|
|
Other Experiments
J48 pruned tree
------------------
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
| | | | | | | | capital-loss <= 1504
| | | | | | | | | occupation = Tech-support: >50K (153.83/58.17)
| | | | | | | | | occupation = Craft-repair
| | | | | | | | | | workclass = Private
| | | | | | | | | | | education-num <= 9: <=50K (534.98/187.65)
| | | | | | | | | | | education-num > 9
| | | | | | | | | | | | age <= 48
| | | | | | | | | | | | | hours-per-week <= 47
| | | | | | | | | | | | | | capital-gain <= 1506: <=50K (171.32/57.75)
| | | | | | | | | | | | | | 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: >50K (54.38/20.19)
| | | | | | | | | | | | age > 48
| | | | | | | | | | | | | age <= 59
| | | | | | | | | | | | | | capital-gain <= 3942
| | | | | | | | | | | | | | | hours-per-week <= 52: >50K (82.64/24.51)
| | | | | | | | | | | | | | | hours-per-week > 52: <=50K (4.38/1.38)
| | | | | | | | | | | | | | capital-gain > 3942: <=50K (5.0)
| | | | | | | | | | | | | age > 59: <=50K (15.83/3.32)
| | | | | | | | | | workclass = Self-emp-not-inc
| | | | | | | | | | | age <= 56: <=50K (102.69/19.49)
| | | | | | | | | | | age > 56
| | | | | | | | | | | | age <= 61: >50K (12.68/4.36)
| | | | | | | | | | | | age > 61: <=50K (5.43/0.49)
| | | | | | | | | | workclass = Self-emp-inc
| | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | education = Some-college
| | | | | | | | | | | | hours-per-week <= 42: <=50K (4.14/0.05)
| | | | | | | | | | | | hours-per-week > 42: >50K (7.08/1.04)
| | | | | | | | | | | education = 11th: <=50K (0.0)
| | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | fnlwgt <= 119033: <=50K (7.17/0.08)
| | | | | | | | | | | | fnlwgt > 119033: >50K (12.63/4.48)
| | | | | | | | | | | education = Prof-school: <=50K (0.0)
| | | | | | | | | | | education = Assoc-acdm: >50K (2.01/1.0)
| | | | | | | | | | | education = Assoc-voc: >50K (2.08/1.02)
| | | | | | | | | | | 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 (11.19/2.08)
| | | | | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | | | | education = HS-grad: >50K (12.71/3.51)
| | | | | | | | | | | education = Prof-school: >50K (0.0)
| | | | | | | | | | | education = Assoc-acdm: >50K (2.01)
| | | | | | | | | | | education = Assoc-voc: >50K (5.07/2.02)
| | | | | | | | | | | 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 (53.14/20.1)
| | | | | | | | | | workclass = State-gov: <=50K (24.93/7.0)
| | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | occupation = Other-service: <=50K (218.09/39.09)
| | | | | | | | | occupation = Sales
| | | | | | | | | | workclass = Private
| | | | | | | | | | | education = Bachelors: <=50K (0.0)
| | | | | | | | | | | education = Some-college
| | | | | | | | | | | | capital-gain <= 1409: >50K (148.37/64.39)
| | | | | | | | | | | | 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 (183.67/69.45)
| | | | | | | | | | | education = Prof-school: <=50K (0.0)
| | | | | | | | | | | education = Assoc-acdm
| | | | | | | | | | | | hours-per-week <= 53
| | | | | | | | | | | | | capital-gain <= 1506: <=50K (11.08/2.08)
| | | | | | | | | | | | | capital-gain > 1506: >50K (3.0/1.0)
| | | | | | | | | | | | hours-per-week > 53: >50K (5.0/1.0)
| | | | | | | | | | | education = Assoc-voc: <=50K (19.82/9.57)
| | | | | | | | | | | 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
| | | | | | | | | | | hours-per-week <= 70: <=50K (95.14/25.08)
| | | | | | | | | | | hours-per-week > 70: >50K (6.0/1.0)
| | | | | | | | | | workclass = Self-emp-inc: >50K (90.29/40.68)
| | | | | | | | | | workclass = Federal-gov: >50K (1.28/0.19)
| | | | | | | | | | workclass = Local-gov: <=50K (1.28/0.1)
| | | | | | | | | | workclass = State-gov: <=50K (2.57/1.19)
| | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | occupation = Exec-managerial
| | | | | | | | | | race = White
| | | | | | | | | | | workclass = Private: >50K (405.47/173.72)
| | | | | | | | | | | workclass = Self-emp-not-inc: <=50K (108.83/35.86)
| | | | | | | | | | | workclass = Self-emp-inc: >50K (119.65/49.16)
| | | | | | | | | | | workclass = Federal-gov: >50K (19.69/5.41)
| | | | | | | | | | | workclass = Local-gov: <=50K (51.44/25.27)
| | | | | | | | | | | workclass = State-gov: <=50K (20.92/7.36)
| | | | | | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | | | | | race = Asian-Pac-Islander
| | | | | | | | | | | hours-per-week <= 45: >50K (6.14/2.14)
| | | | | | | | | | | hours-per-week > 45: <=50K (9.28/1.28)
| | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (6.28)
| | | | | | | | | | race = Other: >50K (0.0)
| | | | | | | | | | race = Black
| | | | | | | | | | | fnlwgt <= 209867: >50K (10.42/0.14)
| | | | | | | | | | | fnlwgt > 209867: <=50K (12.71/4.0)
| | | | | | | | | occupation = Prof-specialty
| | | | | | | | | | race = White
| | | | | | | | | | | fnlwgt <= 110954: <=50K (37.21/15.54)
| | | | | | | | | | | fnlwgt > 110954: >50K (153.77/65.24)
| | | | | | | | | | race = Asian-Pac-Islander: >50K (4.13/1.04)
| | | | | | | | | | race = Amer-Indian-Eskimo: <=50K (4.09/1.0)
| | | | | | | | | | race = Other: >50K (1.0)
| | | | | | | | | | race = Black
| | | | | | | | | | | relationship = Wife: <=50K (4.09/0.04)
| | | | | | | | | | | relationship = Own-child: <=50K (0.0)
| | | | | | | | | | | relationship = Husband: >50K (5.27/1.22)
| | | | | | | | | | | relationship = Not-in-family: <=50K (0.0)
| | | | | | | | | | | relationship = Other-relative: <=50K (0.0)
| | | | | | | | | | | relationship = Unmarried: <=50K (0.0)
| | | | | | | | | occupation = Handlers-cleaners: <=50K (129.17/30.43)
| | | | | | | | | occupation = Machine-op-inspct
| | | | | | | | | | capital-gain <= 2829: <=50K (370.09/116.2)
| | | | | | | | | | capital-gain > 2829
| | | | | | | | | | | capital-gain <= 4101
| | | | | | | | | | | | capital-gain <= 3103: >50K (8.17/1.09)
| | | | | | | | | | | | capital-gain > 3103: <=50K (14.26)
| | | | | | | | | | | capital-gain > 4101: >50K (7.0)
| | | | | | | | | occupation = Adm-clerical
| | | | | | | | | | workclass = Private
| | | | | | | | | | | sex = Female
| | | | | | | | | | | | education = Bachelors: >50K (0.0)
| | | | | | | | | | | | education = Some-college
| | | | | | | | | | | | | fnlwgt <= 156526: <=50K (14.1/4.0)
| | | | | | | | | | | | | fnlwgt > 156526: >50K (21.1/4.0)
| | | | | | | | | | | | education = 11th: >50K (0.0)
| | | | | | | | | | | | education = HS-grad
| | | | | | | | | | | | | hours-per-week <= 52
| | | | | | | | | | | | | | age <= 50: >50K (37.21/12.1)
| | | | | | | | | | | | | | age > 50: <=50K (15.16/2.05)
| | | | | | | | | | | | | hours-per-week > 52: <=50K (4.05)
| | | | | | | | | | | | education = Prof-school: >50K (0.0)
| | | | | | | | | | | | education = Assoc-acdm: >50K (2.0)
| | | | | | | | | | | | education = Assoc-voc: >50K (3.16/1.05)
| | | | | | | | | | | | 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 (111.09/32.42)
| | | | | | | | | | | | hours-per-week > 43
| | | | | | | | | | | | | education-num <= 9
| | | | | | | | | | | | | | hours-per-week <= 52
| | | | | | | | | | | | | | | fnlwgt <= 163847: <=50K (10.21/1.05)
| | | | | | | | | | | | | | | fnlwgt > 163847: >50K (7.26/1.1)
| | | | | | | | | | | | | | hours-per-week > 52: >50K (4.63/0.42)
| | | | | | | | | | | | | education-num > 9: >50K (14.68/4.26)
| | | | | | | | | | workclass = Self-emp-not-inc: >50K (5.24/1.82)
| | | | | | | | | | workclass = Self-emp-inc: >50K (5.66/2.09)
| | | | | | | | | | workclass = Federal-gov
| | | | | | | | | | | hours-per-week <= 39: <=50K (4.25/0.11)
| | | | | | | | | | | hours-per-week > 39: >50K (83.51/29.68)
| | | | | | | | | | workclass = Local-gov: <=50K (37.37/14.55)
| | | | | | | | | | workclass = State-gov: <=50K (28.28/9.83)
| | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | occupation = Farming-fishing: <=50K (231.43/41.55)
| | | | | | | | | occupation = Transport-moving: <=50K (411.35/135.57)
| | | | | | | | | occupation = Priv-house-serv: <=50K (5.1/0.04)
| | | | | | | | | occupation = Protective-serv
| | | | | | | | | | workclass = Private: <=50K (67.54/22.8)
| | | | | | | | | | workclass = Self-emp-not-inc: <=50K (0.0)
| | | | | | | | | | workclass = Self-emp-inc: <=50K (3.97/1.68)
| | | | | | | | | | workclass = Federal-gov: <=50K (7.9/3.33)
| | | | | | | | | | workclass = Local-gov: >50K (155.0/76.63)
| | | | | | | | | | workclass = State-gov
| | | | | | | | | | | race = White: <=50K (28.96/7.33)
| | | | | | | | | | | race = Asian-Pac-Islander: >50K (0.02/0.01)
| | | | | | | | | | | race = Amer-Indian-Eskimo: >50K (1.01/0.01)
| | | | | | | | | | | race = Other: <=50K (0.0)
| | | | | | | | | | | race = Black: >50K (3.06/1.04)
| | | | | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | | | | workclass = Never-worked: <=50K (0.0)
| | | | | | | | | occupation = Armed-Forces: <=50K (0.0)
| | | | | | | | capital-loss > 1504: <=50K (51.0)
| | | | | 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
| | | | | | age <= 25: <=50K (68.0/17.0)
| | | | | | age > 25
| | | | | | | sex = Female: >50K (30.0/7.0)
| | | | | | | sex = Male: <=50K (117.0/53.0)
| | | | | age > 28
| | | | | | occupation = Tech-support: >50K (73.29/22.68)
| | | | | | occupation = Craft-repair
| | | | | | | workclass = Private: >50K (113.5/50.15)
| | | | | | | workclass = Self-emp-not-inc
| | | | | | | | education = Bachelors
| | | | | | | | | hours-per-week <= 52: <=50K (16.2/4.08)
| | | | | | | | | hours-per-week > 52: >50K (2.06/0.02)
| | | | | | | | 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 (5.15/1.09)
| | | | | | | | 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: <=50K (14.01/4.89)
| | | | | | | workclass = Federal-gov: <=50K (4.34/1.63)
| | | | | | | workclass = Local-gov
| | | | | | | | age <= 44: <=50K (6.03/0.01)
| | | | | | | | age > 44: >50K (2.12/0.06)
| | | | | | | workclass = State-gov: >50K (1.45/0.24)
| | | | | | | workclass = Without-pay: <=50K (0.0)
| | | | | | | workclass = Never-worked: <=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
| | | | | | | | | | capital-gain <= 3273: >50K (6.0/2.0)
| | | | | | | | | | capital-gain > 3273: <=50K (6.13/2.13)
| | | | | | | | | 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
| | | | | | | | age <= 61: >50K (109.42/42.49)
| | | | | | | | age > 61: <=50K (6.88/1.31)
| | | | | | | 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
| | education-num <= 12: <=50K (3526.0/167.0)
| | education-num > 12
| | | hours-per-week <= 43
| | | | capital-loss <= 1668: <=50K (455.0/52.0)
| | | | capital-loss > 1668
| | | | | capital-loss <= 2231: <=50K (12.0/1.0)
| | | | | capital-loss > 2231: >50K (9.0/2.0)
| | | hours-per-week > 43
| | | | occupation = Tech-support: <=50K (0.0)
| | | | occupation = Craft-repair: <=50K (8.16/2.0)
| | | | occupation = Other-service
| | | | | relationship = Wife: >50K (0.0)
| | | | | relationship = Own-child: <=50K (0.02)
| | | | | relationship = Husband: >50K (0.0)
| | | | | relationship = Not-in-family: <=50K (3.13/1.0)
| | | | | relationship = Other-relative: >50K (0.0)
| | | | | relationship = Unmarried: >50K (4.0)
| | | | occupation = Sales: <=50K (50.14/17.0)
| | | | occupation = Exec-managerial
| | | | | capital-loss <= 880
| | | | | | education = Bachelors: <=50K (64.66/28.0)
| | | | | | education = Some-college: <=50K (0.0)
| | | | | | education = 11th: <=50K (0.0)
| | | | | | education = HS-grad: <=50K (0.0)
| | | | | | education = Prof-school: >50K (2.0/1.0)
| | | | | | 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
| | | | | | | capital-loss <= 0
| | | | | | | | fnlwgt <= 134153: <=50K (8.66/3.0)
| | | | | | | | fnlwgt > 134153: >50K (19.0/5.0)
| | | | | | | capital-loss > 0: <=50K (2.0)
| | | | | | education = 1st-4th: <=50K (0.0)
| | | | | | education = 10th: <=50K (0.0)
| | | | | | education = Doctorate: >50K (2.0)
| | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | education = Preschool: <=50K (0.0)
| | | | | capital-loss > 880: >50K (8.0)
| | | | occupation = Prof-specialty
| | | | | workclass = Private: <=50K (51.84/16.0)
| | | | | workclass = Self-emp-not-inc
| | | | | | education-num <= 14
| | | | | | | fnlwgt <= 90338: >50K (3.04/0.04)
| | | | | | | fnlwgt > 90338: <=50K (6.25/1.0)
| | | | | | education-num > 14: >50K (4.0)
| | | | | workclass = Self-emp-inc: <=50K (4.25/1.0)
| | | | | workclass = Federal-gov: >50K (4.25/1.25)
| | | | | workclass = Local-gov: <=50K (42.4/2.0)
| | | | | workclass = State-gov
| | | | | | fnlwgt <= 230657: <=50K (7.19/1.0)
| | | | | | fnlwgt > 230657: >50K (3.03/0.03)
| | | | | workclass = Without-pay: <=50K (0.0)
| | | | | workclass = Never-worked: <=50K (0.0)
| | | | occupation = Handlers-cleaners: >50K (1.02/0.02)
| | | | occupation = Machine-op-inspct: <=50K (0.0)
| | | | occupation = Adm-clerical: <=50K (9.21/1.0)
| | | | occupation = Farming-fishing: <=50K (3.07)
| | | | occupation = Transport-moving: <=50K (3.07)
| | | | occupation = Priv-house-serv: <=50K (1.0)
| | | | occupation = Protective-serv
| | | | | race = White: <=50K (6.2/2.0)
| | | | | race = Asian-Pac-Islander: >50K (0.0)
| | | | | race = Amer-Indian-Eskimo: >50K (0.0)
| | | | | race = Other: >50K (0.0)
| | | | | race = Black: >50K (3.0)
| | | | occupation = Armed-Forces: <=50K (0.0)
| 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
| | | | | | occupation = Tech-support: >50K (0.0)
| | | | | | occupation = Craft-repair: >50K (1.03/0.02)
| | | | | | occupation = Other-service: >50K (1.03/0.02)
| | | | | | occupation = Sales: >50K (0.0)
| | | | | | occupation = Exec-managerial: >50K (11.27/2.14)
| | | | | | occupation = Prof-specialty
| | | | | | | workclass = Private
| | | | | | | | age <= 52
| | | | | | | | | hours-per-week <= 42: >50K (12.0/2.0)
| | | | | | | | | hours-per-week > 42
| | | | | | | | | | sex = Female: >50K (5.0)
| | | | | | | | | | sex = Male: <=50K (6.43/1.43)
| | | | | | | | age > 52: <=50K (9.43/1.0)
| | | | | | | workclass = Self-emp-not-inc
| | | | | | | | age <= 40: >50K (6.17)
| | | | | | | | 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 (4.17/1.0)
| | | | | | | | | education = 5th-6th: <=50K (0.0)
| | | | | | | | | education = Preschool: <=50K (0.0)
| | | | | | | workclass = Self-emp-inc: <=50K (1.03/0.02)
| | | | | | | workclass = Federal-gov: >50K (5.18/1.09)
| | | | | | | workclass = Local-gov: <=50K (4.15/1.07)
| | | | | | | workclass = State-gov: <=50K (6.22/1.11)
| | | | | | | workclass = Without-pay: >50K (0.0)
| | | | | | | workclass = Never-worked: >50K (0.0)
| | | | | | occupation = Handlers-cleaners: >50K (0.0)
| | | | | | occupation = Machine-op-inspct: >50K (1.03/0.02)
| | | | | | 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)
| | | | | 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
| | | age <= 60: >50K (384.0/4.0)
| | | age > 60
| | | | capital-gain <= 9562: >50K (20.0)
| | | | capital-gain > 9562
| | | | | capital-gain <= 10566: <=50K (4.0)
| | | | | capital-gain > 10566: >50K (18.0/1.0)
| education-num > 10: >50K (925.0/2.0)
Number of Leaves : 546
Size of the tree : 681
=== Error on training data ===
Correctly Classified Instances 28585 87.7891 %
Incorrectly Classified Instances 3976 12.2109 %
Mean absolute error 0.1831
Root mean squared error 0.3022
Relative absolute error 50.0745 %
Root relative squared error 70.6894 %
Total Number of Instances 32561
=== Confusion Matrix ===
a b <-- classified as
5210 2631 | a = >50K
1345 23375 | b = <=50K
=== Error on test data ===
Correctly Classified Instances 13995 85.9591 %
Incorrectly Classified Instances 2286 14.0409 %
Mean absolute error 0.1944
Root mean squared error 0.3209
Relative absolute error 53.5048 %
Root relative squared error 75.5484 %
Total Number of Instances 16281
=== Confusion Matrix ===
a b <-- classified as
2402 1444 | a = >50K
842 11593 | b = <=50K
|
|
|
