
| | | | | | | | | | | | | | | | fnlwgt > 72143: <=50K (4.1/0.1)
| | | | | | | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | | | | | | education = Masters: <=50K (0.0)
| | | | | | | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | | | | | | education = Doctorate: <=50K (0.0)
| | | | | | | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | | | | | | capital-gain > 1173: <=50K (8.13/0.03)
| | | | | | | | | | | | | workclass = Self-emp-inc
| | | | | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | | | | education = Some-college
| | | | | | | | | | | | | | | hours-per-week <= 42: <=50K (4.12/0.04)
| | | | | | | | | | | | | | | hours-per-week > 42: >50K (6.06/1.04)
| | | | | | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | | | | fnlwgt <= 119033: <=50K (7.17/0.08)
| | | | | | | | | | | | | | | fnlwgt > 119033: >50K (12.56/4.42)
| | | | | | | | | | | | | | education = Prof-school: <=50K (0.0)
| | | | | | | | | | | | | | education = Assoc-acdm: >50K (2.01/1.0)
| | | | | | | | | | | | | | education = Assoc-voc: >50K (2.05/1.01)
| | | | | | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | | | | | education = Masters: <=50K (0.0)
| | | | | | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | | | | | education = Doctorate: <=50K (0.0)
| | | | | | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | | | | | workclass = Federal-gov
| | | | | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | | | | education = Some-college: <=50K (11.09/2.05)
| | | | | | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | | | | | education = HS-grad: >50K (11.59/3.41)
| | | | | | | | | | | | | | education = Prof-school: <=50K (0.0)
| | | | | | | | | | | | | | education = Assoc-acdm: >50K (2.01)
| | | | | | | | | | | | | | education = Assoc-voc: <=50K (3.04/1.03)
| | | | | | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | | | | | education = Masters: <=50K (0.0)
| | | | | | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | | | | | education = Doctorate: <=50K (0.0)
| | | | | | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | | | | | workclass = Local-gov: <=50K (42.13/14.4)
| | | | | | | | | | | | | workclass = State-gov: <=50K (18.47/4.18)
| | | | | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | | | | relationship = Not-in-family: <=50K (0.24)
| | | | | | | | | | | | relationship = Other-relative: <=50K (0.0)
| | | | | | | | | | | | relationship = Unmarried: <=50K (0.0)
| | | | | | | | | | | race = Asian-Pac-Islander
| | | | | | | | | | | | education-num <= 9: <=50K (3.24)
| | | | | | | | | | | | education-num > 9
| | | | | | | | | | | | | age <= 45
| | | | | | | | | | | | | | fnlwgt <= 111700: <=50K (2.0)
| | | | | | | | | | | | | | fnlwgt > 111700: >50K (2.89/0.95)
| | | | | | | | | | | | | age > 45: >50K (5.19)
| | | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (5.49)
| | | | | | | | | | | race = Other: <=50K (1.0)
| | | | | | | | | | | race = Black
| | | | | | | | | | | | education-num <= 9: <=50K (32.16/8.0)
| | | | | | | | | | | | education-num > 9
| | | | | | | | | | | | | age <= 45: <=50K (12.24/5.0)
| | | | | | | | | | | | | age > 45: >50K (7.49)
| | | | | | | | | | occupation = Other-service: <=50K (183.59/33.0)
| | | | | | | | | | occupation = Sales
| | | | | | | | | | | workclass = Private
| | | | | | | | | | | | race = White
| | | | | | | | | | | | | relationship = Wife
| | | | | | | | | | | | | | hours-per-week <= 39: <=50K (7.25/0.08)
| | | | | | | | | | | | | | hours-per-week > 39
| | | | | | | | | | | | | | | education = Bachelors: >50K (0.0)
| | | | | | | | | | | | | | | education = Some-college: >50K (7.17/1.0)
| | | | | | | | | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | | | | | hours-per-week <= 45: >50K (7.25/3.08)
| | | | | | | | | | | | | | | | hours-per-week > 45: <=50K (2.08)
| | | | | | | | | | | | | | | education = Prof-school: >50K (0.0)
| | | | | | | | | | | | | | | education = Assoc-acdm: <=50K (2.0)
| | | | | | | | | | | | | | | education = Assoc-voc: >50K (0.08)
| | | | | | | | | | | | | | | education = 9th: >50K (0.0)
| | | | | | | | | | | | | | | education = 7th-8th: >50K (0.0)
| | | | | | | | | | | | | | | education = 12th: >50K (0.0)
| | | | | | | | | | | | | | | education = Masters: >50K (0.0)
| | | | | | | | | | | | | | | education = 1st-4th: >50K (0.0)
| | | | | | | | | | | | | | | education = 10th: >50K (0.0)
| | | | | | | | | | | | | | | education = Doctorate: >50K (0.0)
| | | | | | | | | | | | | | | education = 5th-6th: >50K (0.0)
| | | | | | | | | | | | | | | education = Preschool: >50K (0.0)
| | | | | | | | | | | | | relationship = Own-child: >50K (1.0)
| | | | | | | | | | | | | relationship = Husband
| | | | | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | | | | education = Some-college
| | | | | | | | | | | | | | | capital-gain <= 1409: >50K (122.68/54.16)
| | | | | | | | | | | | | | | capital-gain > 1409
| | | | | | | | | | | | | | | | capital-gain <= 3103: >50K (4.0/1.0)
| | | | | | | | | | | | | | | | capital-gain > 3103: <=50K (5.0)
| | | | | | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | | | | | education = HS-grad: <=50K (154.1/60.15)
| | | | | | | | | | | | | | education = Prof-school: <=50K (0.0)
| | | | | | | | | | | | | | education = Assoc-acdm
| | | | | | | | | | | | | | | hours-per-week <= 53
| | | | | | | | | | | | | | | | capital-gain <= 1506: <=50K (10.08/2.08)
| | | | | | | | | | | | | | | | capital-gain > 1506: >50K (2.0)
| | | | | | | | | | | | | | | hours-per-week > 53: >50K (4.0)
| | | | | | | | | | | | | | education = Assoc-voc: <=50K (19.5/9.42)
| | | | | | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | | | | | education = Masters: <=50K (0.0)
| | | | | | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | | | | | education = Doctorate: <=50K (0.0)
| | | | | | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | | | | | relationship = Not-in-family: <=50K (0.08)
| | | | | | | | | | | | | relationship = Other-relative: <=50K (1.0)
| | | | | | | | | | | | | relationship = Unmarried: <=50K (0.0)
| | | | | | | | | | | | race = Asian-Pac-Islander: >50K (2.17/0.08)
| | | | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (2.17)
| | | | | | | | | | | | race = Other: <=50K (0.0)
| | | | | | | | | | | | race = Black
| | | | | | | | | | | | | education = Bachelors: >50K (0.0)
| | | | | | | | | | | | | education = Some-college: >50K (4.17/1.08)
| | | | | | | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | | | age <= 48: >50K (4.25/1.25)
| | | | | | | | | | | | | | age > 48: <=50K (2.17)
| | | | | | | | | | | | | education = Prof-school: >50K (0.0)
| | | | | | | | | | | | | education = Assoc-acdm: <=50K (1.0)
| | | | | | | | | | | | | education = Assoc-voc: >50K (0.08)
| | | | | | | | | | | | | education = 9th: >50K (0.0)
| | | | | | | | | | | | | education = 7th-8th: >50K (0.0)
| | | | | | | | | | | | | education = 12th: >50K (0.0)
| | | | | | | | | | | | | education = Masters: >50K (0.0)
| | | | | | | | | | | | | education = 1st-4th: >50K (0.0)
| | | | | | | | | | | | | education = 10th: >50K (0.0)
| | | | | | | | | | | | | education = Doctorate: >50K (0.0)
| | | | | | | | | | | | | education = 5th-6th: >50K (0.0)
| | | | | | | | | | | | | education = Preschool: >50K (0.0)
| | | | | | | | | | | workclass = Self-emp-not-inc
| | | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | | education = Some-college
| | | | | | | | | | | | | hours-per-week <= 52: <=50K (20.52/1.21)
| | | | | | | | | | | | | hours-per-week > 52
| | | | | | | | | | | | | | age <= 56
| | | | | | | | | | | | | | | age <= 53: >50K (5.02/2.02)
| | | | | | | | | | | | | | | age > 53: <=50K (2.0)
| | | | | | | | | | | | | | age > 56: >50K (3.02)
| | | | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | | hours-per-week <= 70: <=50K (51.11/10.6)
| | | | | | | | | | | | | hours-per-week > 70: >50K (3.0)
| | | | | | | | | | | | education = Prof-school: <=50K (0.0)
| | | | | | | | | | | | education = Assoc-acdm
| | | | | | | | | | | | | hours-per-week <= 55: >50K (2.97/0.95)
| | | | | | | | | | | | | hours-per-week > 55: <=50K (2.0)
| | | | | | | | | | | | education = Assoc-voc: >50K (2.19/0.04)
| | | | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | | | education = Masters: <=50K (0.0)
| | | | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | | | education = Doctorate: <=50K (0.0)
| | | | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | | | workclass = Self-emp-inc
| | | | | | | | | | | | sex = Female: <=50K (2.24/0.11)
| | | | | | | | | | | | sex = Male: >50K (67.96/26.31)
| | | | | | | | | | | workclass = Federal-gov: >50K (1.03/0.02)
| | | | | | | | | | | workclass = Local-gov: <=50K (1.03/0.01)
| | | | | | | | | | | workclass = State-gov: <=50K (2.06/1.02)
| | | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | | occupation = Exec-managerial
| | | | | | | | | | | race = White
| | | | | | | | | | | | workclass = Private: >50K (333.14/127.52)
| | | | | | | | | | | | workclass = Self-emp-not-inc: <=50K (88.7/29.96)
| | | | | | | | | | | | workclass = Self-emp-inc: >50K (96.84/35.84)
| | | | | | | | | | | | workclass = Federal-gov: >50K (16.5/3.32)
| | | | | | | | | | | | workclass = Local-gov
| | | | | | | | | | | | | relationship = Wife: >50K (2.1/0.04)
| | | | | | | | | | | | | relationship = Own-child: >50K (0.0)
| | | | | | | | | | | | | relationship = Husband: <=50K (40.12/19.4)
| | | | | | | | | | | | | relationship = Not-in-family: <=50K (0.01)
| | | | | | | | | | | | | relationship = Other-relative: >50K (0.0)
| | | | | | | | | | | | | relationship = Unmarried: >50K (0.0)
| | | | | | | | | | | | workclass = State-gov: <=50K (17.53/6.19)
| | | | | | | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | | | | | | race = Asian-Pac-Islander
| | | | | | | | | | | | hours-per-week <= 45: >50K (5.09/1.14)
| | | | | | | | | | | | hours-per-week > 45: <=50K (5.98/0.14)
| | | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (6.29)
| | | | | | | | | | | race = Other: >50K (0.0)
| | | | | | | | | | | race = Black
| | | | | | | | | | | | fnlwgt <= 209867: >50K (9.38/0.14)
| | | | | | | | | | | | fnlwgt > 209867: <=50K (11.72/4.0)
| | | | | | | | | | occupation = Prof-specialty
| | | | | | | | | | | race = White
| | | | | | | | | | | | workclass = Private
| | | | | | | | | | | | | education = Bachelors: >50K (0.0)
| | | | | | | | | | | | | education = Some-college
| | | | | | | | | | | | | | fnlwgt <= 110954: <=50K (6.1)
| | | | | | | | | | | | | | fnlwgt > 110954: >50K (54.47/23.25)
| | | | | | | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | | | | | | education = HS-grad: <=50K (30.8/12.83)
| | | | | | | | | | | | | education = Prof-school: >50K (0.0)
| | | | | | | | | | | | | education = Assoc-acdm: >50K (14.03/5.0)
| | | | | | | | | | | | | education = Assoc-voc: >50K (19.21/7.03)
| | | | | | | | | | | | | education = 9th: >50K (0.0)
| | | | | | | | | | | | | education = 7th-8th: >50K (0.0)
| | | | | | | | | | | | | education = 12th: >50K (0.0)
| | | | | | | | | | | | | education = Masters: >50K (0.0)
| | | | | | | | | | | | | education = 1st-4th: >50K (0.0)
| | | | | | | | | | | | | education = 10th: >50K (0.0)
| | | | | | | | | | | | | education = Doctorate: >50K (0.0)
| | | | | | | | | | | | | education = 5th-6th: >50K (0.0)
| | | | | | | | | | | | | education = Preschool: >50K (0.0)
| | | | | | | | | | | | workclass = Self-emp-not-inc
| | | | | | | | | | | | | sex = Female: >50K (4.04/1.02)
| | | | | | | | | | | | | sex = Male: <=50K (11.43/2.15)
| | | | | | | | | | | | workclass = Self-emp-inc: <=50K (6.13/3.01)
| | | | | | | | | | | | workclass = Federal-gov: >50K (14.44/2.29)
| | | | | | | | | | | | workclass = Local-gov: <=50K (4.13/1.05)
| | | | | | | | | | | | workclass = State-gov: >50K (15.48/6.31)
| | | | | | | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | | | | | | race = Asian-Pac-Islander: >50K (1.09/0.04)
| | | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (4.09/1.0)
| | | | | | | | | | | race = Other: >50K (1.0)
| | | | | | | | | | | race = Black
| | | | | | | | | | | | relationship = Wife: <=50K (3.09/0.04)
| | | | | | | | | | | | relationship = Own-child: <=50K (0.0)
| | | | | | | | | | | | relationship = Husband: >50K (4.26/1.22)
| | | | | | | | | | | | relationship = Not-in-family: <=50K (0.0)
| | | | | | | | | | | | relationship = Other-relative: <=50K (0.0)
| | | | | | | | | | | | relationship = Unmarried: <=50K (0.0)
| | | | | | | | | | occupation = Handlers-cleaners: <=50K (125.67/29.37)
| | | | | | | | | | occupation = Machine-op-inspct
| | | | | | | | | | | workclass = Private
| | | | | | | | | | | | race = White: <=50K (310.8/96.54)
| | | | | | | | | | | | race = Asian-Pac-Islander: >50K (3.1/0.08)
| | | | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (1.16)
| | | | | | | | | | | | race = Other: >50K (1.0)
| | | | | | | | | | | | race = Black
| | | | | | | | | | | | | capital-gain <= 3674: <=50K (28.58/7.16)
| | | | | | | | | | | | | capital-gain > 3674: >50K (2.0)
| | | | | | | | | | | workclass = Self-emp-not-inc
| | | | | | | | | | | | education-num <= 9: <=50K (3.11/0.05)
| | | | | | | | | | | | education-num > 9: >50K (4.06/0.03)
| | | | | | | | | | | workclass = Self-emp-inc: <=50K (2.06/0.02)
| | | | | | | | | | | workclass = Federal-gov: <=50K (4.13/1.04)
| | | | | | | | | | | workclass = Local-gov: <=50K (6.19/2.07)
| | | | | | | | | | | workclass = State-gov: >50K (4.13/0.08)
| | | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | | occupation = Adm-clerical
| | | | | | | | | | | workclass = Private
| | | | | | | | | | | | sex = Female
| | | | | | | | | | | | | education = Bachelors: >50K (0.0)
| | | | | | | | | | | | | education = Some-college
| | | | | | | | | | | | | | fnlwgt <= 156526: <=50K (13.1/4.0)
| | | | | | | | | | | | | | fnlwgt > 156526: >50K (20.1/3.0)
| | | | | | | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | | | race = White
| | | | | | | | | | | | | | | hours-per-week <= 52
| | | | | | | | | | | | | | | | age <= 50: >50K (33.21/10.1)
| | | | | | | | | | | | | | | | age > 50: <=50K (12.1/2.05)
| | | | | | | | | | | | | | | hours-per-week > 52: <=50K (4.05)
| | | | | | | | | | | | | | race = Asian-Pac-Islander: <=50K (0.05)
| | | | | | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (0.0)
| | | | | | | | | | | | | | race = Other: <=50K (0.0)
| | | | | | | | | | | | | | race = Black: <=50K (4.0)
| | | | | | | | | | | | | education = Prof-school: >50K (0.0)
| | | | | | | | | | | | | education = Assoc-acdm: >50K (1.0)
| | | | | | | | | | | | | education = Assoc-voc: >50K (3.15/1.05)
| | | | | | | | | | | | | education = 9th: >50K (0.0)
| | | | | | | | | | | | | education = 7th-8th: >50K (0.0)
| | | | | | | | | | | | | education = 12th: >50K (0.0)
| | | | | | | | | | | | | education = Masters: >50K (0.0)
| | | | | | | | | | | | | education = 1st-4th: >50K (0.0)
| | | | | | | | | | | | | education = 10th: >50K (0.0)
| | | | | | | | | | | | | education = Doctorate: >50K (0.0)
| | | | | | | | | | | | | education = 5th-6th: >50K (0.0)
| | | | | | | | | | | | | education = Preschool: >50K (0.0)
| | | | | | | | | | | | sex = Male
| | | | | | | | | | | | | hours-per-week <= 43: <=50K (102.63/30.34)
| | | | | | | | | | | | | hours-per-week > 43
| | | | | | | | | | | | | | education-num <= 9
| | | | | | | | | | | | | | | hours-per-week <= 52
| | | | | | | | | | | | | | | | fnlwgt <= 163847: <=50K (9.21/1.05)
| | | | | | | | | | | | | | | | fnlwgt > 163847: >50K (7.21/1.05)
| | | | | | | | | | | | | | | hours-per-week > 52: >50K (4.57/0.36)
| | | | | | | | | | | | | | education-num > 9
| | | | | | | | | | | | | | | age <= 38: <=50K (3.05/1.05)
| | | | | | | | | | | | | | | age > 38: >50K (9.57/0.26)
| | | | | | | | | | | workclass = Self-emp-not-inc: >50K (3.1/0.06)
| | | | | | | | | | | workclass = Self-emp-inc: >50K (4.13/1.08)
| | | | | | | | | | | workclass = Federal-gov
| | | | | | | | | | | | hours-per-week <= 39: <=50K (4.24/0.11)
| | | | | | | | | | | | hours-per-week > 39: >50K (78.34/28.56)
| | | | | | | | | | | workclass = Local-gov: <=50K (25.81/9.28)
| | | | | | | | | | | workclass = State-gov: <=50K (20.59/7.22)
| | | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | | occupation = Farming-fishing: <=50K (224.02/40.44)
| | | | | | | | | | occupation = Transport-moving: <=50K (402.33/133.38)
| | | | | | | | | | occupation = Priv-house-serv: <=50K (3.1/0.03)
| | | | | | | | | | occupation = Protective-serv
| | | | | | | | | | | workclass = Private
| | | | | | | | | | | | race = White: <=50K (24.94/7.34)
| | | | | | | | | | | | race = Asian-Pac-Islander: >50K (0.01/0.01)
| | | | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (0.01)
| | | | | | | | | | | | race = Other: <=50K (0.0)
| | | | | | | | | | | | race = Black: >50K (8.01/3.04)
| | | | | | | | | | | workclass = Self-emp-not-inc: >50K (0.0)
| | | | | | | | | | | workclass = Self-emp-inc: <=50K (2.06/1.02)
| | | | | | | | | | | workclass = Federal-gov: >50K (4.07/2.03)
| | | | | | | | | | | workclass = Local-gov: >50K (80.52/27.65)
| | | | | | | | | | | workclass = State-gov
| | | | | | | | | | | | race = White: <=50K (28.94/7.34)
| | | | | | | | | | | | race = Asian-Pac-Islander: >50K (0.02/0.01)
| | | | | | | | | | | | race = Amer-Indian-Eskimo: >50K (1.02/0.02)
| | | | | | | | | | | | race = Other: <=50K (0.0)
| | | | | | | | | | | | race = Black: >50K (3.06/1.05)
| | | | | | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | | | | | occupation = Armed-Forces: <=50K (0.0)
| | | | | | | | | capital-loss > 1504: <=50K (51.0)
| | | | | | | | native-country = Cambodia: >50K (5.07/2.05)
| | | | | | | | native-country = England: <=50K (9.12/4.04)
| | | | | | | | native-country = Puerto-Rico: <=50K (9.12/2.04)
| | | | | | | | native-country = Canada: >50K (16.21/5.15)
| | | | | | | | native-country = Germany: >50K (17.23/5.16)
| | | | | | | | native-country = Outlying-US(Guam-USVI-etc): <=50K (0.0)
| | | | | | | | native-country = India: <=50K (5.07/1.02)
| | | | | | | | native-country = Japan: <=50K (6.08/1.02)
| | | | | | | | native-country = Greece: <=50K (10.13/1.04)
| | | | | | | | native-country = South: <=50K (8.11/4.03)
| | | | | | | | native-country = China: <=50K (9.12/1.04)
| | | | | | | | native-country = Cuba: <=50K (11.15/4.05)
| | | | | | | | native-country = Iran: <=50K (3.04/1.01)
| | | | | | | | native-country = Honduras: <=50K (0.0)
| | | | | | | | native-country = Philippines: <=50K (22.29/9.09)
| | | | | | | | native-country = Italy
| | | | | | | | | age <= 43: <=50K (5.08/0.03)
| | | | | | | | | age > 43: >50K (8.1/1.07)
| | | | | | | | native-country = Poland: <=50K (9.12/3.04)
| | | | | | | | native-country = Jamaica
| | | | | | | | | education-num <= 9: <=50K (5.06/1.01)
| | | | | | | | | education-num > 9: >50K (3.05/1.03)
| | | | | | | | native-country = Vietnam: <=50K (6.08/0.02)
| | | | | | | | native-country = Mexico: <=50K (27.36/3.11)
| | | | | | | | native-country = Portugal: <=50K (4.05/2.02)
| | | | | | | | native-country = Ireland: <=50K (0.0)
| | | | | | | | native-country = France: >50K (3.04/0.03)
| | | | | | | | native-country = Dominican-Republic: <=50K (3.04/1.01)
| | | | | | | | native-country = Laos: <=50K (2.03/0.01)
| | | | | | | | native-country = Ecuador: <=50K (2.03/1.01)
| | | | | | | | native-country = Taiwan: <=50K (2.03/0.01)
| | | | | | | | native-country = Haiti: <=50K (4.05/1.02)
| | | | | | | | native-country = Columbia: <=50K (5.07/0.02)
| | | | | | | | native-country = Hungary: <=50K (2.03/1.01)
| | | | | | | | native-country = Guatemala: <=50K (3.04/0.01)
| | | | | | | | native-country = Nicaragua: <=50K (4.05/0.02)
| | | | | | | | native-country = Scotland: <=50K (3.04/1.01)
| | | | | | | | native-country = Thailand: <=50K (2.03/1.01)
| | | | | | | | native-country = Yugoslavia: <=50K (4.05/1.02)
| | | | | | | | native-country = El-Salvador: <=50K (8.11/2.03)
| | | | | | | | native-country = Trinadad&Tobago: <=50K (3.04/0.01)
| | | | | | | | native-country = Peru: <=50K (2.03/0.01)
| | | | | | | | native-country = Hong: <=50K (2.03/0.01)
| | | | | | | | native-country = Holand-Netherlands: <=50K (0.0)
| | | | | capital-gain > 5060
| | | | | | capital-gain <= 6514: >50K (66.0)
| | | | | | capital-gain > 6514: <=50K (4.0)
| | | education-num > 12
| | | | hours-per-week <= 31
| | | | | relationship = Wife: >50K (73.0/28.0)
| | | | | relationship = Own-child: <=50K (3.0/1.0)
| | | | | relationship = Husband: <=50K (232.0/70.0)
| | | | | relationship = Not-in-family: <=50K (1.0)
| | | | | relationship = Other-relative: <=50K (2.0)
| | | | | relationship = Unmarried: <=50K (0.0)
| | | | hours-per-week > 31
| | | | | age <= 28
| | | | | | native-country = United-States
| | | | | | | age <= 25: <=50K (64.87/16.0)
| | | | | | | age > 25
| | | | | | | | sex = Female: >50K (26.93/5.0)
| | | | | | | | sex = Male: <=50K (108.8/49.93)
| | | | | | native-country = Cambodia: <=50K (0.0)
| | | | | | native-country = England: >50K (1.03/0.02)
| | | | | | native-country = Puerto-Rico: <=50K (0.0)
| | | | | | native-country = Canada: <=50K (0.0)
| | | | | | native-country = Germany: <=50K (0.0)
| | | | | | native-country = Outlying-US(Guam-USVI-etc): <=50K (0.0)
| | | | | | native-country = India: >50K (1.03/0.02)
| | | | | | native-country = Japan: <=50K (0.0)
| | | | | | native-country = Greece: <=50K (0.0)
| | | | | | native-country = South: <=50K (1.03/0.01)
| | | | | | native-country = China: <=50K (0.0)
| | | | | | native-country = Cuba: <=50K (2.06/1.02)
| | | | | | native-country = Iran: <=50K (0.0)
| | | | | | native-country = Honduras: <=50K (0.0)
| | | | | | native-country = Philippines: <=50K (2.06/0.02)
| | | | | | native-country = Italy: <=50K (0.0)
| | | | | | native-country = Poland: <=50K (0.0)
| | | | | | native-country = Jamaica: <=50K (1.03/0.01)
| | | | | | native-country = Vietnam: <=50K (0.0)
| | | | | | native-country = Mexico: <=50K (1.03/0.01)
| | | | | | native-country = Portugal: <=50K (0.0)
| | | | | | native-country = Ireland: <=50K (0.0)
| | | | | | native-country = France: >50K (1.03/0.02)
| | | | | | native-country = Dominican-Republic: <=50K (1.03/0.01)
| | | | | | native-country = Laos: <=50K (0.0)
| | | | | | native-country = Ecuador: <=50K (0.0)
| | | | | | native-country = Taiwan: <=50K (1.03/0.01)
| | | | | | native-country = Haiti: <=50K (0.0)
| | | | | | native-country = Columbia: <=50K (1.03/0.01)
| | | | | | native-country = Hungary: <=50K (0.0)
| | | | | | native-country = Guatemala: <=50K (0.0)
| | | | | | native-country = Nicaragua: <=50K (0.0)
| | | | | | native-country = Scotland: <=50K (0.0)
| | | | | | native-country = Thailand: <=50K (0.0)
| | | | | | native-country = Yugoslavia: <=50K (0.0)
| | | | | | native-country = El-Salvador: <=50K (0.0)
| | | | | | native-country = Trinadad&Tobago: <=50K (0.0)
| | | | | | native-country = Peru: <=50K (0.0)
| | | | | | native-country = Hong: >50K (1.03/0.02)
| | | | | | native-country = Holand-Netherlands: <=50K (0.0)
| | | | | age > 28
| | | | | | occupation = Tech-support: >50K (73.29/22.68)
| | | | | | occupation = Craft-repair
| | | | | | | native-country = United-States
| | | | | | | | relationship = Wife: <=50K (2.18/1.05)
| | | | | | | | relationship = Own-child: >50K (1.0)
| | | | | | | | relationship = Husband
| | | | | | | | | workclass = Private: >50K (66.81/27.36)
| | | | | | | | | workclass = Self-emp-not-inc
| | | | | | | | | | education = Bachelors
| | | | | | | | | | | hours-per-week <= 52: <=50K (16.17/4.06)
| | | | | | | | | | | hours-per-week > 52: >50K (2.05/0.02)
| | | | | | | | | | education = Some-college: <=50K (0.0)
| | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | education = HS-grad: <=50K (0.0)
| | | | | | | | | | education = Prof-school: <=50K (2.04/0.02)
| | | | | | | | | | education = Assoc-acdm: <=50K (0.0)
| | | | | | | | | | education = Assoc-voc: <=50K (0.0)
| | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | education = Masters: >50K (5.15/1.07)
| | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | education = Doctorate: <=50K (1.04/0.03)
| | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | workclass = Self-emp-inc
| | | | | | | | | | education = Bachelors
| | | | | | | | | | | hours-per-week <= 57: >50K (4.07/1.04)
| | | | | | | | | | | hours-per-week > 57: <=50K (3.01/0.01)
| | | | | | | | | | education = Some-college: <=50K (0.0)
| | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | education = HS-grad: <=50K (0.0)
| | | | | | | | | | education = Prof-school: >50K (0.01/0.01)
| | | | | | | | | | education = Assoc-acdm: <=50K (0.0)
| | | | | | | | | | education = Assoc-voc: <=50K (0.0)
| | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | education = Masters: <=50K (2.05/0.03)
| | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | education = Doctorate: >50K (0.01/0.0)
| | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | workclass = Federal-gov: <=50K (3.05/1.03)
| | | | | | | | | workclass = Local-gov
| | | | | | | | | | age <= 44: <=50K (5.02/0.01)
| | | | | | | | | | age > 44: >50K (2.11/0.05)
| | | | | | | | | workclass = State-gov: >50K (1.02/0.01)
| | | | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | | | relationship = Not-in-family: <=50K (0.0)
| | | | | | | | relationship = Other-relative: <=50K (1.0)
| | | | | | | | relationship = Unmarried: <=50K (0.0)
| | | | | | | native-country = Cambodia: >50K (1.02/0.02)
| | | | | | | native-country = England: >50K (1.02/0.02)
| | | | | | | native-country = Puerto-Rico: >50K (0.0)
| | | | | | | native-country = Canada: <=50K (2.05/0.02)
| | | | | | | native-country = Germany: >50K (1.02/0.02)
| | | | | | | native-country = Outlying-US(Guam-USVI-etc): >50K (0.0)
| | | | | | | native-country = India: >50K (0.0)
| | | | | | | native-country = Japan: >50K (1.02/0.02)
| | | | | | | native-country = Greece: >50K (0.0)
| | | | | | | native-country = South: <=50K (1.02/0.01)
| | | | | | | native-country = China: <=50K (0.09/0.0)
| | | | | | | native-country = Cuba: >50K (0.0)
| | | | | | | native-country = Iran: >50K (0.0)
| | | | | | | native-country = Honduras: >50K (0.0)
| | | | | | | native-country = Philippines
| | | | | | | | fnlwgt <= 211731: >50K (2.06/0.03)
| | | | | | | | fnlwgt > 211731: <=50K (2.03)
| | | | | | | native-country = Italy: >50K (0.05/0.0)
| | | | | | | native-country = Poland: >50K (0.0)
| | | | | | | native-country = Jamaica: >50K (0.0)
| | | | | | | native-country = Vietnam: >50K (1.02/0.02)
| | | | | | | native-country = Mexico: <=50K (3.07/1.02)
| | | | | | | native-country = Portugal: >50K (0.0)
| | | | | | | native-country = Ireland: >50K (0.0)
| | | | | | | native-country = France: >50K (0.0)
| | | | | | | native-country = Dominican-Republic: >50K (0.0)
| | | | | | | native-country = Laos: >50K (0.0)
| | | | | | | native-country = Ecuador: >50K (0.0)
| | | | | | | native-country = Taiwan: >50K (0.05/0.0)
| | | | | | | native-country = Haiti: >50K (0.0)
| | | | | | | native-country = Columbia: >50K (0.0)
| | | | | | | native-country = Hungary: >50K (0.0)
| | | | | | | native-country = Guatemala: >50K (0.0)
| | | | | | | native-country = Nicaragua: >50K (0.0)
| | | | | | | native-country = Scotland: >50K (0.0)
| | | | | | | native-country = Thailand: >50K (0.0)
| | | | | | | native-country = Yugoslavia: >50K (0.0)
| | | | | | | native-country = El-Salvador: >50K (0.0)
| | | | | | | native-country = Trinadad&Tobago: >50K (0.0)
| | | | | | | native-country = Peru: >50K (0.0)
| | | | | | | native-country = Hong: >50K (0.0)
| | | | | | | native-country = Holand-Netherlands: >50K (0.0)
| | | | | | occupation = Other-service: <=50K (36.64/8.3)
| | | | | | occupation = Sales
| | | | | | | native-country = United-States
| | | | | | | | capital-gain <= 1111: >50K (332.28/109.83)
| | | | | | | | capital-gain > 1111
| | | | | | | | | education = Bachelors
| | | | | | | | | | workclass = Private
| | | | | | | | | | | capital-gain <= 3273: >50K (5.0/1.0)
| | | | | | | | | | | capital-gain > 3273: <=50K (4.1/1.1)
| | | | | | | | | | workclass = Self-emp-not-inc: <=50K (1.01/0.01)
| | | | | | | | | | workclass = Self-emp-inc: >50K (2.02/1.0)
| | | | | | | | | | workclass = Federal-gov: >50K (0.0)
| | | | | | | | | | workclass = Local-gov: >50K (0.0)
| | | | | | | | | | workclass = State-gov: >50K (0.0)
| | | | | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | | | | education = Some-college: <=50K (0.0)
| | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | education = HS-grad: <=50K (0.0)
| | | | | | | | | education = Prof-school: <=50K (0.93)
| | | | | | | | | education = Assoc-acdm: <=50K (0.0)
| | | | | | | | | education = Assoc-voc: <=50K (0.0)
| | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | education = Masters
| | | | | | | | | | fnlwgt <= 204840: <=50K (3.12)
| | | | | | | | | | fnlwgt > 204840: >50K (2.0)
| | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | education = Doctorate: <=50K (0.0)
| | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | native-country = Cambodia: >50K (0.0)
| | | | | | | native-country = England: <=50K (1.02/0.01)
| | | | | | | native-country = Puerto-Rico: <=50K (2.05/0.02)
| | | | | | | native-country = Canada: >50K (2.05/0.03)
| | | | | | | native-country = Germany: >50K (1.02/0.01)
| | | | | | | native-country = Outlying-US(Guam-USVI-etc): >50K (0.0)
| | | | | | | native-country = India: <=50K (6.15/1.07)
| | | | | | | native-country = Japan: <=50K (1.02/0.01)
| | | | | | | native-country = Greece: >50K (0.0)
| | | | | | | native-country = South: <=50K (3.07/1.03)
| | | | | | | native-country = China: <=50K (1.29/0.01)
| | | | | | | native-country = Cuba: >50K (0.0)
| | | | | | | native-country = Iran: >50K (0.0)
| | | | | | | native-country = Honduras: >50K (0.0)
| | | | | | | native-country = Philippines: >50K (1.02/0.01)
| | | | | | | native-country = Italy: >50K (0.13/0.0)
| | | | | | | native-country = Poland: <=50K (1.02/0.01)
| | | | | | | native-country = Jamaica: <=50K (2.05/0.02)
| | | | | | | native-country = Vietnam: <=50K (1.02/0.01)
| | | | | | | native-country = Mexico: >50K (2.05/0.03)
| | | | | | | native-country = Portugal: >50K (0.0)
| | | | | | | native-country = Ireland: >50K (0.0)
| | | | | | | native-country = France: >50K (0.0)
| | | | | | | native-country = Dominican-Republic: >50K (0.0)
| | | | | | | native-country = Laos: >50K (0.0)
| | | | | | | native-country = Ecuador: <=50K (1.02/0.01)
| | | | | | | native-country = Taiwan: >50K (0.13/0.0)
| | | | | | | native-country = Haiti: >50K (0.0)
| | | | | | | native-country = Columbia: >50K (0.0)
| | | | | | | native-country = Hungary: >50K (0.0)
| | | | | | | native-country = Guatemala: >50K (0.0)
| | | | | | | native-country = Nicaragua: >50K (0.0)
| | | | | | | native-country = Scotland: >50K (0.0)
| | | | | | | native-country = Thailand: >50K (0.0)
| | | | | | | native-country = Yugoslavia: >50K (0.0)
| | | | | | | native-country = El-Salvador: >50K (0.0)
| | | | | | | native-country = Trinadad&Tobago: >50K (0.0)
| | | | | | | native-country = Peru: >50K (0.0)
| | | | | | | native-country = Hong: >50K (0.0)
| | | | | | | native-country = Holand-Netherlands: >50K (0.0)
| | | | | | occupation = Exec-managerial: >50K (841.78/195.83)
| | | | | | occupation = Prof-specialty
| | | | | | | relationship = Wife: >50K (123.29/30.53)
| | | | | | | relationship = Own-child: <=50K (2.0)
| | | | | | | relationship = Husband: >50K (979.21/270.8)
| | | | | | | relationship = Not-in-family: <=50K (2.0)
| | | | | | | relationship = Other-relative: <=50K (4.0)
| | | | | | | relationship = Unmarried: >50K (0.0)
| | | | | | occupation = Handlers-cleaners
| | | | | | | race = White: <=50K (17.3/6.15)
| | | | | | | race = Asian-Pac-Islander: <=50K (1.02)
| | | | | | | race = Amer-Indian-Eskimo: >50K (0.01)
| | | | | | | race = Other: >50K (0.01)
| | | | | | | race = Black: >50K (2.02/0.01)
| | | | | | occupation = Machine-op-inspct: <=50K (32.57/11.27)
| | | | | | occupation = Adm-clerical
| | | | | | | native-country = United-States
| | | | | | | | education = Bachelors
| | | | | | | | | age <= 61: >50K (85.88/32.14)
| | | | | | | | | age > 61: <=50K (5.41/0.1)
| | | | | | | | education = Some-college: >50K (0.0)
| | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | education = HS-grad: >50K (0.0)
| | | | | | | | education = Prof-school: >50K (1.98/0.1)
| | | | | | | | education = Assoc-acdm: >50K (0.0)
| | | | | | | | education = Assoc-voc: >50K (0.0)
| | | | | | | | education = 9th: >50K (0.0)
| | | | | | | | education = 7th-8th: >50K (0.0)
| | | | | | | | education = 12th: >50K (0.0)
| | | | | | | | education = Masters
| | | | | | | | | workclass = Private: <=50K (10.41/4.18)
| | | | | | | | | workclass = Self-emp-not-inc: <=50K (0.0)
| | | | | | | | | workclass = Self-emp-inc: <=50K (1.04/0.02)
| | | | | | | | | workclass = Federal-gov: >50K (3.12/0.07)
| | | | | | | | | workclass = Local-gov: <=50K (3.12/1.05)
| | | | | | | | | workclass = State-gov: >50K (3.12/1.07)
| | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | education = 1st-4th: >50K (0.0)
| | | | | | | | education = 10th: >50K (0.0)
| | | | | | | | education = Doctorate: >50K (2.21/0.05)
| | | | | | | | education = 5th-6th: >50K (0.0)
| | | | | | | | education = Preschool: >50K (0.0)
| | | | | | | native-country = Cambodia: >50K (0.0)
| | | | | | | native-country = England: <=50K (1.03/0.03)
| | | | | | | native-country = Puerto-Rico: >50K (0.0)
| | | | | | | native-country = Canada: >50K (0.0)
| | | | | | | native-country = Germany: >50K (2.07/0.01)
| | | | | | | native-country = Outlying-US(Guam-USVI-etc): >50K (0.0)
| | | | | | | native-country = India: <=50K (3.1/0.08)
| | | | | | | native-country = Japan: >50K (0.0)
| | | | | | | native-country = Greece: >50K (0.0)
| | | | | | | native-country = South: >50K (2.07/1.01)
| | | | | | | native-country = China: <=50K (1.14/0.03)
| | | | | | | native-country = Cuba: >50K (0.0)
| | | | | | | native-country = Iran: >50K (1.03/0.01)
| | | | | | | native-country = Honduras: >50K (0.0)
| | | | | | | native-country = Philippines
| | | | | | | | education = Bachelors
| | | | | | | | | age <= 44: >50K (9.21/1.1)
| | | | | | | | | age > 44: <=50K (3.21/0.21)
| | | | | | | | education = Some-college: >50K (0.0)
| | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | education = HS-grad: >50K (0.0)
| | | | | | | | education = Prof-school: <=50K (3.1/1.1)
| | | | | | | | education = Assoc-acdm: >50K (0.0)
| | | | | | | | education = Assoc-voc: >50K (0.0)
| | | | | | | | education = 9th: >50K (0.0)
| | | | | | | | education = 7th-8th: >50K (0.0)
| | | | | | | | education = 12th: >50K (0.0)
| | | | | | | | education = Masters: <=50K (0.01)
| | | | | | | | education = 1st-4th: >50K (0.0)
| | | | | | | | education = 10th: >50K (0.0)
| | | | | | | | education = Doctorate: >50K (0.0)
| | | | | | | | education = 5th-6th: >50K (0.0)
| | | | | | | | education = Preschool: >50K (0.0)
| | | | | | | native-country = Italy: >50K (2.12/0.01)
| | | | | | | native-country = Poland: >50K (0.0)
| | | | | | | native-country = Jamaica: >50K (0.0)
| | | | | | | native-country = Vietnam: <=50K (1.03/0.03)
| | | | | | | native-country = Mexico: <=50K (3.1/0.08)
| | | | | | | native-country = Portugal: >50K (0.0)
| | | | | | | native-country = Ireland: >50K (0.0)
| | | | | | | native-country = France: >50K (0.0)
| | | | | | | native-country = Dominican-Republic: >50K (0.0)
| | | | | | | native-country = Laos: >50K (1.03/0.01)
| | | | | | | native-country = Ecuador: >50K (0.0)
| | | | | | | native-country = Taiwan: >50K (0.05/0.0)
| | | | | | | native-country = Haiti: >50K (0.0)
| | | | | | | native-country = Columbia: >50K (0.0)
| | | | | | | native-country = Hungary: >50K (0.0)
| | | | | | | native-country = Guatemala: >50K (0.0)
| | | | | | | native-country = Nicaragua: >50K (0.0)
| | | | | | | native-country = Scotland: >50K (0.0)
| | | | | | | native-country = Thailand: >50K (0.0)
| | | | | | | native-country = Yugoslavia: >50K (0.0)
| | | | | | | native-country = El-Salvador: >50K (0.0)
| | | | | | | native-country = Trinadad&Tobago: >50K (0.0)
| | | | | | | native-country = Peru: >50K (0.0)
| | | | | | | native-country = Hong: >50K (0.0)
| | | | | | | native-country = Holand-Netherlands: >50K (0.0)
| | | | | | occupation = Farming-fishing
| | | | | | | workclass = Private: <=50K (14.25/4.12)
| | | | | | | workclass = Self-emp-not-inc
| | | | | | | | education = Bachelors
| | | | | | | | | fnlwgt <= 34574: >50K (4.01)
| | | | | | | | | fnlwgt > 34574: <=50K (18.26/1.11)
| | | | | | | | education = Some-college: <=50K (0.0)
| | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | education = HS-grad: <=50K (0.0)
| | | | | | | | education = Prof-school: >50K (1.04/0.02)
| | | | | | | | education = Assoc-acdm: <=50K (0.0)
| | | | | | | | education = Assoc-voc: <=50K (0.0)
| | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | education = Masters: <=50K (5.16/1.07)
| | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | education = Doctorate: >50K (0.04/0.01)
| | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | workclass = Self-emp-inc: >50K (4.07/0.04)
| | | | | | | workclass = Federal-gov: >50K (1.02/0.01)
| | | | | | | workclass = Local-gov: <=50K (0.0)
| | | | | | | workclass = State-gov: >50K (1.02/0.01)
| | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | occupation = Transport-moving: <=50K (31.55/11.26)
| | | | | | occupation = Priv-house-serv: <=50K (1.02/0.01)
| | | | | | occupation = Protective-serv: >50K (47.84/12.44)
| | | | | | occupation = Armed-Forces: >50K (0.0)
| | capital-loss > 1762
| | | capital-loss <= 1980: >50K (585.0/14.0)
| | | capital-loss > 1980
| | | | capital-loss <= 2163: <=50K (63.0)
| | | | capital-loss > 2163
| | | | | education-num <= 12
| | | | | | capital-loss <= 2174: >50K (5.0)
| | | | | | capital-loss > 2174
| | | | | | | capital-loss <= 2206: <=50K (14.0)
| | | | | | | capital-loss > 2206
| | | | | | | | capital-loss <= 2415
| | | | | | | | | capital-loss <= 2392
| | | | | | | | | | capital-loss <= 2246: >50K (2.0)
| | | | | | | | | | capital-loss > 2246
| | | | | | | | | | | age <= 67: <=50K (13.0/1.0)
| | | | | | | | | | | age > 67: >50K (4.0/1.0)
| | | | | | | | | capital-loss > 2392: >50K (10.0)
| | | | | | | | capital-loss > 2415: <=50K (10.0)
| | | | | education-num > 12: >50K (62.0/2.0)
| marital-status = Divorced: <=50K (4323.0/348.0)
| marital-status = Never-married
| | education-num <= 12
| | | capital-loss <= 2080: <=50K (8238.0/88.0)
| | | capital-loss > 2080
| | | | capital-loss <= 2377: <=50K (18.0/2.0)
| | | | capital-loss > 2377: >50K (9.0)
| | education-num > 12
| | | education-num <= 14: <=50K (2121.0/189.0)
| | | education-num > 14
| | | | age <= 32: <=50K (63.0/6.0)
| | | | age > 32
| | | | | capital-loss <= 653
| | | | | | native-country = United-States
| | | | | | | occupation = Tech-support: >50K (0.0)
| | | | | | | occupation = Craft-repair: >50K (1.02/0.02)
| | | | | | | occupation = Other-service: >50K (1.02/0.02)
| | | | | | | occupation = Sales: >50K (0.0)
| | | | | | | occupation = Exec-managerial: >50K (9.14/1.14)
| | | | | | | occupation = Prof-specialty
| | | | | | | | relationship = Wife: >50K (0.0)
| | | | | | | | relationship = Own-child: >50K (1.0)
| | | | | | | | relationship = Husband: >50K (0.0)
| | | | | | | | relationship = Not-in-family
| | | | | | | | | workclass = Private
| | | | | | | | | | hours-per-week <= 52
| | | | | | | | | | | age <= 52
| | | | | | | | | | | | hours-per-week <= 42: >50K (7.0/1.0)
| | | | | | | | | | | | hours-per-week > 42
| | | | | | | | | | | | | sex = Female: >50K (2.0)
| | | | | | | | | | | | | sex = Male: <=50K (5.0/1.0)
| | | | | | | | | | | age > 52: <=50K (6.39)
| | | | | | | | | | hours-per-week > 52: >50K (4.0)
| | | | | | | | | workclass = Self-emp-not-inc
| | | | | | | | | | age <= 40: >50K (5.88)
| | | | | | | | | | age > 40
| | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | education = Some-college: <=50K (0.0)
| | | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | | education = HS-grad: <=50K (0.0)
| | | | | | | | | | | education = Prof-school: >50K (3.0/1.0)
| | | | | | | | | | | education = Assoc-acdm: <=50K (0.0)
| | | | | | | | | | | education = Assoc-voc: <=50K (0.0)
| | | | | | | | | | | education = 9th: <=50K (0.0)
| | | | | | | | | | | education = 7th-8th: <=50K (0.0)
| | | | | | | | | | | education = 12th: <=50K (0.0)
| | | | | | | | | | | education = Masters: <=50K (0.0)
| | | | | | | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | | | | | | education = 10th: <=50K (0.0)
| | | | | | | | | | | education = Doctorate: <=50K (3.07)
| | | | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | | | workclass = Self-emp-inc: <=50K (0.89)
| | | | | | | | | workclass = Federal-gov: >50K (5.08/1.08)
| | | | | | | | | workclass = Local-gov: <=50K (3.05/1.0)
| | | | | | | | | workclass = State-gov: <=50K (6.1/1.0)
| | | | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | | | relationship = Other-relative: <=50K (1.0)
| | | | | | | | relationship = Unmarried: >50K (2.0/1.0)
| | | | | | | occupation = Handlers-cleaners: >50K (0.0)
| | | | | | | occupation = Machine-op-inspct: >50K (1.02/0.02)
| | | | | | | occupation = Adm-clerical: >50K (0.0)
| | | | | | | occupation = Farming-fishing: >50K (0.0)
| | | | | | | occupation = Transport-moving: >50K (0.0)
| | | | | | | occupation = Priv-house-serv: >50K (0.0)
| | | | | | | occupation = Protective-serv: >50K (0.0)
| | | | | | | occupation = Armed-Forces: >50K (0.0)
| | | | | | native-country = Cambodia: >50K (0.0)
| | | | | | native-country = England: <=50K (2.08/0.03)
| | | | | | native-country = Puerto-Rico: >50K (0.0)
| | | | | | native-country = Canada: >50K (0.0)
| | | | | | native-country = Germany: >50K (0.0)
| | | | | | native-country = Outlying-US(Guam-USVI-etc): >50K (0.0)
| | | | | | native-country = India: >50K (2.08/0.05)
| | | | | | native-country = Japan: >50K (1.04/0.03)
| | | | | | native-country = Greece: >50K (0.0)
| | | | | | native-country = South: >50K (0.0)
| | | | | | native-country = China: >50K (0.0)
| | | | | | native-country = Cuba: <=50K (1.04/0.01)
| | | | | | native-country = Iran: >50K (0.0)
| | | | | | native-country = Honduras: >50K (0.0)
| | | | | | native-country = Philippines: >50K (0.0)
| | | | | | native-country = Italy: >50K (1.04/0.03)
| | | | | | native-country = Poland: >50K (0.0)
| | | | | | native-country = Jamaica: >50K (0.0)
| | | | | | native-country = Vietnam: >50K (0.0)
| | | | | | native-country = Mexico: >50K (0.0)
| | | | | | native-country = Portugal: >50K (0.0)
| | | | | | native-country = Ireland: >50K (0.0)
| | | | | | native-country = France: <=50K (1.04/0.01)
| | | | | | native-country = Dominican-Republic: >50K (0.0)
| | | | | | native-country = Laos: >50K (0.0)
| | | | | | native-country = Ecuador: >50K (0.0)
| | | | | | native-country = Taiwan: >50K (1.04/0.03)
| | | | | | native-country = Haiti: >50K (0.0)
| | | | | | native-country = Columbia: >50K (0.0)
| | | | | | native-country = Hungary: >50K (0.0)
| | | | | | native-country = Guatemala: >50K (0.0)
| | | | | | native-country = Nicaragua: >50K (0.0)
| | | | | | native-country = Scotland: >50K (0.0)
| | | | | | native-country = Thailand: >50K (0.0)
| | | | | | native-country = Yugoslavia: >50K (0.0)
| | | | | | native-country = El-Salvador: >50K (0.0)
| | | | | | native-country = Trinadad&Tobago: >50K (0.0)
| | | | | | native-country = Peru: >50K (0.0)
| | | | | | native-country = Hong: >50K (0.0)
| | | | | | native-country = Holand-Netherlands: >50K (0.0)
| | | | | capital-loss > 653: >50K (11.0)
| marital-status = Separated
| | education-num <= 12: <=50K (885.0/22.0)
| | education-num > 12
| | | education = Bachelors: <=50K (88.0/12.0)
| | | education = Some-college: <=50K (0.0)
| | | education = 11th: <=50K (0.0)
| | | education = HS-grad: <=50K (0.0)
| | | education = Prof-school
| | | | fnlwgt <= 129246: <=50K (2.0)
| | | | fnlwgt > 129246: >50K (6.0)
| | | education = Assoc-acdm: <=50K (0.0)
| | | education = Assoc-voc: <=50K (0.0)
| | | education = 9th: <=50K (0.0)
| | | education = 7th-8th: <=50K (0.0)
| | | education = 12th: <=50K (0.0)
| | | education = Masters
| | | | sex = Female: <=50K (14.0/2.0)
| | | | sex = Male
| | | | | occupation = Tech-support: >50K (0.0)
| | | | | occupation = Craft-repair: >50K (0.0)
| | | | | occupation = Other-service: >50K (0.0)
| | | | | occupation = Sales: >50K (0.0)
| | | | | occupation = Exec-managerial: >50K (4.0)
| | | | | occupation = Prof-specialty: <=50K (3.0/1.0)
| | | | | occupation = Handlers-cleaners: >50K (0.0)
| | | | | occupation = Machine-op-inspct: >50K (0.0)
| | | | | occupation = Adm-clerical: >50K (0.0)
| | | | | occupation = Farming-fishing: >50K (0.0)
| | | | | occupation = Transport-moving: >50K (0.0)
| | | | | occupation = Priv-house-serv: >50K (0.0)
| | | | | occupation = Protective-serv: >50K (0.0)
| | | | | occupation = Armed-Forces: >50K (0.0)
| | | education = 1st-4th: <=50K (0.0)
| | | education = 10th: <=50K (0.0)
| | | education = Doctorate
| | | | fnlwgt <= 192286: <=50K (3.0)
| | | | fnlwgt > 192286: >50K (4.0)
| | | education = 5th-6th: <=50K (0.0)
| | | education = Preschool: <=50K (0.0)
| marital-status = Widowed: <=50K (973.0/65.0)
| marital-status = Married-spouse-absent: <=50K (410.0/26.0)
| marital-status = Married-AF-spouse
| | education = Bachelors: >50K (3.0)
| | education = Some-college: >50K (3.0/1.0)
| | education = 11th: <=50K (0.0)
| | education = HS-grad: <=50K (13.0/3.0)
| | education = Prof-school: <=50K (0.0)
| | education = Assoc-acdm: <=50K (2.0)
| | education = Assoc-voc: >50K (1.0)
| | education = 9th: <=50K (0.0)
| | education = 7th-8th: <=50K (0.0)
| | education = 12th: <=50K (0.0)
| | education = Masters: <=50K (0.0)
| | education = 1st-4th: <=50K (0.0)
| | education = 10th: <=50K (0.0)
| | education = Doctorate: <=50K (0.0)
| | education = 5th-6th: <=50K (0.0)
| | education = Preschool: <=50K (0.0)
capital-gain > 6849
| education-num <= 10
| | hours-per-week <= 35
| | | age <= 27: <=50K (5.0)
| | | age > 27
| | | | hours-per-week <= 34: >50K (29.0)
| | | | hours-per-week > 34
| | | | | education = Bachelors: >50K (0.0)
| | | | | education = Some-college: <=50K (2.0)
| | | | | education = 11th: >50K (0.0)
| | | | | education = HS-grad: >50K (12.0/2.0)
| | | | | education = Prof-school: >50K (0.0)
| | | | | education = Assoc-acdm: >50K (0.0)
| | | | | education = Assoc-voc: >50K (0.0)
| | | | | education = 9th: >50K (0.0)
| | | | | education = 7th-8th: >50K (0.0)
| | | | | education = 12th: >50K (0.0)
| | | | | education = Masters: >50K (0.0)
| | | | | education = 1st-4th: >50K (0.0)
| | | | | education = 10th: >50K (0.0)
| | | | | education = Doctorate: >50K (0.0)
| | | | | education = 5th-6th: >50K (0.0)
| | | | | education = Preschool: >50K (0.0)
| | hours-per-week > 35: >50K (426.0/9.0)
| education-num > 10: >50K (925.0/2.0)
Number of Leaves : 852
Size of the tree : 1019
=== Error on training data ===
Correctly Classified Instances 28638 87.9518 %
Incorrectly Classified Instances 3923 12.0482 %
Mean absolute error 0.1831
Root mean squared error 0.3022
Relative absolute error 50.0687 %
Root relative squared error 70.6668 %
Total Number of Instances 32561
=== Confusion Matrix ===
a b <-- classified as
5212 2629 | a = >50K
1294 23426 | b = <=50K
=== Error on test data ===
Correctly Classified Instances 13972 85.8178 %
Incorrectly Classified Instances 2309 14.1822 %
Mean absolute error 0.1972
Root mean squared error 0.3257
Relative absolute error 54.2801 %
Root relative squared error 76.674 %
Total Number of Instances 16281
=== Confusion Matrix ===
a b <-- classified as
2374 1472 | a = >50K
837 11598 | b = <=50K
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