RealAdaBoost: Base classifiers: ZeroR predicts class value: good RandomTree ========== statutory-holidays < 10.5 | vacation = below_average | | cost-of-living-adjustment = none : bad (7.82/0) | | cost-of-living-adjustment = tcf : good (1.51/0.15) | | cost-of-living-adjustment = tc | | | wage-increase-second-year < 3.25 : bad (3.95/0) | | | wage-increase-second-year >= 3.25 : bad (0.95/0.19) | vacation = average | | wage-increase-first-year < 3 | | | duration < 2.5 : bad (1.41/0) | | | duration >= 2.5 | | | | pension = none : bad (1.41/0) | | | | pension = ret_allw : bad (0/0) | | | | pension = empl_contr : bad (1.47/0.06) | | wage-increase-first-year >= 3 : good (0.18/0) | vacation = generous : good (2.47/0) statutory-holidays >= 10.5 | wage-increase-second-year < 3.25 | | duration < 2.5 | | | vacation = below_average | | | | working-hours < 37.5 : good (0.26/0) | | | | working-hours >= 37.5 : bad (2.82/0) | | | vacation = average | | | | working-hours < 36.5 : good (0.86/0.08) | | | | working-hours >= 36.5 | | | | | wage-increase-first-year < 4.5 : bad (3.66/0) | | | | | wage-increase-first-year >= 4.5 : good (0.26/0) | | | vacation = generous | | | | shift-differential < 2 : bad (1.29/0.3) | | | | shift-differential >= 2 | | | | | statutory-holidays < 11.5 : good (0.76/0) | | | | | statutory-holidays >= 11.5 : bad (1.36/0.48) | | duration >= 2.5 : good (0.5/0) | wage-increase-second-year >= 3.25 | | duration < 1.5 | | | wage-increase-first-year < 2.4 : bad (1.94/0.04) | | | wage-increase-first-year >= 2.4 | | | | pension = none : good (1.91/0.95) | | | | pension = ret_allw : bad (0/0) | | | | pension = empl_contr : good (1.19/0) | | duration >= 1.5 : good (19.01/0) Size of the tree : 42 RandomTree ========== wage-increase-first-year < 2.65 | working-hours < 36 | | statutory-holidays < 11 : bad (0.84/0.05) | | statutory-holidays >= 11 : good (1.25/0) | working-hours >= 36 | | duration < 2.5 | | | contribution-to-health-plan = none : bad (6.07/0) | | | contribution-to-health-plan = half : good (0.3/0.07) | | | contribution-to-health-plan = full : bad (6.44/0) | | duration >= 2.5 | | | education-allowance = yes | | | | wage-increase-second-year < 2.75 : bad (1.32/0.02) | | | | wage-increase-second-year >= 2.75 : good (1.08/0) | | | education-allowance = no : bad (1.79/0.03) wage-increase-first-year >= 2.65 | vacation = below_average | | statutory-holidays < 10.5 | | | contribution-to-dental-plan = none | | | | cost-of-living-adjustment = none : bad (1.58/0) | | | | cost-of-living-adjustment = tcf : good (1.24/0) | | | | cost-of-living-adjustment = tc : good (0.13/0) | | | contribution-to-dental-plan = half | | | | cost-of-living-adjustment = none : bad (3.11/0) | | | | cost-of-living-adjustment = tcf : good (0.51/0.25) | | | | cost-of-living-adjustment = tc | | | | | wage-increase-third-year < 3.75 : bad (1.55/0) | | | | | wage-increase-third-year >= 3.75 : good (0.5/0.25) | | | contribution-to-dental-plan = full : bad (0/0) | | statutory-holidays >= 10.5 : good (4.59/0) | vacation = average | | contribution-to-health-plan = none | | | bereavement-assistance = yes : good (1.84/0) | | | bereavement-assistance = no | | | | contribution-to-dental-plan = none | | | | | wage-increase-first-year < 3.75 : good (0.09/0) | | | | | wage-increase-first-year >= 3.75 : bad (4.87/0) | | | | contribution-to-dental-plan = half : good (0.21/0) | | | | contribution-to-dental-plan = full : good (0.12/0) | | contribution-to-health-plan = half : good (2.22/0) | | contribution-to-health-plan = full : good (1.92/0) | vacation = generous : good (13.44/0) Size of the tree : 42 RandomTree ========== vacation = below_average | education-allowance = yes | | working-hours < 39 : good (3.05/0) | | working-hours >= 39 : good (1.95/0.8) | education-allowance = no | | wage-increase-second-year < 4.25 | | | duration < 1.5 | | | | statutory-holidays < 10.5 : bad (1.52/0) | | | | statutory-holidays >= 10.5 : good (0.89/0) | | | duration >= 1.5 | | | | statutory-holidays < 10.5 | | | | | wage-increase-second-year < 3.25 : bad (2.18/0) | | | | | wage-increase-second-year >= 3.25 | | | | | | duration < 2.5 : bad (6.8/0) | | | | | | duration >= 2.5 : good (0.29/0) | | | | statutory-holidays >= 10.5 : bad (1.74/0.4) | | wage-increase-second-year >= 4.25 | | | longterm-disability-assistance = yes : good (1.33/0.24) | | | longterm-disability-assistance = no : bad (0.81/0.19) vacation = average | wage-increase-second-year < 2.75 | | duration < 2.5 | | | wage-increase-first-year < 4.5 | | | | working-hours < 36.5 : good (1.43/0.51) | | | | working-hours >= 36.5 : bad (4.42/0) | | | wage-increase-first-year >= 4.5 : good (0.74/0) | | duration >= 2.5 : bad (3.03/0) | wage-increase-second-year >= 2.75 | | bereavement-assistance = yes : good (5.4/0) | | bereavement-assistance = no | | | contribution-to-dental-plan = none | | | | wage-increase-first-year < 3.75 : bad (0.5/0.11) | | | | wage-increase-first-year >= 3.75 : bad (1.76/0) | | | contribution-to-dental-plan = half : good (0.29/0) | | | contribution-to-dental-plan = full : good (0.2/0) vacation = generous | wage-increase-first-year < 2.5 | | contribution-to-dental-plan = none : bad (4.8/0) | | contribution-to-dental-plan = half : good (1.26/0) | | contribution-to-dental-plan = full : bad (0/0) | wage-increase-first-year >= 2.5 : good (12.63/0) Size of the tree : 42 RandomTree ========== contribution-to-health-plan = none | working-hours < 36.5 | | wage-increase-first-year < 3.85 : good (3.07/0) | | wage-increase-first-year >= 3.85 : bad (1.08/0.1) | working-hours >= 36.5 | | duration < 2.5 | | | wage-increase-first-year < 4.25 | | | | wage-increase-second-year < 6 : bad (13.83/0) | | | | wage-increase-second-year >= 6 : bad (0.21/0.07) | | | wage-increase-first-year >= 4.25 : good (0.84/0) | | duration >= 2.5 | | | wage-increase-second-year < 2.75 : bad (0.9/0) | | | wage-increase-second-year >= 2.75 : good (2.32/0) contribution-to-health-plan = half | wage-increase-first-year < 4.55 | | vacation = below_average | | | statutory-holidays < 11.5 | | | | education-allowance = yes | | | | | statutory-holidays < 10.5 : good (2.55/0) | | | | | statutory-holidays >= 10.5 : bad (0.9/0.33) | | | | education-allowance = no | | | | | working-hours < 33.5 : good (0.18/0) | | | | | working-hours >= 33.5 : bad (4.11/0) | | | statutory-holidays >= 11.5 : good (0.42/0) | | vacation = average : good (1.7/0.24) | | vacation = generous : good (1.59/0) | wage-increase-first-year >= 4.55 : good (2.9/0) contribution-to-health-plan = full | wage-increase-first-year < 2.65 | | wage-increase-second-year < 2.25 : bad (1.9/0) | | wage-increase-second-year >= 2.25 | | | wage-increase-first-year < 2.25 | | | | wage-increase-second-year < 2.75 | | | | | education-allowance = yes : good (1.51/0.5) | | | | | education-allowance = no : bad (0.71/0) | | | | wage-increase-second-year >= 2.75 | | | | | contribution-to-dental-plan = none : bad (1.72/0) | | | | | contribution-to-dental-plan = half : good (0.72/0) | | | | | contribution-to-dental-plan = full : bad (0/0) | | | wage-increase-first-year >= 2.25 : bad (2.14/0) | wage-increase-first-year >= 2.65 | | wage-increase-second-year < 2.5 : bad (0.37/0.04) | | wage-increase-second-year >= 2.5 : good (11.34/0) Size of the tree : 44 RandomTree ========== wage-increase-first-year < 4.55 | working-hours < 36.5 | | statutory-holidays < 11.5 | | | wage-increase-second-year < 2.75 | | | | vacation = below_average : bad (0/0) | | | | vacation = average : bad (4.5/0) | | | | vacation = generous : good (0.35/0) | | | wage-increase-second-year >= 2.75 | | | | duration < 1.5 : bad (1.07/0.24) | | | | duration >= 1.5 : good (2.27/0) | | statutory-holidays >= 11.5 : good (12.11/0) | working-hours >= 36.5 | | duration < 2.5 | | | working-hours < 38.5 | | | | wage-increase-first-year < 2.9 | | | | | contribution-to-dental-plan = none : bad (2.86/0) | | | | | contribution-to-dental-plan = half : bad (1.45/0.32) | | | | | contribution-to-dental-plan = full : bad (0/0) | | | | wage-increase-first-year >= 2.9 | | | | | duration < 1.5 : bad (0.94/0.07) | | | | | duration >= 1.5 : good (1.38/0) | | | working-hours >= 38.5 | | | | wage-increase-second-year < 3.5 : bad (10.02/0) | | | | wage-increase-second-year >= 3.5 | | | | | wage-increase-first-year < 4.25 : bad (3.46/0) | | | | | wage-increase-first-year >= 4.25 | | | | | | vacation = below_average | | | | | | | wage-increase-second-year < 4.25 : bad (1.97/0) | | | | | | | wage-increase-second-year >= 4.25 : good (0.48/0) | | | | | | vacation = average : good (0.5/0) | | | | | | vacation = generous : good (0.12/0) | | duration >= 2.5 | | | wage-increase-second-year < 2.75 | | | | vacation = below_average : bad (1.89/0) | | | | vacation = average : bad (0.58/0) | | | | vacation = generous : good (0.05/0) | | | wage-increase-second-year >= 2.75 : good (4.77/0) wage-increase-first-year >= 4.55 : good (6.21/0) Size of the tree : 39 RandomTree ========== vacation = below_average | working-hours < 37.5 : good (3.14/0) | working-hours >= 37.5 | | wage-increase-second-year < 4.25 | | | education-allowance = yes | | | | pension = none | | | | | cost-of-living-adjustment = none : bad (0.41/0) | | | | | cost-of-living-adjustment = tcf : bad (0.73/0) | | | | | cost-of-living-adjustment = tc : good (0.92/0.24) | | | | pension = ret_allw : bad (0/0) | | | | pension = empl_contr : good (0.76/0) | | | education-allowance = no : bad (9.57/0) | | wage-increase-second-year >= 4.25 | | | wage-increase-first-year < 4.25 | | | | wage-increase-first-year < 2.9 : bad (0.86/0) | | | | wage-increase-first-year >= 2.9 : bad (1.32/0.59) | | | wage-increase-first-year >= 4.25 : good (2.14/0) vacation = average | statutory-holidays < 11.5 | | wage-increase-second-year < 2.75 | | | duration < 1.5 | | | | wage-increase-first-year < 4.5 : bad (5.64/0) | | | | wage-increase-first-year >= 4.5 : good (0.3/0) | | | duration >= 1.5 : bad (5.56/0) | | wage-increase-second-year >= 2.75 | | | duration < 1.5 | | | | wage-increase-first-year < 4.5 : bad (3.07/0) | | | | wage-increase-first-year >= 4.5 : good (0.16/0) | | | duration >= 1.5 : good (3.03/0) | statutory-holidays >= 11.5 | | working-hours < 38.5 : good (5.73/0) | | working-hours >= 38.5 : bad (1.84/0.85) vacation = generous | wage-increase-first-year < 2.5 | | longterm-disability-assistance = yes | | | contribution-to-dental-plan = none : bad (0.87/0) | | | contribution-to-dental-plan = half : good (1.19/0) | | | contribution-to-dental-plan = full : bad (0/0) | | longterm-disability-assistance = no : bad (0.5/0) | wage-increase-first-year >= 2.5 : good (9.27/0) Size of the tree : 41 RandomTree ========== wage-increase-second-year < 3.25 | statutory-holidays < 10.5 | | pension = none | | | statutory-holidays < 9.5 : good (0.02/0) | | | statutory-holidays >= 9.5 : bad (2.72/0) | | pension = ret_allw : bad (0.33/0) | | pension = empl_contr | | | wage-increase-second-year < 2.75 | | | | duration < 1.5 : bad (0.64/0.02) | | | | duration >= 1.5 : bad (1.88/0) | | | wage-increase-second-year >= 2.75 : good (0.49/0.12) | statutory-holidays >= 10.5 | | vacation = below_average | | | wage-increase-first-year < 2.25 : good (0.36/0) | | | wage-increase-first-year >= 2.25 | | | | working-hours < 37.5 : good (0.29/0) | | | | working-hours >= 37.5 : bad (5.38/0) | | vacation = average | | | statutory-holidays < 11.5 | | | | bereavement-assistance = yes : good (0.46/0.11) | | | | bereavement-assistance = no : bad (2.83/0) | | | statutory-holidays >= 11.5 | | | | wage-increase-first-year < 2.25 : good (3.75/0) | | | | wage-increase-first-year >= 2.25 : bad (4.7/0) | | vacation = generous | | | wage-increase-first-year < 2.5 : bad (1.45/0.71) | | | wage-increase-first-year >= 2.5 : good (2.3/0) wage-increase-second-year >= 3.25 | duration < 2.5 | | contribution-to-health-plan = none | | | shift-differential < 3.5 | | | | wage-increase-first-year < 4.25 | | | | | duration < 1.5 | | | | | | wage-increase-first-year < 3.4 : bad (1.66/0.17) | | | | | | wage-increase-first-year >= 3.4 : bad (1.84/0) | | | | | duration >= 1.5 : bad (3.72/0) | | | | wage-increase-first-year >= 4.25 : good (0.27/0) | | | shift-differential >= 3.5 | | | | duration < 1.5 : bad (1.51/0.5) | | | | duration >= 1.5 : good (2.26/0) | | contribution-to-health-plan = half | | | shift-differential < 2.5 : bad (1.62/0.47) | | | shift-differential >= 2.5 : good (5.17/0) | | contribution-to-health-plan = full : good (1.9/0) | duration >= 2.5 : good (9.45/0) Size of the tree : 46 RandomTree ========== contribution-to-dental-plan = none | working-hours < 36.5 | | statutory-holidays < 11.5 | | | vacation = below_average : good (0.36/0) | | | vacation = average | | | | wage-increase-first-year < 3.85 : bad (0.61/0.2) | | | | wage-increase-first-year >= 3.85 : bad (1.8/0) | | | vacation = generous : good (1.63/0) | | statutory-holidays >= 11.5 : good (2.06/0) | working-hours >= 36.5 | | wage-increase-first-year < 4.25 | | | cost-of-living-adjustment = none : bad (11.92/0) | | | cost-of-living-adjustment = tcf : bad (0.41/0) | | | cost-of-living-adjustment = tc | | | | wage-increase-second-year < 3.5 : bad (1.96/0) | | | | wage-increase-second-year >= 3.5 : good (1.25/0.37) | | wage-increase-first-year >= 4.25 : good (1.42/0) contribution-to-dental-plan = half | working-hours < 38.5 | | statutory-holidays < 10.5 | | | contribution-to-health-plan = none | | | | education-allowance = yes : good (0.72/0.08) | | | | education-allowance = no | | | | | wage-increase-first-year < 3.15 : bad (3.04/0) | | | | | wage-increase-first-year >= 3.15 : good (0.11/0) | | | contribution-to-health-plan = half : good (0.44/0.04) | | | contribution-to-health-plan = full : bad (0.72/0.14) | | statutory-holidays >= 10.5 : good (13.35/0) | working-hours >= 38.5 | | wage-increase-second-year < 4.25 | | | cost-of-living-adjustment = none : bad (1.14/0.05) | | | cost-of-living-adjustment = tcf | | | | wage-increase-first-year < 2.25 : good (1.22/0) | | | | wage-increase-first-year >= 2.25 : bad (1.91/0.13) | | | cost-of-living-adjustment = tc | | | | education-allowance = yes : good (0.97/0.36) | | | | education-allowance = no | | | | | duration < 1.5 : bad (0.87/0.16) | | | | | duration >= 1.5 | | | | | | vacation = below_average : bad (2.42/0) | | | | | | vacation = average : bad (1.15/0) | | | | | | vacation = generous : good (0.02/0) | | wage-increase-second-year >= 4.25 : good (1.59/0.12) contribution-to-dental-plan = full | duration < 1.5 : good (0.63/0) | duration >= 1.5 | | vacation = below_average : good (0.97/0.21) | | vacation = average | | | wage-increase-second-year < 3 : bad (0.45/0.13) | | | wage-increase-second-year >= 3 : good (1.65/0) | | vacation = generous : good (0.2/0) Size of the tree : 52 RandomTree ========== wage-increase-first-year < 2.9 | cost-of-living-adjustment = none | | pension = none | | | working-hours < 36.5 : bad (0.9/0.31) | | | working-hours >= 36.5 : bad (1.92/0) | | pension = ret_allw : bad (0/0) | | pension = empl_contr | | | statutory-holidays < 10.5 : bad (1.9/0) | | | statutory-holidays >= 10.5 | | | | statutory-holidays < 11.5 : good (0.25/0) | | | | statutory-holidays >= 11.5 : bad (1.78/0.43) | cost-of-living-adjustment = tcf | | wage-increase-first-year < 2.25 | | | wage-increase-second-year < 2.75 : bad (1.3/0.58) | | | wage-increase-second-year >= 2.75 : good (3.25/0) | | wage-increase-first-year >= 2.25 | | | duration < 1.5 : good (0.31/0) | | | duration >= 1.5 | | | | vacation = below_average : bad (2.12/0) | | | | vacation = average : bad (0.42/0) | | | | vacation = generous : good (0.1/0) | cost-of-living-adjustment = tc | | wage-increase-first-year < 2.65 | | | education-allowance = yes | | | | working-hours < 38.5 : good (1.47/0.38) | | | | working-hours >= 38.5 : bad (0.9/0) | | | education-allowance = no | | | | pension = none : bad (2.38/0) | | | | pension = ret_allw : bad (4.68/0) | | | | pension = empl_contr | | | | | vacation = below_average : bad (0/0) | | | | | vacation = average : bad (3.69/0) | | | | | vacation = generous : good (0.42/0) | | wage-increase-first-year >= 2.65 : good (0.58/0) wage-increase-first-year >= 2.9 | wage-increase-first-year < 3.85 | | working-hours < 39 : good (10.43/0) | | working-hours >= 39 : good (0.95/0.42) | wage-increase-first-year >= 3.85 | | wage-increase-first-year < 4.55 | | | statutory-holidays < 11.5 | | | | longterm-disability-assistance = yes : good (1.12/0) | | | | longterm-disability-assistance = no | | | | | wage-increase-first-year < 4.25 : bad (4.71/0) | | | | | wage-increase-first-year >= 4.25 | | | | | | contribution-to-dental-plan = none : bad (0/0) | | | | | | contribution-to-dental-plan = half | | | | | | | contribution-to-health-plan = none : bad (0/0) | | | | | | | contribution-to-health-plan = half | | | | | | | | duration < 2.5 : bad (2.54/0) | | | | | | | | duration >= 2.5 : good (0.07/0) | | | | | | | contribution-to-health-plan = full : good (0.12/0) | | | | | | contribution-to-dental-plan = full : good (0.15/0) | | | statutory-holidays >= 11.5 : good (1.94/0) | | wage-increase-first-year >= 4.55 : good (6.61/0) Size of the tree : 56 RandomTree ========== statutory-holidays < 10.5 | wage-increase-first-year < 3.6 | | cost-of-living-adjustment = none : bad (7.35/0) | | cost-of-living-adjustment = tcf | | | wage-increase-second-year < 2.75 : bad (1.46/0) | | | wage-increase-second-year >= 2.75 : good (0.82/0) | | cost-of-living-adjustment = tc : bad (5.04/0) | wage-increase-first-year >= 3.6 | | cost-of-living-adjustment = none : bad (1/0.04) | | cost-of-living-adjustment = tcf : good (0.87/0.24) | | cost-of-living-adjustment = tc | | | education-allowance = yes : good (2.45/0) | | | education-allowance = no : bad (1.01/0.04) statutory-holidays >= 10.5 | contribution-to-health-plan = none | | working-hours < 37.5 | | | statutory-holidays < 11.5 : bad (1.72/0.7) | | | statutory-holidays >= 11.5 : good (3.91/0) | | working-hours >= 37.5 | | | duration < 2.5 | | | | longterm-disability-assistance = yes : good (0.41/0.12) | | | | longterm-disability-assistance = no | | | | | bereavement-assistance = yes : bad (1.4/0.43) | | | | | bereavement-assistance = no | | | | | | wage-increase-first-year < 5.2 : bad (3.1/0) | | | | | | wage-increase-first-year >= 5.2 : good (0.01/0) | | | duration >= 2.5 : good (0.94/0) | contribution-to-health-plan = half | | wage-increase-second-year < 3.5 | | | vacation = below_average : bad (1.24/0.46) | | | vacation = average | | | | wage-increase-first-year < 2.25 : good (2.6/0) | | | | wage-increase-first-year >= 2.25 : bad (0.86/0.25) | | | vacation = generous : good (1.34/0) | | wage-increase-second-year >= 3.5 : good (4.98/0) | contribution-to-health-plan = full | | wage-increase-first-year < 2.65 | | | vacation = below_average : bad (1.08/0.05) | | | vacation = average | | | | education-allowance = yes | | | | | cost-of-living-adjustment = none : bad (0/0) | | | | | cost-of-living-adjustment = tcf : good (0.95/0) | | | | | cost-of-living-adjustment = tc | | | | | | wage-increase-first-year < 2.25 : good (2.43/0) | | | | | | wage-increase-first-year >= 2.25 : bad (0.75/0) | | | | education-allowance = no : bad (0.33/0) | | | vacation = generous | | | | cost-of-living-adjustment = none : bad (3.49/0) | | | | cost-of-living-adjustment = tcf : good (0.19/0) | | | | cost-of-living-adjustment = tc : bad (0/0) | | wage-increase-first-year >= 2.65 : good (5.25/0) Size of the tree : 52 Number of performed Iterations: 10